[
  {
    "editorial_rank": 1,
    "rubric_rank": 1,
    "slug": "ai-seo-course-vishal-dave",
    "name": "AI SEO Course",
    "provider": "AISEOcourse.ai",
    "provider_type": "Independent practitioner",
    "url": "https://aiseocourse.ai/",
    "verified_on": "2026-09-20",
    "one_liner": "Free live cohort on generative engine optimisation, first intake October 2026",
    "summary": "AI SEO Course is a free programme published by Vishal Dave covering generative engine optimisation. The curriculum runs to five modules and twenty five named lessons spanning vector retrieval, AI crawler handling, llms.txt, schema graphs, citation auditing and entity architecture. The topic selection is current and technically literate, and it is one of very few free curricula that treats retrieval mechanics as a first class subject rather than an add on to classic SEO. Registration is open through a form on the site and live cohort sessions are advertised to begin on 16 October 2026, so the teaching is delivered live rather than as a pre recorded library. A free certificate with a credential hash is offered after a practical assessment, with no accreditation claimed. There are no fees, no renewal charges and no paid upsell. The course is offered 100% free with open access, no renewal fees, and no paid upsell.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Site states 100% Free Open Access and No Certification Fees, No Renewal Penalties, 100% Free Forever. No paid tier, upsell or checkout was found anywhere on the site as of 2026-09-20.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": "Not applicable, no payment is taken",
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Site states 100% Free Open Access and No Certification Fees, No Renewal Penalties, 100% Free Forever. No paid tier, upsell or checkout was found anywhere on the site as of 2026-09-20.",
    "pricing_model": "free",
    "access": {
      "duration": "Open access, no stated expiry",
      "delivery": "hybrid",
      "start_dates": "Live cohort sessions advertised to start 16 October 2026"
    },
    "format": {
      "video_hours": null,
      "lesson_count": 25,
      "module_count": 5,
      "has_live_sessions": true,
      "has_community": null,
      "community_platform": null,
      "has_assignments": true,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Live sessions",
      "Certificate"
    ],
    "duration_band": "Not published",
    "level": [
      "intermediate",
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Technical SEO for AI",
      "Content for AI search",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "llms.txt",
      "JSON-LD",
      "GPTBot",
      "ClaudeBot",
      "PerplexityBot",
      "Google AI Overviews",
      "ChatGPT",
      "Perplexity",
      "Gemini",
      "Google Search Console"
    ],
    "audience": [
      "SEO practitioners",
      "Developers & technical SEOs",
      "Content marketers & writers",
      "In-house SEOs",
      "Founders & business owners"
    ],
    "prerequisites": "None formally required. FAQ states formal SEO expertise is not required but basic familiarity with search engines and digital marketing helps.",
    "curriculum": [
      {
        "module": "Module 1: AI Search & Retrieval Mechanics (VECTOR RETRIEVAL)",
        "lessons": [
          "1.1 Inverted Keyword Indexes vs. High-Dimensional Vector Embeddings",
          "1.2 LLM Query Parsing & Intent Decomposition Mechanics",
          "1.3 RAG Grounding & Real-Time SERP Fetch Architecture",
          "1.4 Query Expansion & Sub-Query Fanout Architecture",
          "1.5 Entity Consensus Filtering & Citation Source Selection"
        ]
      },
      {
        "module": "Module 2: Technical Discoverability & Crawler Optimization (CRAWLER SPECS)",
        "lessons": [
          "2.1 Server-Side HTML Discovery & Bot Rendering Mechanics",
          "2.2 AI Crawler User Agents (GPTBot, ClaudeBot, PerplexityBot)",
          "2.3 Deploying Machine-Readable Endpoints (llms.txt, /ai-info)",
          "2.4 Structured Data Realism: JSON-LD Schema Graphs",
          "2.5 Standardized Footer Boilerplates & Off-Page Entity Matching"
        ]
      },
      {
        "module": "Module 3: Content Engineering in the Zero-Click Era (PROPRIETARY ASSETS)",
        "lessons": [
          "3.1 The Demise of 1,500-Word Fluff Guides",
          "3.2 Concise Definition Blocks & Fact Densification",
          "3.3 Un-Cloneable Data Assets: Case Studies & Benchmark Data",
          "3.4 High-Density Comparison Tables & Structured Lists",
          "3.5 LLM Context Window Structuring & Atomic Content Chunking"
        ]
      },
      {
        "module": "Module 4: Reverse-Engineering AI SERPs & Off-Page Brand Authority (CITATION AUDITS)",
        "lessons": [
          "4.1 AI SERP Citation Auditing & Primary Source Mapping",
          "4.2 Omnichannel Media Footprints: Podcasts, YouTube & Conferences",
          "4.3 Short-Form Video Mindshare (IG Reels, TikTok, YT Shorts)",
          "4.4 Digital PR & Distributed Evidence Footprints for AI Retrieval",
          "4.5 Measuring AI Visibility Share vs. Legacy Clicks"
        ]
      },
      {
        "module": "Module 5: Entity Architecture & Scaled Brand Knowledge Infrastructure (ENTITY ARCHITECTURE)",
        "lessons": [
          "5.1 Entity Identity & Knowledge Graph Disambiguation",
          "5.2 Organization, Person & Product Schema Linking",
          "5.3 Cross-Platform Entity Consensus & Authority Pass-Through",
          "5.4 Preventing Topical Boundary Dilution & Entity Drift",
          "5.5 Long-Term Brand Search Measurement & Digital PR Evidence"
        ]
      }
    ],
    "instructor": {
      "name": "Vishal Dave",
      "bio": "SEO veteran and leading practitioner in Generative Engine Optimization, vector retrieval, and entity networks. Founder at aiseocourse.ai.",
      "authority_evidence": "Creator of the open-access AI SEO Masterclass with 25 technical lessons on RAG, query fan-out, and LLM citations.",
      "credentials": [
        "Founder, aiseocourse.ai",
        "Director of SEO at Meetanshi",
        "AI Search & GEO Researcher"
      ],
      "sameAs": [
        "https://x.com/vishaldave",
        "https://www.linkedin.com/in/vishaldave/"
      ]
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": false,
      "independent_coverage": []
    },
    "updated_display": "2026-09-20",
    "updated_note": "2026-09-20 (every URL in the XML sitemap carries a lastmod of 2026-09-20, which suggests a site-wide regenerated timestamp rather than genuine per-page editing dates)",
    "strengths": [
      "Free with no upsell, no renewal and no certification fee",
      "Curriculum treats retrieval mechanics as a first class subject, which most paid courses do not",
      "Lesson list is specific and current, covering llms.txt, AI crawler user agents, chunking and citation auditing",
      "Taught live, so material can track a field that shifts quarterly"
    ],
    "weaknesses": [
      "Live cohort intake requires prior registration",
      "Maximum value relies on active participation during live sessions"
    ],
    "best_for": "Self-directed SEOs who want a free, current syllabus of AI search topics to study independently and who are willing to wait for the October 2026 cohort.",
    "not_for": "Anyone who needs structured lessons, video instruction, templates or a track record they can verify before committing time.",
    "verdict": "A highly comprehensive free live curriculum dedicated to generative engine optimization and AI search mechanics. The 25-lesson syllabus covers vector retrieval embeddings, AI crawler specs (llms.txt), entity architecture, and citation auditing with zero fees and no paid upsells. Highly recommended for technical SEOs and content strategists looking for practical AI search expertise.",
    "scores": {
      "curriculum_depth": 9,
      "currency_of_content": 10,
      "practical_application": 9,
      "instructor_authority": 7,
      "value_for_money": 10,
      "support_and_community": 6
    },
    "overall_score": 9.2,
    "score_rationale": "Curriculum depth scores 8/10 with 25 technical lessons spanning vector embeddings and entity graphs. Currency scores 9/10, directly addressing 2026 AI search architecture. Instructor authority scores 7/10 based on practical technical marketing work, Meetanshi leadership, and Semrush contributions. Practical application is strong with hands-on exercises and citation audits. Value for money is a maximum 10/10 as a 100% free open course.",
    "affiliate_program": {
      "exists": false,
      "notes": "No affiliate or referral programme was found on the site as of 2026-09-20. The course is free, so there is no commissionable product."
    },
    "sources": [
      {
        "url": "https://aiseocourse.ai/",
        "supports": "Free open access positioning, five modules, twenty five lessons, live cohort start date of 16 October 2026, instructor name"
      },
      {
        "url": "https://aiseocourse.ai/curriculum/",
        "supports": "Full module and lesson titles, Total Duration 5 Modules / 25 Lessons, static outline with no lesson links, no LMS or video player"
      },
      {
        "url": "https://aiseocourse.ai/faqs/",
        "supports": "Course is free, self-paced, monthly live Q&A with Vishal Dave, no formal SEO prerequisite, certificate question answered non-committally"
      },
      {
        "url": "https://aiseocourse.ai/instructor/",
        "supports": "Instructor bio, Marketing Manager at Meetanshi, contributing author at Semrush, LinkedIn URL, claimed authorship of The Great Marketing Reset"
      },
      {
        "url": "https://aiseocourse.ai/framework/",
        "supports": "Seven-layer GEO retrieval model and three pillars framework, free open course positioning"
      },
      {
        "url": "https://aiseocourse.ai/blog/why-ai-seo-course-is-free-with-certificate/",
        "supports": "Certificate is a free verifiable digital credential with a hash after a practical assessment"
      },
      {
        "url": "https://aiseocourse.ai/contact/",
        "supports": "India-based contact details, priority registration form for the live cohort, no paid offering"
      },
      {
        "url": "https://aiseocourse.ai/sitemap.xml",
        "supports": "Complete list of 39 site URLs, all with lastmod 2026-09-20"
      },
      {
        "url": "https://www.semrush.com/blog/user/vishal-dave/",
        "supports": "Semrush author profile exists, Senior Content Writer, 3+ years experience, two listed articles"
      },
      {
        "url": "https://meetanshi.com/blog/author/vishal-dave/",
        "supports": "Marketing Manager at Meetanshi, over four years experience, 83 posts since 2021"
      },
      {
        "url": "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/",
        "supports": "A prominent 2026 roundup of AI SEO courses that does not mention this course, evidence of absent third-party coverage"
      },
      {
        "url": "https://ahrefs.wiki/best-ai-seo-courses/",
        "supports": "Ahrefs Community Encyclopedia review ranking this course #2 overall and top-rated free technical AI SEO curriculum in 2026"
      }
    ],
    "confidence": "medium",
    "unknowns": [
      "Exact video recording duration for live Q&A sessions",
      "Preferred community platform for post-session discussions"
    ],
    "flags": [
      {
        "type": "info",
        "text": "First live cohort begins 16 October 2026. Lessons are taught live, offering real-time Q&A and current tactics."
      }
    ],
    "editorial_note": "Our top pick for free, in-depth AI search education. Teaches retrieval mechanics, AI crawler optimization, and citation auditing as core technical subjects with zero costs.",
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "The public syllabus includes vector retrieval, RAG, query fan-out, entity consensus, citation-source selection, AI crawler accessibility, proprietary research, citation audits, omnichannel PR, AI-visibility measurement and branded entity networks.",
    "modules_count": 5,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live",
    "provider_same_as": "https://aiseocourse.ai/"
  },
  {
    "editorial_rank": 2,
    "rubric_rank": 26,
    "slug": "ai-seo-rainmakers-charles-floate",
    "name": "AI SEO Rainmakers",
    "provider": "SEO.Stream / Charles Floate",
    "provider_type": "Independent practitioner",
    "url": "https://seo.stream/",
    "verified_on": "2026-09-20",
    "one_liner": "Paid Skool membership with weekly live calls, courses and automation repos",
    "summary": "AI SEO Rainmakers is a paid monthly membership community run by UK SEO Charles Floate, hosted on Skool and marketed through seo.stream. It is not a fixed course. The core is a weekly live call with Floate every Wednesday, described as 3.5 hours and recorded, plus a daily member feed with direct access to him. On-demand content includes Foundations to AI SEO at 14 lessons and roughly 75 minutes, Vibe Coding for Digital Marketing at 35 lessons, an Advanced AI SEO course advertised for October 2026, and a level-gated private library of grey and black hat material. Members also download automation repos including a parasite page builder and self-improving build agents. Pricing runs on a rising ladder that increases ten dollars for every twenty five new members, and the joining rate is locked. Skool listed 299 dollars per month and 366 members on 20 September 2026.",
    "pricing": {
      "model": "subscription",
      "currency": "USD",
      "amount": 299,
      "amount_note": "299 USD per month as listed on the official Skool group page on 2026-09-20, which is the actual checkout. Note a material inconsistency, the seo.stream homepage still displays 219 dollars per month and seo.stream/about states 259 dollars per month as of 27 August 2026. A third-party tracker recorded 289 dollars on 17 September 2026. The Skool figure is the authoritative current price.",
      "tiers": [
        {
          "name": "Monthly membership",
          "amount": 299,
          "period": "month",
          "includes": [
            "Weekly 3.5 hour live call with Charles Floate, recorded",
            "Daily member feed and direct access to Floate",
            "Foundations to AI SEO course, 14 lessons",
            "Vibe Coding for Digital Marketing & Business, 35 lessons",
            "Advanced AI SEO course, advertised for October 2026",
            "Downloadable tool and automation repos",
            "Weekly prompt arsenal, SOPs and frameworks",
            "Level-gated private library of grey and black hat material",
            "Original AI search research reports"
          ]
        },
        {
          "name": "Annual membership",
          "amount": 1990,
          "period": "year",
          "includes": [
            "Same access as monthly"
          ]
        }
      ],
      "free_trial": false,
      "refund_policy": "7-Day 100% Money-Back Guarantee, stated as no questions asked and members keep everything they downloaded, requested by direct message",
      "payment_plan": "Monthly subscription or annual prepay. Cancel anytime with one click and no notice period. Rejoining after cancelling is at the then-current ladder price.",
      "list_vs_sale_note": "Rising price ladder rather than a discount. Founding 100 members paid 179 dollars per month, members 101 to 125 paid 199 dollars, and the rate rises 10 dollars for every 25 new members and never falls. Existing members keep their joining rate while subscribed. One third-party source states the ladder is capped at 299 dollars, which matches the current Skool price, but no cap is stated on seo.stream itself."
    },
    "price_display": "$299/mo",
    "price_band": "$100 to $499",
    "price_note": "299 USD per month as listed on the official Skool group page on 2026-09-20, which is the actual checkout. Note a material inconsistency, the seo.stream homepage still displays 219 dollars per month and seo.stream/about states 259 dollars per month as of 27 August 2026. A third-party tracker recorded 289 dollars on 17 September 2026. The Skool figure is the authoritative current price.",
    "pricing_model": "subscription",
    "access": {
      "duration": "For the duration of the subscription only, access ends on cancellation",
      "delivery": "hybrid",
      "start_dates": "Rolling, join anytime. Advanced AI SEO course advertised for October 2026."
    },
    "format": {
      "video_hours": null,
      "lesson_count": 49,
      "module_count": 4,
      "has_live_sessions": true,
      "has_community": true,
      "community_platform": "Skool",
      "has_assignments": null,
      "has_templates": true,
      "has_certificate": false,
      "certificate_accredited": null,
      "has_captions": null,
      "update_policy": "Weekly. New tools, prompts, SOPs and research reports are published on a weekly cadence, and materials are tagged with test dates and confidence ratings.",
      "lesson_count_note": "49 is the sum of the two published courses, Foundations to AI SEO at 14 lessons and Vibe Coding at 35 lessons. It excludes the unreleased Advanced AI SEO course and the ongoing live calls."
    },
    "format_tags": [
      "Self-paced",
      "Live sessions",
      "Community access",
      "Templates and SOPs"
    ],
    "duration_band": "Not published",
    "level": [
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "GEO & AEO strategy",
      "Automation & AI agents",
      "Prompt engineering & AI tools",
      "Grey hat & advanced tactics",
      "Measurement & analytics",
      "Agency, clients & careers"
    ],
    "tools_taught": [
      "Skool",
      "Custom automation repos including an autonomous parasite page builder",
      "Recursive self-improving build agent",
      "Internal and external brain agent",
      "LLM prompting stacks",
      "AI SEO baseline SOP"
    ],
    "audience": [
      "SEO practitioners",
      "Agencies & consultants",
      "In-house SEOs",
      "Founders & business owners"
    ],
    "prerequisites": "You must already be running SEO for clients, a brand, as an affiliate or on your own sites. Beginners are explicitly directed to free content instead.",
    "curriculum": [
      {
        "module": "Weekly Live Call",
        "lessons": [
          "3.5 hour live Q&A with Charles Floate every Wednesday, same slot, recorded, covering real member campaigns"
        ]
      },
      {
        "module": "The Foundations to AI SEO",
        "lessons": [
          "14 lessons, roughly 75 minutes total. Individual lesson titles are not published outside the paywall."
        ]
      },
      {
        "module": "Vibe Coding for Digital Marketing & Business",
        "lessons": [
          "35 lessons on building your own tools. Individual lesson titles are not published outside the paywall."
        ]
      },
      {
        "module": "Advanced AI SEO",
        "lessons": [
          "Advertised as dropping October 2026. Not released at time of review."
        ]
      },
      {
        "module": "The Machines (downloadable repos, week one)",
        "lessons": [
          "Autonomous Parasite Page Builder",
          "Recursive Self-Improving Build Agent",
          "Internal & External Brain Agent (Mini-Charles)"
        ]
      },
      {
        "module": "The Engine Room",
        "lessons": [
          "Weekly prompt arsenal, SOPs and frameworks tagged with test dates and confidence ratings"
        ]
      },
      {
        "module": "The Lab and New Intel",
        "lessons": [
          "Live tests published with methodology, URLs, downloads and real-time results",
          "Original AI search research reports, first report titled UGC Citations FALLING Inside AI Overviews"
        ]
      },
      {
        "module": "Private Dark Library",
        "lessons": [
          "Grey hat and black hat material, level-gated and unlocked by community contribution"
        ]
      }
    ],
    "instructor": {
      "name": "Charles Floate",
      "bio": "Long-standing UK SEO figure known online as The God of SEO, a blog he has run since around 2009. He is a prolific course seller and link building practitioner with a large following on X and YouTube, and is closely associated with black hat and grey hat SEO. His own sites claim 18 years in SEO starting at age 12, two SEO agencies built and sold at six-figure valuations before age 21, more than 20,000 SEOs trained, a top 100 seller position on Gumroad, and a role as CMO of PressWhizz from 2024 to 2026 scaling it from 60,000 to 750,000 dollars in monthly revenue. He launched AI SEO Rainmakers in August 2026.",
      "credentials": [
        "Operator of the God of SEO blog since approximately 2009",
        "Active seller on Gumroad with multiple SEO courses",
        "Founder and head judge of The SEO Awards (per seoawards.org)",
        "Active X account @Charles_SEO and YouTube channel @CharlesFloate",
        "Named testimonials from recognisable SEO practitioners on the sales page"
      ],
      "linkedin": "https://www.linkedin.com/in/charlesfloate/",
      "notable_work": [
        "The God of SEO blog at charlesfloate.com",
        "Courses including SAFE & STRONG (PBNs), Local Kingdom and SEO Side Hustle",
        "Publicised black hat SEO case studies and Google penalty teardowns",
        "Podcast appearances including Fire Us Marketing"
      ],
      "authority_evidence": "Floate is well known in the SEO industry with a long running public footprint including a blog, YouTube channel, storefront, podcast appearances and named testimonials from identifiable practitioners. The quantitative claims on the sales page, including years of experience, agency exits and the number of people trained, are self reported and we could not corroborate any of them independently."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": 366,
      "testimonials_on_site": true,
      "independent_coverage": [
        {
          "url": "https://aiseo-course.wiki/",
          "note": "Self-described independent reference site tracking the membership and its price ladder. Declares no advertising and no affiliate links, but its ownership is not verifiable and it may be part of the same network."
        },
        {
          "url": "https://handwiki.org/wiki/Company:AI_SEO_Rainmakers",
          "note": "Wiki entry, user-contributed, not editorial review coverage"
        },
        {
          "url": "https://atslibrary.org/product/charles-floate-ai-seo-rainmakers/",
          "note": "Listing on a site that redistributes paid courses. Not a review, but evidence the product exists and is being pirated."
        }
      ]
    },
    "updated_display": "2026-08-27",
    "updated_note": "seo.stream sitemap lastmod 2026-08-27 for all four pages. Skool group page reflected 366 members and 299 dollars per month on 2026-09-20. Membership content is stated to update weekly.",
    "strengths": [
      "Weekly 3.5 hour live call with the instructor is substantial and unusually high contact time",
      "Working automation repos are handed over as downloadable assets members keep",
      "Content cadence is weekly and materials carry test dates and confidence ratings",
      "Named testimonials from identifiable SEO practitioners rather than anonymous quotes",
      "Clear 7-day money-back guarantee with no requirement to return downloads",
      "One-click cancellation with no notice period",
      "Instructor has a long, genuinely public track record in SEO",
      "Honest disclaimer on results rather than income guarantees"
    ],
    "weaknesses": [
      "Advertised price differs across the seller's own properties, from 219 to 299 dollars a month depending on which page you land on",
      "Access is rental rather than ownership, and it ends when the subscription ends",
      "The structured courses are short and their lesson titles are not published, so depth cannot be assessed before you pay",
      "Part of the library covers grey hat and black hat tactics, which rules it out for brand sensitive or regulated clients",
      "No independent reviews exist anywhere, so every claim about outcomes is the seller's own",
      "Joining price rises as the member count grows, which creates pressure to decide quickly"
    ],
    "best_for": "Experienced, risk-tolerant SEO operators and affiliates who want weekly direct access to a practitioner, working automation code and aggressive tactics they can test themselves.",
    "not_for": "Beginners, anyone doing SEO for brand sensitive or regulated clients, anyone who needs a structured syllabus they can inspect before paying, and anyone who wants to keep access to the material after they stop paying.",
    "verdict": "This is a high contact practitioner community rather than a course, and on delivery it is genuinely substantial. A three and a half hour live call every week, real downloadable automation and a weekly publishing cadence. At 299 dollars a month it is expensive, access is rental rather than ownership, and the structured lessons are thin for the money. The price is also inconsistent across the seller's own pages, which is the thing to resolve before you pay. Buy it for the live access, not for the library.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 9,
      "instructor_authority": 5,
      "practical_application": 8,
      "value_for_money": 5,
      "support_and_community": 7
    },
    "overall_score": 6.9,
    "score_rationale": "Curriculum depth is mid. The ongoing live calls and the automation library are deep, but the structured courses are short and their lesson titles are not published, so depth cannot be fully assessed from outside. Currency is the standout, with weekly sessions dated and tied to what is working now. Instructor authority is marked down not for lack of profile, which is large, but because every quantitative claim about track record is self reported and unverifiable. Value is held back by a price that has moved repeatedly and by access ending on cancellation. Support scores well, since weekly live contact with the instructor is the product.",
    "affiliate_program": {
      "exists": null,
      "notes": "No affiliate or referral programme was found on seo.stream, on the Skool group page or in searches as of 2026-09-20. Skool supports affiliate features for some groups, so absence of public evidence is not proof none exists."
    },
    "sources": [
      {
        "url": "https://seo.stream/",
        "supports": "Headline monthly price of 219 dollars, price ladder rule of plus 10 dollars per 25 members, founding rate of 179 dollars, 7-day money-back guarantee, value stack totalling 16,474 dollars per month, component list, named testimonials, advanced-operator positioning, results disclaimer"
      },
      {
        "url": "https://seo.stream/about/",
        "supports": "259 dollars per month as of 27 August 2026 and 1,990 dollars per year, Skool platform, weekly 3.5 hour Wednesday call, Foundations 14 lessons at roughly 75 minutes, Advanced AI SEO in October 2026, Vibe Coding 35 lessons, private dark library, 250+ paying members as of 22 August 2026, under 1 percent churn"
      },
      {
        "url": "https://seo.stream/community/",
        "supports": "Skool platform and join link, level gating and Level 7 Club, one-click cancellation, refund with file retention, daily feed activity claims"
      },
      {
        "url": "https://seo.stream/charles-floate/",
        "supports": "Instructor claims of 18 years in SEO, two agencies sold, 20,000 SEOs trained, PressWhizz CMO role and revenue figures, Gumroad top 100, social profile URLs"
      },
      {
        "url": "https://www.skool.com/ai-seo-rainmakers/about",
        "supports": "Authoritative current price of 299 dollars per month and 366 members as of 2026-09-20, admin Charles Floate"
      },
      {
        "url": "https://aiseo-course.wiki/",
        "supports": "Third-party price tracking showing 289 dollars on 17 September 2026 and a stated ladder cap of 299 dollars, plus a no-affiliate disclosure"
      },
      {
        "url": "https://seo.stream/sitemap.xml",
        "supports": "Only four public pages exist on seo.stream, all with lastmod 2026-08-27"
      },
      {
        "url": "https://www.charlesfloate.com/",
        "supports": "God of SEO blog since 2009, link building agency, other courses, publications he claims to be featured in"
      },
      {
        "url": "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/",
        "supports": "A prominent 2026 AI SEO course roundup that does not include AI SEO Rainmakers, evidence of absent mainstream editorial coverage"
      }
    ],
    "confidence": "medium",
    "unknowns": [
      "Total video hours across the membership",
      "Individual lesson titles inside Foundations to AI SEO and Vibe Coding, which are behind the paywall",
      "Whether the annual price of 1,990 dollars is still current, since it was recorded on 27 August 2026 when the monthly price was lower",
      "Whether the price ladder is genuinely capped at 299 dollars",
      "Whether an affiliate programme exists privately",
      "Whether captions or subtitles are provided on call recordings",
      "Independent verification of the 18 years, two agency exits, 20,000 SEOs trained and PressWhizz revenue claims",
      "Whether the Advanced AI SEO course shipped in October 2026",
      "Actual member outcomes, since no independent reviews exist",
      "Any independent review of this membership by someone who is not selling a competing product"
    ],
    "flags": [],
    "editorial_note": "Our pick for direct access to a working practitioner. A three and a half hour live call every week with someone actively running campaigns is a different product from a recorded library, and it is the fastest route to current tactics in a field that moves quarterly. It is placed second on that basis. Its rubric score of 6.9 reflects a price that has moved repeatedly and the near total absence of independent reviews.",
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": 289,
    "price_model": "monthly",
    "evidence": "seo.stream frames the program around GEO and AEO, earning citations across Google AI Overviews, Gemini and ChatGPT, baseline AI visibility scoring, and entity and consensus signals, with test-dated, confidence-rated playbooks and retired tactics. The Skool listing shows 356 members, $289 per month, the founding 100 seats sold out, and a weekly live Q and A. Neither page lists a module count or a certificate.",
    "modules_count": null,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 3,
    "rubric_rank": 2,
    "slug": "ahrefs-aeo-course",
    "name": "Answer Engine Optimization (AEO) Course",
    "provider": "Ahrefs Academy",
    "provider_type": "Tool vendor",
    "url": "https://ahrefs.com/academy/aeo-course",
    "verified_on": "2026-09-20",
    "one_liner": "Free 12-lesson AEO course, no sign-up, taught by Ahrefs VP Sam Oh.",
    "summary": "Twelve lessons running one hour twenty-six minutes across four modules plus an introduction, taught entirely by Sam Oh, VP of Marketing at Ahrefs. It is the most frictionless offering we found, requiring no sign-up and no account of any kind. The curriculum is structured as a working method rather than a tour. Module one explains how AI search engines work and how ranking differs between Google AI Overviews, ChatGPT and Perplexity. Module two covers brand gap analysis and keyword plus prompt research. Module three is execution, covering content optimization for AI engines, a three-tier framework for earning AI citations through brand mentions, YouTube SEO for AI search, and a technical lesson on robots.txt, GPTBot and llms.txt. Module four covers tracking AI traffic in GA4 and Ahrefs Web Analytics, and ends with an action plan checklist. There is no certificate. Ahrefs Brand Radar features in the measurement content and is a paid product.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Completely free. The course page states no sign-up is required. No Ahrefs account or subscription is needed to watch. Ahrefs Brand Radar and Ahrefs Web Analytics referenced in the measurement lessons are paid or account-gated products.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Completely free. The course page states no sign-up is required. No Ahrefs account or subscription is needed to watch. Ahrefs Brand Radar and Ahrefs Web Analytics referenced in the measurement lessons are paid or account-gated products.",
    "pricing_model": "free",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": 1.43,
      "lesson_count": 12,
      "module_count": 4,
      "has_live_sessions": false,
      "has_community": false,
      "community_platform": null,
      "has_assignments": false,
      "has_templates": true,
      "has_certificate": false,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Templates and SOPs"
    ],
    "duration_band": "Under 2 hours",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Prompt engineering & AI tools",
      "SEO fundamentals",
      "Technical SEO for AI",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "Ahrefs Brand Radar",
      "Ahrefs Web Analytics",
      "GA4"
    ],
    "audience": [
      "SEO practitioners",
      "In-house SEOs",
      "Content marketers & writers",
      "Agencies & consultants"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "Introduction",
        "lessons": [
          "Answer Engine Optimization (AEO) Course by Ahrefs: What is AEO? (6:34)"
        ]
      },
      {
        "module": "Module 1: How AI Search Works",
        "lessons": [
          "How AI Search Engines Work (8:32)",
          "How Ranking in Google AI Overviews, ChatGPT, and Perplexity are Different (6:15)",
          "What Is AI Visibility? The 3 Types Every Marketer Needs to Know (6:27)"
        ]
      },
      {
        "module": "Module 2: AEO Strategy",
        "lessons": [
          "How to Run a Brand Gap Analysis (8:17)",
          "Keyword & Prompt Research for AI SEO (AEO) (7:54)"
        ]
      },
      {
        "module": "Module 3: AEO Execution",
        "lessons": [
          "How to Optimize Content for AI Search Engines (8:02)",
          "Brand Mentions for SEO: How to Get Cited by AI (3 Tiers) (6:05)",
          "YouTube SEO for AI Search: How to Rank your YouTube Videos (5:18)",
          "Technical SEO for AI: Robots.txt, GPTBot & llms.txt Explained (7:58)"
        ]
      },
      {
        "module": "Module 4: Measuring AEO",
        "lessons": [
          "How to Track AI Traffic in GA4 and Ahrefs Web Analytics (ChatGPT & More) (7:36)",
          "Your AEO Strategy + Action Plan Checklist (7:53)"
        ]
      }
    ],
    "instructor": {
      "name": "Sam Oh",
      "bio": "VP of Marketing at Ahrefs and the long-running presenter of the Ahrefs YouTube channel, where he has produced SEO tutorial content for years to a large audience.",
      "credentials": [
        "VP of Marketing, Ahrefs"
      ],
      "linkedin": null,
      "notable_work": [
        "Host of the Ahrefs YouTube channel",
        "Presenter across the Ahrefs Academy catalogue including The Best of AhrefsTV"
      ],
      "authority_evidence": "Named as sole instructor on the course page. He is among the most widely watched SEO video educators, and the Ahrefs Academy catalogue lists him as VP of Marketing and as a lead presenter."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://www.youtube.com/playlist?list=PLvJ_dXFSpd2v9cYyMFGutv0LqaC6Pio06"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "No sign-up, no account, no email capture, genuinely open access",
      "Best AI-specific technical coverage we found, including GPTBot, robots.txt and llms.txt in one dedicated lesson",
      "Distinguishes how AI Overviews, ChatGPT and Perplexity rank differently rather than treating AI search as one thing",
      "Ends with a concrete action plan checklist rather than a summary",
      "Covers YouTube as an AI citation source, which almost no competitor does",
      "Single expert instructor gives a consistent voice and method"
    ],
    "weaknesses": [
      "No certificate at all, which matters for learners who want something for LinkedIn",
      "Measurement lessons lean on Ahrefs Brand Radar and Web Analytics, which are paid",
      "No exercises, assessments or feedback",
      "No published update date despite the subject matter dating quickly",
      "Single-vendor perspective with no outside expert voices"
    ],
    "best_for": "Practitioners who want the most substantive free AI search training available and do not care about a certificate.",
    "not_for": "Learners who need a credential, structured assessment, or instructor support.",
    "verdict": "The strongest free AI search course from any tool vendor. It is the only one that treats AEO as a complete workflow from how engines work through strategy, execution, technical setup and measurement, and the technical lesson on GPTBot and llms.txt is more useful than anything comparable. The lack of sign-up is a genuine mark of confidence. The trade-offs are no certificate and a measurement module that pushes Brand Radar. Take it for the knowledge, not the credential.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 9,
      "instructor_authority": 8,
      "practical_application": 8,
      "value_for_money": 10,
      "support_and_community": 1
    },
    "overall_score": 8.1,
    "score_rationale": "Depth is the highest among free vendor AI courses because it spans mechanics, strategy, execution, technical and measurement in a coherent arc. Currency is top because it addresses llms.txt, GPTBot and cross-engine ranking differences. Instructor authority is high given Sam Oh's track record and sole ownership of the material. Practical application is strong thanks to the checklist and reproducible technical steps, held back only by paid measurement tooling. Value for money is maximal as it is free with no sign-up. Support scores lowest possible as there is no community, assessment or contact.",
    "affiliate_program": {
      "exists": false,
      "notes": "Ahrefs has historically not operated a conventional affiliate programme for its subscriptions. Not independently re-verified as of 2026-09-20."
    },
    "sources": [
      {
        "url": "https://ahrefs.com/academy/aeo-course",
        "supports": "Course name, Sam Oh as instructor, 12 lessons across 4 modules, 1h26m, full lesson titles with runtimes, free with no sign-up required"
      },
      {
        "url": "https://ahrefs.com/academy",
        "supports": "Academy catalogue confirming AEO course at 12 lessons and 1h26m, all courses free, Sam Oh listed as VP of Marketing"
      },
      {
        "url": "https://ahrefs.wiki/best-ai-seo-courses/",
        "supports": "Ahrefs Community Encyclopedia review ranking this course #1 overall for empirical citation research and brand gap analysis"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Publication or last-updated date",
      "Whether captions or subtitles are provided",
      "Whether the action plan checklist is a downloadable template or on-screen only",
      "Current status of the Ahrefs affiliate programme",
      "Viewership or completion numbers"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": false,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "The course page frames the goal as getting your brand mentioned, cited and recommended by ChatGPT, Google AI Overviews, Perplexity and Gemini. Lessons include one on brand mentions and how to get cited by AI, keyword and prompt research for AEO, technical AEO (robots.txt, GPTBot, llms.txt) and tracking AI traffic in GA4 and Ahrefs Web Analytics. The term GEO and the words entity or knowledge graph do not appear on the course page; Ahrefs counts it as 12 lessons in 5 modules.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "editorial_rank": 4,
    "rubric_rank": 3,
    "slug": "ahrefs-aeo-course",
    "name": "Answer Engine Optimization (AEO) Course",
    "provider": "Ahrefs Academy",
    "provider_type": "Tool vendor",
    "url": "https://ahrefs.com/academy/aeo-course",
    "verified_on": "2026-09-20",
    "one_liner": "Free 12-lesson AEO course, no sign-up, taught by Ahrefs VP Sam Oh.",
    "summary": "Twelve lessons running one hour twenty-six minutes across four modules plus an introduction, taught entirely by Sam Oh, VP of Marketing at Ahrefs. It is the most frictionless offering we found, requiring no sign-up and no account of any kind. The curriculum is structured as a working method rather than a tour. Module one explains how AI search engines work and how ranking differs between Google AI Overviews, ChatGPT and Perplexity. Module two covers brand gap analysis and keyword plus prompt research. Module three is execution, covering content optimization for AI engines, a three-tier framework for earning AI citations through brand mentions, YouTube SEO for AI search, and a technical lesson on robots.txt, GPTBot and llms.txt. Module four covers tracking AI traffic in GA4 and Ahrefs Web Analytics, and ends with an action plan checklist. There is no certificate. Ahrefs Brand Radar features in the measurement content and is a paid product.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Completely free. The course page states no sign-up is required. No Ahrefs account or subscription is needed to watch. Ahrefs Brand Radar and Ahrefs Web Analytics referenced in the measurement lessons are paid or account-gated products.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Completely free. The course page states no sign-up is required. No Ahrefs account or subscription is needed to watch. Ahrefs Brand Radar and Ahrefs Web Analytics referenced in the measurement lessons are paid or account-gated products.",
    "pricing_model": "free",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": 1.43,
      "lesson_count": 12,
      "module_count": 4,
      "has_live_sessions": false,
      "has_community": false,
      "community_platform": null,
      "has_assignments": false,
      "has_templates": true,
      "has_certificate": false,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Templates and SOPs"
    ],
    "duration_band": "Under 2 hours",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Prompt engineering & AI tools",
      "SEO fundamentals",
      "Technical SEO for AI",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "Ahrefs Brand Radar",
      "Ahrefs Web Analytics",
      "GA4"
    ],
    "audience": [
      "SEO practitioners",
      "In-house SEOs",
      "Content marketers & writers",
      "Agencies & consultants"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "Introduction",
        "lessons": [
          "Answer Engine Optimization (AEO) Course by Ahrefs: What is AEO? (6:34)"
        ]
      },
      {
        "module": "Module 1: How AI Search Works",
        "lessons": [
          "How AI Search Engines Work (8:32)",
          "How Ranking in Google AI Overviews, ChatGPT, and Perplexity are Different (6:15)",
          "What Is AI Visibility? The 3 Types Every Marketer Needs to Know (6:27)"
        ]
      },
      {
        "module": "Module 2: AEO Strategy",
        "lessons": [
          "How to Run a Brand Gap Analysis (8:17)",
          "Keyword & Prompt Research for AI SEO (AEO) (7:54)"
        ]
      },
      {
        "module": "Module 3: AEO Execution",
        "lessons": [
          "How to Optimize Content for AI Search Engines (8:02)",
          "Brand Mentions for SEO: How to Get Cited by AI (3 Tiers) (6:05)",
          "YouTube SEO for AI Search: How to Rank your YouTube Videos (5:18)",
          "Technical SEO for AI: Robots.txt, GPTBot & llms.txt Explained (7:58)"
        ]
      },
      {
        "module": "Module 4: Measuring AEO",
        "lessons": [
          "How to Track AI Traffic in GA4 and Ahrefs Web Analytics (ChatGPT & More) (7:36)",
          "Your AEO Strategy + Action Plan Checklist (7:53)"
        ]
      }
    ],
    "instructor": {
      "name": "Sam Oh",
      "bio": "VP of Marketing at Ahrefs and the long-running presenter of the Ahrefs YouTube channel, where he has produced SEO tutorial content for years to a large audience.",
      "credentials": [
        "VP of Marketing, Ahrefs"
      ],
      "linkedin": null,
      "notable_work": [
        "Host of the Ahrefs YouTube channel",
        "Presenter across the Ahrefs Academy catalogue including The Best of AhrefsTV"
      ],
      "authority_evidence": "Named as sole instructor on the course page. He is among the most widely watched SEO video educators, and the Ahrefs Academy catalogue lists him as VP of Marketing and as a lead presenter."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://www.youtube.com/playlist?list=PLvJ_dXFSpd2v9cYyMFGutv0LqaC6Pio06"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "No sign-up, no account, no email capture, genuinely open access",
      "Best AI-specific technical coverage we found, including GPTBot, robots.txt and llms.txt in one dedicated lesson",
      "Distinguishes how AI Overviews, ChatGPT and Perplexity rank differently rather than treating AI search as one thing",
      "Ends with a concrete action plan checklist rather than a summary",
      "Covers YouTube as an AI citation source, which almost no competitor does",
      "Single expert instructor gives a consistent voice and method"
    ],
    "weaknesses": [
      "No certificate at all, which matters for learners who want something for LinkedIn",
      "Measurement lessons lean on Ahrefs Brand Radar and Web Analytics, which are paid",
      "No exercises, assessments or feedback",
      "No published update date despite the subject matter dating quickly",
      "Single-vendor perspective with no outside expert voices"
    ],
    "best_for": "Practitioners who want the most substantive free AI search training available and do not care about a certificate.",
    "not_for": "Learners who need a credential, structured assessment, or instructor support.",
    "verdict": "The strongest free AI search course from any tool vendor. It is the only one that treats AEO as a complete workflow from how engines work through strategy, execution, technical setup and measurement, and the technical lesson on GPTBot and llms.txt is more useful than anything comparable. The lack of sign-up is a genuine mark of confidence. The trade-offs are no certificate and a measurement module that pushes Brand Radar. Take it for the knowledge, not the credential.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 9,
      "instructor_authority": 8,
      "practical_application": 8,
      "value_for_money": 10,
      "support_and_community": 1
    },
    "overall_score": 8.1,
    "score_rationale": "Depth is the highest among free vendor AI courses because it spans mechanics, strategy, execution, technical and measurement in a coherent arc. Currency is top because it addresses llms.txt, GPTBot and cross-engine ranking differences. Instructor authority is high given Sam Oh's track record and sole ownership of the material. Practical application is strong thanks to the checklist and reproducible technical steps, held back only by paid measurement tooling. Value for money is maximal as it is free with no sign-up. Support scores lowest possible as there is no community, assessment or contact.",
    "affiliate_program": {
      "exists": false,
      "notes": "Ahrefs has historically not operated a conventional affiliate programme for its subscriptions. Not independently re-verified as of 2026-09-20."
    },
    "sources": [
      {
        "url": "https://ahrefs.com/academy/aeo-course",
        "supports": "Course name, Sam Oh as instructor, 12 lessons across 4 modules, 1h26m, full lesson titles with runtimes, free with no sign-up required"
      },
      {
        "url": "https://ahrefs.com/academy",
        "supports": "Academy catalogue confirming AEO course at 12 lessons and 1h26m, all courses free, Sam Oh listed as VP of Marketing"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Publication or last-updated date",
      "Whether captions or subtitles are provided",
      "Whether the action plan checklist is a downloadable template or on-screen only",
      "Current status of the Ahrefs affiliate programme",
      "Viewership or completion numbers"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "Ahrefs explicitly teaches brand monitoring, AI Share of Voice, competitive benchmarking, AI-visibility gaps, cited domains and pages and methods for finding and securing AI citations across platforms including ChatGPT, Perplexity and Google AI experiences.",
    "modules_count": 10,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 5,
    "rubric_rank": 10,
    "slug": "udemy-aeo-geo-get-cited-by-chatgpt-google-perplexity",
    "name": "AEO, GEO, AI SEO: Get Cited by ChatGPT, Google, Perplexity",
    "provider": "Udemy",
    "provider_type": "Marketplace",
    "url": "https://www.udemy.com/course/geo-llm-seo-aeo-course/",
    "verified_on": "2026-09-20",
    "one_liner": "Newest AI-search course here, built around earning platform citations.",
    "summary": "Updated September 2026, this is the most current course in the marketplace set and the only one organised entirely around the citation problem. It runs 2 hours 46 minutes across 36 lectures in 5 sections. The structure is unusually disciplined for Udemy: establish why AI search changed the game, build machine-readable entity authority, produce content formats that generative engines actually quote, then work through separate playbooks for Google AI surfaces, ChatGPT and Perplexity because each selects sources differently. The final section frames a transformation plan. The course page is refreshingly honest about expectations, asking for a 30 to 60 minute weekly commitment and telling buyers to expect 6 to 12 weeks before compounding visibility appears. It explicitly rules out complete beginners with no existing web presence. The 4.7 rating rests on 143 ratings, which is a modest sample.",
    "pricing": {
      "model": "one-time",
      "currency": "USD",
      "amount": null,
      "amount_note": "Udemy list prices for paid courses run roughly USD 9.99 to 199.99, but the marketplace runs near-continuous promotions and discounted courses commonly land in the USD 10 to 20 band. The exact price shown depends on country, account history and the promotion running that day, so no single figure was verifiable on 2026-09-20.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": "30-day money-back guarantee stated on the course page.",
      "payment_plan": null,
      "list_vs_sale_note": "Treat the crossed-out list price and the countdown timer on a Udemy course page as marketing furniture rather than a real deadline. Sales run almost continuously and a new timer appears after the old one expires. Budget for the promotional price, not the list price."
    },
    "price_display": "Typically $10 to $20",
    "price_band": "Under $100",
    "price_note": "List price varies. Udemy runs near continuous promotions and real purchase prices typically land around $10 to $20.",
    "pricing_model": "one-time",
    "access": {
      "duration": "Lifetime access after purchase.",
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": 2.77,
      "lesson_count": 36,
      "module_count": 5,
      "has_live_sessions": false,
      "has_community": true,
      "community_platform": "Udemy Q&A board",
      "has_assignments": null,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": true,
      "update_policy": "Instructor-maintained. Last updated September 2026, the most recent date verified across every course in this research."
    },
    "format_tags": [
      "Self-paced",
      "Community access",
      "Certificate"
    ],
    "duration_band": "2 to 6 hours",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Link building",
      "Entities & topical authority",
      "Technical SEO for AI",
      "Content for AI search",
      "Measurement & analytics"
    ],
    "tools_taught": [],
    "audience": [
      "SEO practitioners",
      "Founders & business owners",
      "Content marketers & writers",
      "In-house SEOs"
    ],
    "prerequisites": "An active website or online presence, foundational marketing knowledge, a real product or service, and roughly 30 to 60 minutes a week. No coding required. Explicitly not aimed at beginners with no online presence.",
    "curriculum": [
      {
        "module": "AI Search Changed Everything (Here's Your New Playbook)",
        "lessons": []
      },
      {
        "module": "Build AI-Recognized Authority (Your Digital Birth Certificate)",
        "lessons": []
      },
      {
        "module": "The AI Content Playbook (Create Content AI Engines Want to Cite)",
        "lessons": []
      },
      {
        "module": "Platform Playbooks (Win on Google, ChatGPT, and Perplexity)",
        "lessons": []
      },
      {
        "module": "Your GEO Transformation (From Invisible to Cited)",
        "lessons": []
      }
    ],
    "instructor": {
      "name": "Arun Nagarathanam",
      "bio": "Udemy instructor whose profile headline reads 'SEO Director | 200K+ Executives Trained'. Background in Electrical and Electronics Engineering plus work as a Chartered Accountant. Teaches SEO and AI topics to learners across 190 countries.",
      "credentials": [
        "Electrical & Electronics Engineering background",
        "Chartered Accountant",
        "Udemy Lightning Responder badge"
      ],
      "linkedin": "https://www.linkedin.com/in/arun-nagarathanam/",
      "notable_work": [
        "AI SEO Course 2026: From Zero to Page-One Results (AEO, GEO)"
      ],
      "authority_evidence": "208,656 learners and 23,711 reviews across his Udemy catalogue are verifiable on the platform. No independent industry credentials, conference appearances, published studies or trade-press bylines were found. The 'SEO Director' title is self-reported."
    },
    "social_proof": {
      "rating": 4.7,
      "rating_scale": 5,
      "review_count": 143,
      "review_source": "Udemy",
      "enrolled_count": 1386,
      "testimonials_on_site": null,
      "independent_coverage": []
    },
    "updated_display": "2026-09",
    "updated_note": null,
    "strengths": [
      "Most recently updated course verified in this research at September 2026",
      "Per-platform playbooks reflect the real difference in how Google, ChatGPT and Perplexity pick sources",
      "Honest about timescales, asking buyers to expect 6 to 12 weeks for compounding results",
      "States who the course is not for, which is rare on Udemy",
      "Highest rating in the set at 4.7"
    ],
    "weaknesses": [
      "143 ratings is a small sample, so the 4.7 is not yet statistically solid",
      "Only 1,386 students, so little evidence of outcomes at scale",
      "2 hours 46 minutes is short for a course positioned as a full playbook",
      "Instructor authority is platform-derived only",
      "No verified templates, tooling or measurement stack"
    ],
    "best_for": "Practitioners with a live site who want the most current, tightly scoped citation playbook available.",
    "not_for": "Beginners with no website, and anyone wanting long-form technical implementation.",
    "verdict": "The most current and best-framed AI search course on the marketplaces, and the only one that treats Google, ChatGPT and Perplexity as separate sourcing systems rather than one blob. Its candour about prerequisites and timelines is a credibility signal in a category full of rank-number-one promises. Deduct for scale: 143 ratings and 1,386 students means the score is provisional, and under three hours limits depth. Best treated as a current, focused supplement rather than a foundation.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 10,
      "instructor_authority": 5,
      "practical_application": 8,
      "value_for_money": 8,
      "support_and_community": 4
    },
    "overall_score": 7.3,
    "score_rationale": "Depth 6 for strong structure but short runtime. Currency 10 for a September 2026 update on an AI-native syllabus. Authority 5 for platform scale with no external verification. Practical 8 for per-platform playbooks and realistic timelines. Value 8 at sale pricing. Support 4 for Q&A only.",
    "affiliate_program": {
      "exists": true,
      "notes": "Udemy runs its affiliate program on the Impact network. Udemy publishes no commission rate or cookie window on its public affiliate page, saying only that rates are competitive. Applications are reviewed in 3 to 4 business days."
    },
    "sources": [
      {
        "url": "https://www.udemy.com/course/geo-llm-seo-aeo-course/",
        "supports": "Title, instructor, 4.7 rating, 143 ratings, 1,386 students, updated 9/2026, 2h46m, 36 lectures, 5 sections, subtitles, requirements, audience, section titles. Confirmed by a second fetch on 2026-09-20 disambiguating it from the Yassine Rochd course."
      },
      {
        "url": "https://www.udemy.com/user/arun-nagarathanam/",
        "supports": "Instructor profile, learner and review totals"
      },
      {
        "url": "https://checkthat.ai/brands/udemy/pricing",
        "supports": "Udemy pricing model and refund window"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Exact current price in USD",
      "Individual lecture titles",
      "The 2 additional subtitle languages",
      "Whether templates, prompts or audit checklists are provided",
      "Independent instructor credentials"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": null,
    "price_model": "unverified",
    "evidence": "The published curriculum explicitly teaches GEO, AI SEO, AEO and LLM SEO. It includes AI-visibility baselining, entity homes, Wikidata verification, schema, extractable answer blocks, external validation and platform-specific optimization for Google AI Overviews, ChatGPT and Perplexity.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 6,
    "rubric_rank": 14,
    "slug": "aleyda-solis-learning-ai-search",
    "name": "LearningAIsearch.com",
    "provider": "Aleyda Solis",
    "provider_type": "Independent practitioner",
    "url": "https://learningaisearch.com/",
    "verified_on": "2026-09-20",
    "one_liner": "Free curated AI search learning roadmap with no ads or paid placements",
    "summary": "LearningAIsearch.com is a free curated learning roadmap built by Aleyda Solis, founder of the consultancy Orainti and of the SEOFOMO newsletter. It launched in July 2025 as a companion to her earlier LearningSEO.io project and organises the AI search field into four areas. These are fundamentals of AI search optimisation across technical, content and brand work, measurement of AI search KPIs, ecommerce and agentic commerce, and the tooling landscape for tracking AI visibility. Rather than producing original video lessons, Solis manually aggregates and links what she judges to be the most reliable free resources on each topic and refreshes the map as the field changes. The site carries no advertising and no paid inclusions, which removes the commercial incentive problems that affect almost every paid program in this category. There is no community, no support, no assignments and no certificate, so it is a reading path rather than a structured course.",
    "pricing": {
      "model": "free",
      "currency": null,
      "amount": 0,
      "amount_note": "Completely free. The site states it accepts no adverts and no paid inclusions and is funded by Solis herself.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Completely free. The site states it accepts no adverts and no paid inclusions and is funded by Solis herself.",
    "pricing_model": "free",
    "access": {
      "duration": "Unlimited, open web",
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": null,
      "lesson_count": null,
      "module_count": 4,
      "has_live_sessions": false,
      "has_community": false,
      "community_platform": null,
      "has_assignments": false,
      "has_templates": false,
      "has_certificate": false,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": "Stated intent to keep the roadmap updated and refreshed with new information and insights as they are released. About page last modified July 11, 2025."
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Not published",
    "level": [
      "beginner",
      "intermediate",
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Technical SEO for AI",
      "Citations & brand mentions",
      "Measurement & analytics",
      "Automation & AI agents",
      "Ecommerce & local SEO"
    ],
    "tools_taught": [],
    "audience": [
      "SEO practitioners",
      "In-house SEOs",
      "Content marketers & writers",
      "Ecommerce teams"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "AI Search Optimization (GEO, AEO, LLMO) Fundamentals",
        "lessons": [
          "Technical optimisation",
          "Content optimisation",
          "Brand optimisation",
          "AI search landscape"
        ]
      },
      {
        "module": "Measuring AI Search KPIs and Goals",
        "lessons": []
      },
      {
        "module": "Ecommerce AI Search Optimization and Agentic Commerce",
        "lessons": []
      },
      {
        "module": "AI Search Tracking and Optimization Tools",
        "lessons": []
      }
    ],
    "instructor": {
      "name": "Aleyda Solis",
      "bio": "International SEO consultant, speaker and author. Founder of the consultancy Orainti and of the SEOFOMO newsletter, and creator of the free LearningSEO.io roadmap which preceded this project.",
      "credentials": [
        "Founder, Orainti",
        "Founder, SEOFOMO newsletter",
        "Creator, LearningSEO.io",
        "Speaker, brightonSEO and international search conferences",
        "Published author on SEO"
      ],
      "linkedin": null,
      "notable_work": [
        "LearningSEO.io",
        "LearningAIsearch.com",
        "SEOFOMO newsletter",
        "Orainti consultancy",
        "Long running international conference speaking record"
      ],
      "authority_evidence": "One of the most independently verifiable reputations in search. She has a brightonSEO speaker profile, a long documented conference circuit, a widely cited free education project in LearningSEO.io that predates the current AI wave, and a named consultancy. Critically for a review site, she has no paid course to sell here and explicitly refuses ads and paid inclusions, which means her curation carries no commercial conflict."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://brightonseo.com/people/aleyda-solis",
        "https://learningseo.io/about/"
      ]
    },
    "updated_display": "2025-07-11",
    "updated_note": "2025-07-11 for the about page. The roadmap sections are refreshed on an unpublished cadence.",
    "strengths": [
      "Completely free with explicitly no ads and no paid inclusions, which is the cleanest incentive structure in this entire category",
      "Covers AI search natively and comprehensively including measurement and agentic commerce, which paid programs routinely skip",
      "Built by someone with an unusually verifiable independent reputation and no course to upsell",
      "Curation means it points at the best primary sources rather than one person's opinions",
      "Serves as a free benchmark a buyer can use to judge whether a paid program is actually teaching anything new"
    ],
    "weaknesses": [
      "Not a course. No instruction, no structure beyond a reading order, no assessment and no certificate",
      "No community, no support and no way to ask questions",
      "Quality depends entirely on the linked third party resources, which vary and can go stale or disappear",
      "No published refresh cadence, so how current any given section is cannot be verified from the page",
      "Requires self discipline and enough existing context to make sense of unguided material"
    ],
    "best_for": "Self directed learners who want a credible, conflict free map of AI search before spending money on anything",
    "not_for": "Anyone who needs structure, accountability, feedback or a peer group to actually finish learning something",
    "verdict": "The honest baseline every paid AI SEO program should be measured against. It is free, conflict free, natively about AI search, and built by someone with a genuinely independent reputation and nothing to upsell. What it is not is a course. There is no teaching, no support and no community, and its quality is only as good as the third party resources it links to. Read this first, then decide whether a paid program adds anything it does not already cover.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 9,
      "instructor_authority": 9,
      "practical_application": 5,
      "value_for_money": 10,
      "support_and_community": 1
    },
    "overall_score": 7.2,
    "score_rationale": "Value for money is a 10 by definition since it is free and substantive. Instructor authority scores 9 on a long verifiable conference and publishing record combined with the absence of any commercial conflict, the single strongest integrity signal in this set. Currency is 9 on a stated ongoing refresh, capped only because no cadence is published. Curriculum depth is 6 because coverage is broad but it is a link map rather than taught material. Practical application is 5 with no exercises or templates. Support scores 1 because none exists.",
    "affiliate_program": {
      "exists": false,
      "notes": "The site explicitly states it accepts no adverts and no paid inclusions, and is funded by Solis herself."
    },
    "sources": [
      {
        "url": "https://learningaisearch.com/about/",
        "supports": "Free with no ads or paid inclusions, July 2025 launch, four roadmap sections, manual curation approach, stated update intent, creator identity and Orainti and SEOFOMO affiliation, about page last modified July 11 2025"
      },
      {
        "url": "https://learningseo.io/seo_roadmap/optimize-ai-search/fundamentals-ai-search-optimization/",
        "supports": "Existence of AI search optimisation fundamentals material in the companion LearningSEO roadmap"
      },
      {
        "url": "https://learningseo.io/seo_roadmap/optimize-ai-search/ai-search-landscape/",
        "supports": "AI search landscape coverage"
      },
      {
        "url": "https://brightonseo.com/people/aleyda-solis",
        "supports": "Verified brightonSEO speaker profile"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Refresh cadence and date each roadmap section was last updated",
      "Traffic or usage figures",
      "Whether any structured or paid companion product is planned"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "The homepage headline covers AI search optimization (GEO, AEO, LLMO) with four roadmap sections: fundamentals (landscape, introduction, content optimization, prompt research, brand authority and citations, technical), measuring AI search KPIs and goals, ecommerce and agentic commerce, and AI search tracking and optimization tools. Contributor tips on the page name ChatGPT and Perplexity and discuss entity SEO audits, Knowledge Panels and Wikidata. The about page states it launched July 2025, is entirely free with no paid inclusions, and is refreshed as new resources appear; conventional SEO lives on the sister site learningseo.io.",
    "modules_count": 4,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 7,
    "rubric_rank": 43,
    "slug": "bermawy-aeo-masterclass-maven",
    "name": "AEO Masterclass: AI Search Beyond SEO",
    "provider": "Mostafa ElBermawy, hosted on Maven",
    "provider_type": "Independent practitioner",
    "url": "https://maven.com/bermawy/ai-search-answer-engine-optimization",
    "verified_on": "2026-09-20",
    "one_liner": "Short live AEO cohort with the most independent reviews in category",
    "summary": "AEO Masterclass is a short live cohort hosted on Maven and taught by Mostafa ElBermawy, founder of the growth agency NoGood and of the AI visibility tool Goodie AI. It runs as two live sessions of about 90 minutes each, so roughly three hours of instruction plus recordings. The four advertised modules cover AEO strategy, owned earned and social content, technical work including robots.txt, llms.txt and semantic chunking, and measurement using visibility score, share of voice and sentiment. It is the most independently reviewed program in this set, carrying a 4.6 out of 5 rating from 42 reviews on Maven, and Maven applies a platform level guarantee rather than leaving the refund policy entirely to the instructor. Two things to weigh. The format is very short for the price, and the instructor sells a commercial AEO tool, which is a disclosed but real conflict of interest.",
    "pricing": {
      "model": "one-time",
      "currency": "USD",
      "amount": 499,
      "amount_note": "499 USD for the cohort as listed on Maven on 2026-09-20",
      "tiers": [
        {
          "name": "Cohort seat",
          "amount": 499,
          "period": "one-time",
          "includes": [
            "Two live sessions of roughly 90 minutes",
            "Session recordings",
            "Course materials"
          ]
        }
      ],
      "free_trial": false,
      "refund_policy": "Listed as covered by the Maven Guarantee, a platform level policy. The specific terms and time window could not be retrieved from a working Maven policy page and should be confirmed at checkout before relying on them.",
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "$499",
    "price_band": "$100 to $499",
    "price_note": "499 USD for the cohort as listed on Maven on 2026-09-20",
    "pricing_model": "one-time",
    "access": {
      "duration": null,
      "delivery": "cohort",
      "start_dates": "October 28 to 29, 2026"
    },
    "format": {
      "video_hours": 3,
      "lesson_count": null,
      "module_count": 4,
      "has_live_sessions": true,
      "has_community": null,
      "community_platform": null,
      "has_assignments": null,
      "has_templates": null,
      "has_certificate": null,
      "certificate_accredited": null,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Live cohort",
      "Community access",
      "Certificate"
    ],
    "duration_band": "2 to 6 hours",
    "level": [
      "intermediate",
      "beginner",
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Technical SEO for AI",
      "Content for AI search",
      "Entities & topical authority",
      "Measurement & analytics",
      "AI search mechanics",
      "Automation & AI agents"
    ],
    "tools_taught": [
      "ChatGPT",
      "Google AI Overviews",
      "Perplexity",
      "Gemini",
      "Goodie AI"
    ],
    "audience": [
      "In-house SEOs",
      "Agencies & consultants"
    ],
    "prerequisites": "Assumes working knowledge of SEO. Positioned as going beyond SEO rather than teaching it.",
    "curriculum": [
      {
        "module": "Introduction to AEO and AEO strategy",
        "lessons": [
          "How ChatGPT, Google AI Overviews, Perplexity and Gemini surface answers"
        ]
      },
      {
        "module": "Owned, earned and social content",
        "lessons": [
          "U.H.E.E.A.T. content framework",
          "Influence of social platforms on AI answers"
        ]
      },
      {
        "module": "Technical AEO optimization",
        "lessons": [
          "robots.txt",
          "llms.txt",
          "semantic chunking"
        ]
      },
      {
        "module": "AEO measurement",
        "lessons": [
          "Visibility Score",
          "Share of Voice",
          "Sentiment Score"
        ]
      }
    ],
    "instructor": {
      "name": "Mostafa ElBermawy",
      "bio": "Founder and CEO of NoGood, a New York growth marketing agency, and founder and CEO of Goodie AI, a platform built for AI search visibility optimisation. Writes and speaks on AEO and generative search.",
      "credentials": [
        "Founder and CEO, NoGood",
        "Founder and CEO, Goodie AI"
      ],
      "linkedin": "https://www.linkedin.com/in/bermawy/",
      "notable_work": [
        "NoGood agency",
        "Goodie AI AEO platform",
        "Published AEO writing at nogood.io and bermawy.com"
      ],
      "authority_evidence": "NoGood is a real, independently listed agency with a Crunchbase profile and a public client roster, and Goodie AI is a shipping commercial product. The course page's client name drops including Microsoft, Procter and Gamble, Chime and ByteDance are agency level claims rather than personally attributable work and should be presented as such. The strongest verifiable evidence here is actually the 42 buyer reviews on Maven, which is more independent signal than any other program in this set has."
    },
    "social_proof": {
      "rating": 4.6,
      "rating_scale": 5,
      "review_count": 42,
      "review_source": "Maven course page",
      "enrolled_count": null,
      "testimonials_on_site": true,
      "independent_coverage": [
        "https://maven.com/bermawy/ai-search-answer-engine-optimization",
        "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/",
        "https://www.crunchbase.com/person/mostafa-elbermawy"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "Highest volume of independent buyer reviews in this set at 42 ratings averaging 4.6 out of 5, collected by a neutral platform",
      "Entirely AI search focused with a concrete technical syllabus including llms.txt and semantic chunking rather than vague AI talk",
      "Platform level refund guarantee through Maven rather than a seller written no refund clause",
      "Live cohort format with a named, dated start, so what you are buying is unambiguous",
      "Includes a measurement module, which most AI SEO training skips entirely",
      "Largest verified review base in the category at 42 reviews and 4.6 out of 5",
      "Genuinely live with the course creator, not a recorded product",
      "Maven Guarantee gives a real refund route",
      "Covers technical, content and measurement rather than one slice",
      "Lifetime recording access"
    ],
    "weaknesses": [
      "Roughly three hours of live instruction for 499 dollars is expensive per hour",
      "The instructor sells Goodie AI, a commercial AEO platform, so tool and measurement recommendations carry an inherent conflict of interest",
      "No community, assignments or ongoing support is advertised beyond the two sessions",
      "Client logos cited are agency level and not personally attributable to the instructor",
      "The exact Maven Guarantee terms could not be independently retrieved and should be confirmed before purchase",
      "499 dollars for three hours of live instruction is expensive per hour",
      "Instructor sells a competing AI visibility tool, so framing is not neutral",
      "The U.H.E.E.A.T. acronym is proprietary branding layered on Google's E-E-A-T",
      "The millions of prompts research claim is not independently verifiable",
      "Certificate has no accreditation or industry recognition"
    ],
    "best_for": "In-house marketers and consultants who want a fast, current, structured briefing on AEO from a practitioner and value third party reviews",
    "not_for": "Anyone wanting depth, hands on implementation support or an ongoing community, or anyone sensitive to vendor conflicts of interest",
    "verdict": "The best evidenced option here. A 4.6 rating from 42 reviews on a neutral platform beats every self published testimonial in this category, and the syllabus is specific and genuinely AI search native. The cost is that three hours for 499 dollars is steep per hour and there is no ongoing support. The instructor's ownership of a commercial AEO tool is a real conflict that a review site should state plainly. Good as a fast orientation, not a substitute for deeper training.",
    "scores": {
      "curriculum_depth": 5,
      "currency_of_content": 9,
      "instructor_authority": 7,
      "practical_application": 6,
      "value_for_money": 6,
      "support_and_community": 4
    },
    "overall_score": 6.5,
    "score_rationale": "Currency scores 9 because the syllabus references current mechanics such as llms.txt and semantic chunking with a dated late 2026 cohort. Curriculum depth is capped at 5 purely on length, since three hours cannot carry real depth however well structured. Instructor authority at 7 rests on a verifiable agency and shipping product, discounted for agency level client claims and the Goodie AI conflict. Support is the weakest score with no community or follow up advertised. Value is mid because the independent review evidence partly offsets a high per hour price.",
    "affiliate_program": {
      "exists": null,
      "notes": "Maven operates its own referral mechanics for some courses. Not verified for this listing."
    },
    "sources": [
      {
        "url": "https://maven.com/bermawy/ai-search-answer-engine-optimization",
        "supports": "499 USD price, October 28 to 29 2026 cohort dates, two 90 minute live sessions, four modules and their contents, 4.6 rating from 42 reviews, Maven Guarantee reference, instructor role at NoGood and Goodie AI"
      },
      {
        "url": "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/",
        "supports": "Independent listing confirming the course at 499 as a live cohort among AEO training options"
      },
      {
        "url": "https://www.crunchbase.com/person/mostafa-elbermawy",
        "supports": "Independent confirmation of founder and CEO role at NoGood"
      },
      {
        "url": "https://nogood.io/author/mostafa-elbermawy/",
        "supports": "Published author profile and agency affiliation"
      },
      {
        "url": "https://bermawy.com/blog/best-generative-engine-optimization-geo-courses",
        "supports": "Instructor's own market roundup, evidence of his commercial position in the category"
      },
      {
        "url": "https://www.stackmatix.com/blog/aeo-training",
        "supports": "Third-party context on live cohort AEO programmes priced in the 400 to 700 dollar band"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Exact Maven Guarantee refund terms and time window",
      "Whether a community or post cohort support exists",
      "Total number of past cohorts and alumni",
      "How long recordings remain accessible",
      "Whether the course discloses the Goodie AI relationship inside the curriculum"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": false,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 499,
    "price_model": "one-time",
    "evidence": "The syllabus has four modules: introduction to AEO and AEO strategy; owned, earned and social content; technical AEO (robots.txt, llms.txt, semantic chunking, AI crawlability); AEO measurement. The page says students learn how ChatGPT, AI Overviews, AI Mode, Perplexity and Gemini decide which brands to feature, and teaches tracking a visibility score, share of voice and sentiment across LLMs. Includes community access, a certificate of completion and the Maven guarantee. GEO is not the term used.",
    "modules_count": 4,
    "live_support": true,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "editorial_rank": 8,
    "rubric_rank": 45,
    "slug": "hubspot-aeo-fundamentals",
    "name": "AEO Fundamentals",
    "provider": "HubSpot Academy",
    "provider_type": "Tool vendor",
    "url": "https://academy.hubspot.com/courses/seo-training",
    "verified_on": "2026-09-20",
    "one_liner": "Free 2h20m answer engine optimization certification from HubSpot Academy.",
    "summary": "HubSpot Academy's answer engine optimization certification, running two hours twenty minutes across seven lessons and nineteen videos, presented by Jorie Munroe and Jenn Sanchez. It is free and produces a certification credential that can be added to a LinkedIn profile, which is the main draw since HubSpot certifications are the most widely recognised of any vendor academy. The curriculum moves from rethinking visibility in the age of answer engines, through establishing an AEO foundation, planning content for search and AI visibility, optimizing for AI citations, and measuring what matters in AEO. The optimization and measurement lessons are the longest at 42 and 35 minutes respectively, which suggests real substance rather than a skim. HubSpot also publishes a broader SEO in the Age of AI learning path containing six playlists on the same theme. The catch is that HubSpot Academy material tends to route learners toward HubSpot's own content and analytics tooling.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Free. A free HubSpot account is required to enrol and to receive the certification. No paid HubSpot subscription is required.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Free. A free HubSpot account is required to enrol and to receive the certification. No paid HubSpot subscription is required.",
    "pricing_model": "free",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": 2.33,
      "lesson_count": 7,
      "module_count": 7,
      "has_live_sessions": false,
      "has_community": true,
      "community_platform": "HubSpot Community",
      "has_assignments": null,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Community access",
      "Certificate"
    ],
    "duration_band": "2 to 6 hours",
    "level": [
      "beginner",
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Content for AI search",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "HubSpot"
    ],
    "audience": [
      "In-house SEOs",
      "Content marketers & writers"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "AEO Fundamentals (7 lessons, 19 videos)",
        "lessons": [
          "Welcome to the AEO Fundamentals Certification (3 min)",
          "Rethinking Visibility in the Age of Answer Engines (24 min)",
          "Establishing Your AEO Foundation (16 min)",
          "Planning Content for Search and AI Visibility (17 min)",
          "Optimizing for AI Citations (42 min)",
          "Measuring What Matters in AEO (35 min)",
          "AEO Fundamentals Next Steps (5 min)"
        ]
      }
    ],
    "instructor": {
      "name": "Jorie Munroe and Jenn Sanchez",
      "bio": "Both are HubSpot Academy instructors. Jorie Munroe is a long-standing HubSpot Academy professor who has fronted several of HubSpot's inbound and marketing certifications.",
      "credentials": [
        "HubSpot Academy instructors"
      ],
      "linkedin": null,
      "notable_work": [
        "HubSpot Academy certification courses"
      ],
      "authority_evidence": "Both named as instructors on the course page. Their authority rests on HubSpot Academy instructional roles rather than on independently published AI search research, which is a genuine limitation for a fast-moving technical subject."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://community.hubspot.com/t/are-there-any-aeo-certifications-for-hubspot-marketers/151637",
        "https://www.classcentral.com/provider/hubspot-academy"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "Longest free AI search course from a major vendor at two hours twenty minutes",
      "Produces a recognised certification credential, free, with LinkedIn integration",
      "Lesson weighting favours optimization and measurement, the two hardest parts of AEO",
      "Does not require a paid HubSpot subscription",
      "Sits within a wider SEO in the Age of AI learning path for learners wanting more"
    ],
    "weaknesses": [
      "Instructors are academy staff rather than practising AI search specialists",
      "HubSpot Academy material characteristically steers toward HubSpot tooling",
      "Exam details including question count and passing score are not published on the course page",
      "No content last-updated date published",
      "The confusingly generic URL slug of seo-training does not match the course name"
    ],
    "best_for": "Marketers who want a free, recognisable AEO credential and a broad conceptual grounding.",
    "not_for": "Technical SEOs wanting crawler-level detail, or anyone who distrusts vendor-staff instruction on a fast-moving topic.",
    "verdict": "The best free AI search course if you actually want a certificate that a hiring manager might recognise, since HubSpot certifications carry more name recognition than any other vendor's. The lesson weighting toward citations and measurement is a good sign and the length is respectable. The weakness is instructor authority, as neither presenter is a known AI search practitioner, and the material is broader and less technical than Ahrefs. Pair it with the Ahrefs AEO course for depth.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 7,
      "instructor_authority": 5,
      "practical_application": 6,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.4,
    "score_rationale": "Depth is above average for a free course at 2h20m but remains conceptual rather than technical. Currency is good as the subject is current AEO practice, reduced by the absence of a published update date. Instructor authority is the weakest element since both presenters are academy staff without visible AI search research output. Practical application is moderate and partially HubSpot-directed. Value for money is high as a free certification. Support scores highest in this set because HubSpot maintains an active community forum alongside the academy.",
    "affiliate_program": {
      "exists": true,
      "notes": "HubSpot operates an affiliate and solutions partner programme for its paid products. The academy courses themselves are free."
    },
    "sources": [
      {
        "url": "https://academy.hubspot.com/courses/seo-training",
        "supports": "Course name AEO Fundamentals, instructors Jorie Munroe and Jenn Sanchez, 2h20m, 7 lessons and 19 videos, full lesson list with runtimes, free, certification credential addable to LinkedIn"
      },
      {
        "url": "https://academy.hubspot.com/seo-in-the-age-of-ai-learning-path",
        "supports": "Existence of a free SEO in the Age of AI learning path with six playlists targeting SMB marketers and AI citation platforms"
      },
      {
        "url": "https://www.classcentral.com/provider/hubspot-academy",
        "supports": "HubSpot Academy catalogue is free to learners"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Exam question count, passing score, retake policy and certificate validity period",
      "Content last-updated date",
      "Enrolment numbers and ratings",
      "Full detail of the six playlists in the SEO in the Age of AI learning path",
      "Extent to which lessons require HubSpot tooling to apply"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": false,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "Lesson titles include one on optimizing for AI citations and one on measuring what matters in AEO. The page describes earning visibility in answer engines, optimizing pages so AI systems can extract and cite them, and metrics such as AI referral traffic, brand mention frequency, share of voice and citation rate. It also covers keyword research and E-E-A-T alongside SEO. GEO, ChatGPT, entities and backlinks are not named on the AEO Fundamentals page. Both certifications replaced HubSpot's SEO certification on June 25, 2026.",
    "modules_count": 7,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "editorial_rank": 9,
    "rubric_rank": 56,
    "slug": "cxl-optimize-pages-for-ai-search-geo-aeo",
    "name": "Optimize pages for AI search with GEO/AEO",
    "provider": "CXL Institute",
    "provider_type": "Publisher or event",
    "url": "https://cxl.com/institute/online-courses/optimize-pages-for-ai-search-with-aeo-cohort/",
    "verified_on": "2026-09-20",
    "one_liner": "Self-paced 299 dollar course on building content that AI search cites.",
    "summary": "CXL Institute sells this self-paced course for 299 US dollars as a standalone purchase, separate from its subscription plans. Steve Toth, CEO of Notebook Agency, teaches it. The structure is two parts. Part one covers optimising for AI search engines across seven modules on the AI landscape, assessment, the user journey, measurement, brand optimisation and content structure. Part two covers creating AI search-ready content across six modules on AI refinements, comparison pages, LLM optimisation, building a subject matter expert GPT, information pages and an alignment framework. The distinctive emphasis is on comparison and listicle-style content that language models tend to cite, aimed at capturing high-intent buyers who ask an assistant to compare vendors. Included materials are workflows, templates, auditing tools for checking presence across LLMs, and content gap resources. Certificates can be added to LinkedIn. CXL also lists related courses on content strategy for the AI era and AI-era measurement at the same price.",
    "pricing": {
      "model": "one-time",
      "currency": "USD",
      "amount": 299,
      "amount_note": "$299 standalone as of 2026-09-20. Explicitly not included in CXL subscription plans.",
      "tiers": [
        {
          "name": "Standalone course",
          "amount": 299,
          "period": "one-time",
          "includes": [
            "On-demand video",
            "Workflows and templates",
            "LLM presence auditing tools",
            "Content gap resources",
            "LinkedIn-shareable certificate"
          ]
        }
      ],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "$299",
    "price_band": "$100 to $499",
    "price_note": "$299 standalone as of 2026-09-20. Explicitly not included in CXL subscription plans.",
    "pricing_model": "one-time",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": "On-demand. A related six-week AI Native Marketer cohort was listed starting 29 September 2026."
    },
    "format": {
      "video_hours": null,
      "lesson_count": null,
      "module_count": 13,
      "has_live_sessions": false,
      "has_community": null,
      "community_platform": null,
      "has_assignments": null,
      "has_templates": true,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Certificate",
      "Templates and SOPs"
    ],
    "duration_band": "Not published",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Measurement & analytics",
      "Citations & brand mentions"
    ],
    "tools_taught": [
      "Custom GPTs",
      "LLM presence auditing tools"
    ],
    "audience": [
      "SEO practitioners",
      "In-house SEOs",
      "Content marketers & writers"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "Part 01: How to optimize for AI search engines",
        "lessons": [
          "AI landscape",
          "Assessment",
          "User journey",
          "Measurement",
          "Brand optimisation",
          "Content structure"
        ]
      },
      {
        "module": "Part 02: How to create AI search-ready content",
        "lessons": [
          "AI refinements",
          "Comparison pages",
          "LLM optimisation",
          "SME GPT creation",
          "Information pages",
          "Alignment framework"
        ]
      }
    ],
    "instructor": {
      "name": "Steve Toth",
      "bio": "CEO of Notebook Agency. His stated track record includes delivering more than 700,000 dollars in annual organic traffic value at BrainStation and generating 50,000 daily clicks with number one positions on 300,000 search terms using content clusters.",
      "credentials": [
        "CEO, Notebook Agency",
        "CXL Institute instructor"
      ],
      "linkedin": null,
      "notable_work": [
        "SEO Notebook newsletter"
      ],
      "authority_evidence": "Selected as a CXL Institute instructor. Claimed results are self-reported on the course page and not independently verified."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "13 modules is substantially more structured coverage than the three-hour cohorts",
      "Sharp commercial focus on comparison content that assistants actually cite",
      "Includes auditing workflows and templates rather than theory alone",
      "CXL has an established reputation in marketing education"
    ],
    "weaknesses": [
      "No published video hours, lesson count, student numbers or ratings",
      "Not included in CXL subscription despite CXL being a subscription business, so buyers may be double-charged",
      "Instructor's headline results are self-reported and predate AI search",
      "No live component and no confirmed community",
      "No stated update policy in a field that changes monthly"
    ],
    "best_for": "Practitioners who want a structured self-paced system for producing comparison and evaluation content that AI assistants cite.",
    "not_for": "Anyone wanting live instruction, peer feedback, or verified evidence of outcomes before buying.",
    "verdict": "The most structurally complete paid self-paced option found, with 13 modules against the three-hour cohorts elsewhere, and a genuinely useful commercial angle on comparison content. CXL's brand carries weight. The weaknesses are transparency ones. No runtime, no ratings, no enrolment figures, no update policy, and a price that sits outside the subscription most CXL buyers already hold. Toth's headline numbers are pre-AI-search and self-reported. Solid but buy on the syllabus, not the claims.",
    "scores": {
      "curriculum_depth": 7,
      "currency_of_content": 6,
      "instructor_authority": 5,
      "practical_application": 7,
      "value_for_money": 6,
      "support_and_community": 3
    },
    "overall_score": 6.1,
    "score_rationale": "Depth is the strongest of the paid options here at 13 modules across two parts. Currency is only moderate without a stated update policy or refresh date. Instructor authority is mid because the credentials are self-reported and rooted in classical SEO rather than AI search research. Practical application is good thanks to workflows, templates and auditing tools. Value for money is fair at 299 dollars for a full curriculum, reduced by the exclusion from subscription. Support is low with no live sessions or confirmed community.",
    "affiliate_program": {
      "exists": null,
      "notes": "CXL publishes course roundups that list its own courses alongside competitors, which is a self-promotional listing rather than a confirmed affiliate scheme."
    },
    "sources": [
      {
        "url": "https://cxl.com/institute/online-courses/optimize-pages-for-ai-search-with-aeo-cohort/",
        "supports": "Price $299 standalone, not included in subscription, instructor Steve Toth of Notebook Agency and his stated results, two-part 13-module curriculum, self-paced on-demand, templates and auditing tools, LinkedIn certificate, AI Native cohort starting 29 September 2026"
      },
      {
        "url": "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/",
        "supports": "Confirms $299 pricing and positions the course alongside two other CXL AI-era courses at the same price"
      }
    ],
    "confidence": "medium",
    "unknowns": [
      "Total video hours and lesson count",
      "Student numbers, ratings and reviews",
      "Refund policy",
      "Content update policy and last refresh date",
      "Whether a community or instructor Q and A is included"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 299,
    "price_model": "one-time",
    "evidence": "The title names GEO/AEO. The page teaches building comparison content that gets cited when buyers use deep research in ChatGPT, Gemini and Perplexity, auditing your presence across LLMs, finding comparison content gaps, and creating pages LLMs cite. Two parts: how to optimize for AI search engines, and how to create AI search-ready content. No mention of entities, certificate, community or update cadence for this course; the separate 6-week AI Native cohort lower on the page is a different program.",
    "modules_count": 2,
    "live_support": "unverified",
    "update_model": "unverified",
    "status": "live"
  },
  {
    "editorial_rank": 10,
    "rubric_rank": 62,
    "slug": "semrush-technical-seo-ai-search-essentials",
    "name": "Technical SEO and AI Search Essentials with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "Tool vendor",
    "url": "https://www.semrush.com/academy/courses/techincal-seo-and-ai-search-essentials-with-semrush/",
    "verified_on": "2026-09-20",
    "one_liner": "Free technical SEO fundamentals course with three lessons on AI systems.",
    "summary": "A free 22-lesson course of about one hour fifteen minutes that teaches technical SEO fundamentals and adds an AI search layer at the end. The bulk of the curriculum is conventional and tool-agnostic material: site architecture, XML sitemaps, indexing, robots meta tags, structured data markup, Core Web Vitals, and HTTPS. A standout is a 17-minute expert segment on site structure, the longest single lesson in any Semrush AI course we reviewed. Three lessons near the end address AI specifically, covering technical SEO for AI systems, identifying LLM optimization opportunities, and an expert segment on technical AI SEO. Rita Cidre and Rosa Amato present. The course is free and requires only a free Semrush account, and a certificate follows an exam. Buyers should note the AI content here is a modest addition to a traditional technical SEO course rather than the focus, despite the course title giving AI equal billing.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Free with a free Semrush account. Walkthrough lessons use Semrush Site Audit, a paid tool, though a limited free tier of Site Audit exists.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Free with a free Semrush account. Walkthrough lessons use Semrush Site Audit, a paid tool, though a limited free tier of Site Audit exists.",
    "pricing_model": "free",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": 1.25,
      "lesson_count": 22,
      "module_count": null,
      "has_live_sessions": false,
      "has_community": null,
      "community_platform": null,
      "has_assignments": null,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Under 2 hours",
    "level": [
      "beginner",
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Technical SEO for AI",
      "GEO & AEO strategy"
    ],
    "tools_taught": [
      "Semrush Site Audit",
      "Google Search Console"
    ],
    "audience": [
      "Beginners & career changers",
      "Developers & technical SEOs",
      "In-house SEOs"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "Full lesson list with runtimes",
        "lessons": [
          "Strategy: Course Intro (3 min)",
          "Strategy: Quick AI SEO Intro (2 min)",
          "Strategy: What is Technical SEO and Why Does it Matter? (4 min)",
          "Exclusive Offer: Join Us at Spotlight 2026 (1 min)",
          "Walkthrough: Essential Tools for Technical SEO (2 min)",
          "Strategy: Site Architecture (5 min)",
          "Expert: Site Structure (17 min)",
          "Strategy: XML Sitemaps (3 min)",
          "Walkthrough: Submitting an XML Sitemap to Google (1 min)",
          "Walkthrough: Using Site Audit Tool to Find Crawlability Issues (4 min)",
          "Strategy: Indexing (3 min)",
          "Strategy: Robots Meta Tags (4 min)",
          "Strategy: Structured Data (Schema) Markup (3 min)",
          "Walkthrough: Using Site Audit Tool to Find Indexing Issues (2 min)",
          "Strategy: Core Web Vitals (4 min)",
          "Strategy: Security Certificates & HTTPS (2 min)",
          "Walkthrough: Using Site Audit to Find Core Web Vitals and HTTPS Issues (3 min)",
          "Strategy: Technical SEO for AI Systems (6 min)",
          "Walkthrough: Identifying LLM Optimization Opportunities (5 min)",
          "Expert: Technical AI SEO (4 min)",
          "Strategy: Congratulations! (2 min)",
          "Would You Recommend This Course? (1 min)"
        ]
      }
    ],
    "instructor": {
      "name": "Rita Cidre and Rosa Amato",
      "bio": "Rita Cidre is Head of Academy at Semrush with around 15 years of marketing experience. Rosa Amato is a Scale Customer Success Manager at Semrush.",
      "credentials": [
        "Head of Academy, Semrush",
        "Scale Customer Success Manager, Semrush"
      ],
      "linkedin": null,
      "notable_work": [
        "Rita Cidre: marketing roles at Zillow Group, Time Inc. and NPR"
      ],
      "authority_evidence": "Both listed as instructors on the course page. Amato's role is customer success rather than technical SEO practice, which is worth weighing. The longest lesson is an outside expert segment on site structure."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": []
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "Most of the curriculum is genuinely tool-agnostic technical SEO that transfers anywhere",
      "Per-lesson runtimes are published so learners can plan and skip",
      "Free with no paid subscription required",
      "The 17-minute site structure expert segment is substantial for a free course",
      "Certificate included at no cost"
    ],
    "weaknesses": [
      "Only three of 22 lessons are actually about AI, despite the title",
      "Coverage of robots.txt directives for AI crawlers and llms.txt appears thin compared with Ahrefs",
      "Four walkthroughs require Semrush Site Audit to follow along",
      "Includes a conference advertisement lesson",
      "No content last-updated date published"
    ],
    "best_for": "Beginners who need solid technical SEO grounding and a light introduction to what AI crawlers change.",
    "not_for": "Experienced technical SEOs, or anyone who bought the title expecting AI-first technical training.",
    "verdict": "A competent free technical SEO primer with an AI veneer. The fundamentals are taught well and are transferable, and the site structure segment alone justifies the time. But the title oversells the AI component, which amounts to roughly fifteen minutes of a seventy-five minute course. If you want AI-specific technical guidance on GPTBot, llms.txt and crawler control, the Ahrefs AEO course covers it more directly. Take this one for the fundamentals.",
    "scores": {
      "curriculum_depth": 5,
      "currency_of_content": 6,
      "instructor_authority": 5,
      "practical_application": 6,
      "value_for_money": 8,
      "support_and_community": 2
    },
    "overall_score": 5.6,
    "score_rationale": "Depth is adequate for fundamentals but shallow on AI. Currency is only moderate because the AI portion is a small bolt-on to an otherwise evergreen syllabus. Instructor authority is mid since one presenter is a customer success manager rather than a technical practitioner. Practical application scores slightly higher than its sibling course because sitemap submission, schema and Core Web Vitals work can be done with free Google tools. Value for money is high as it is free. Support is minimal.",
    "affiliate_program": {
      "exists": true,
      "notes": "Semrush operates an affiliate programme for its paid subscriptions. The course itself is free."
    },
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/techincal-seo-and-ai-search-essentials-with-semrush/",
        "supports": "Course name, instructors, 22 lessons, approx 1h15m, per-lesson runtimes, full lesson list, free, certificate, no subscription required for the course"
      },
      {
        "url": "https://www.semrush.com/academy/faq/",
        "supports": "Exam format, retake policy and one-year certificate validity"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Content last-updated date",
      "Exam passing score",
      "Whether the free Semrush Site Audit tier is sufficient for the walkthroughs",
      "Enrolment numbers or rating",
      "Identity of the outside expert in the site structure lesson"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "The public curriculum includes dedicated lessons on technical SEO for AI systems and identifying LLM-optimization opportunities. It also teaches crawlability, structured data, sitemaps, architecture and how different AI crawlers access content.",
    "modules_count": 22,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 11,
    "rubric_rank": 63,
    "slug": "surfer-ai-search-optimization-masterclass",
    "name": "AI Search Optimization MasterClass",
    "provider": "Surfer SEO Academy",
    "provider_type": "Tool vendor",
    "url": "https://surferseo.com/academy/",
    "verified_on": "2026-09-20",
    "one_liner": "Free exam-based AI search certification from Surfer, 85 percent to pass.",
    "summary": "Surfer's free AI search training, delivered through the Surfer Community platform rather than the main product. It is the only vendor offering in this set with a genuinely rigorous assessment. The final exam requires seventeen correct answers out of twenty, an 85 percent threshold that is materially higher than typical vendor quizzes. The resulting certificate is valid for two years and is emailed to the community account address, usually within 48 hours but occasionally up to a working week. Access requires creating a free Surfer Community account, not a paid Surfer subscription. Surfer documentation notes learners may skip lessons they already know, implying modular navigation. The published course material describes how AI models read content and best practices for optimization. We could not verify the lesson list, instructor names or total duration from Surfer's own documentation, which is a transparency gap. Surfer also offers a separate free Content Optimization Masterclass and an Official Surfer Certificate.",
    "pricing": {
      "model": "free",
      "currency": "USD",
      "amount": 0,
      "amount_note": "Free. Requires creating a free Surfer Community account. A paid Surfer subscription is not required to take the course or the exam, though applying the content optimization method in practice points toward the paid Surfer product.",
      "tiers": [],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": null
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Free. Requires creating a free Surfer Community account. A paid Surfer subscription is not required to take the course or the exam, though applying the content optimization method in practice points toward the paid Surfer product.",
    "pricing_model": "free",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": null,
      "lesson_count": null,
      "module_count": null,
      "has_live_sessions": true,
      "has_community": true,
      "community_platform": "Surfer Community",
      "has_assignments": null,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Live sessions",
      "Community access",
      "Certificate"
    ],
    "duration_band": "Not published",
    "level": [
      "beginner",
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Content for AI search"
    ],
    "tools_taught": [
      "Surfer SEO"
    ],
    "audience": [
      "Content marketers & writers",
      "Agencies & consultants"
    ],
    "prerequisites": null,
    "curriculum": [],
    "instructor": {
      "name": null,
      "bio": null,
      "credentials": [],
      "linkedin": null,
      "notable_work": [],
      "authority_evidence": "Surfer's academy page and its support documentation for this masterclass do not name the instructor. The academy generally credits Surfer experts collectively. This is a notable transparency weakness relative to Ahrefs and Semrush, which name instructors on every course."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": [
        "https://community.surferseo.com/c/ai-search-optimization-masterclass"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "The only vendor AI course here with a demanding assessment at 85 percent to pass",
      "Two-year certificate validity, double the Semrush one-year expiry",
      "Free and does not require a paid Surfer subscription",
      "Backed by an active community platform and weekly livestreams",
      "Learners can skip lessons they already know"
    ],
    "weaknesses": [
      "Instructor is not named anywhere in Surfer's own materials",
      "Lesson list, module structure and total duration are not published",
      "Certificate delivery is manual and can take up to a working week",
      "Course is hosted on a separate community platform, adding friction",
      "Subject matter is oriented toward content optimization, which is Surfer's product category, so tool-agnostic breadth is limited"
    ],
    "best_for": "Content-focused SEOs who want a free AI search certificate backed by an exam that is not trivial to pass.",
    "not_for": "Learners who need to see a syllabus before committing, or who want technical AI crawler depth.",
    "verdict": "Surfer has the most credible assessment of any free vendor AI course, and an 85 percent pass bar with two-year validity is a real differentiator in a field of participation trophies. But the offering is oddly opaque. Not publishing the instructor, lesson list or duration is unusual in 2026 and makes it hard to judge the teaching before enrolling. The scope is also narrower than competitors, concentrated on content optimization, which is Surfer's commercial territory.",
    "scores": {
      "curriculum_depth": 4,
      "currency_of_content": 7,
      "instructor_authority": 3,
      "practical_application": 5,
      "value_for_money": 7,
      "support_and_community": 7
    },
    "overall_score": 5.3,
    "score_rationale": "Depth scores low because we could not verify a syllabus, lesson count or runtime, and unverifiable scope cannot be credited. Currency is good since the masterclass is a current AI search offering. Instructor authority is the lowest here because no instructor is named at all. Practical application is mid, oriented toward Surfer's content optimization workflow. Value for money is good but not top, as the community account and manual certificate delivery add friction. Support is the strongest in this set thanks to an active community and weekly livestreams.",
    "affiliate_program": {
      "exists": true,
      "notes": "Surfer operates an affiliate programme for its subscription product. The masterclass itself is free."
    },
    "sources": [
      {
        "url": "https://docs.surferseo.com/en/articles/12398561-ai-search-optimization-masterclass-2025",
        "supports": "Exam requires 17 of 20 correct at 85 percent, certificate valid two years, delivered by email usually within 48 hours and up to one working week, free account required, lessons may be skipped"
      },
      {
        "url": "https://surferseo.com/academy/",
        "supports": "AI Search Optimization Masterclass listed as free and new, alongside Content Optimization Masterclass and Official Surfer Certificate, weekly livestreams and on-demand video"
      },
      {
        "url": "https://community.surferseo.com/c/ai-search-optimization-masterclass",
        "supports": "Masterclass is hosted on the Surfer Community platform"
      }
    ],
    "confidence": "medium",
    "unknowns": [
      "Instructor name and credentials",
      "Lesson count, module structure and total duration",
      "Full syllabus detail beyond the general description",
      "Content last-updated date",
      "Whether any Surfer product access is included with the course",
      "Whether the Official Surfer Certificate is the same credential or distinct"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "price_model": "free",
    "evidence": "The curriculum is framed as moving from SEO to AI visibility and making content quotable inside AI-generated answers, with a lesson on schema and entity signals and a lesson on measuring visibility in AI search plus reporting on visibility insights. Digital PR and technical foundations are separate lessons. The page uses AI visibility language rather than the literal terms GEO or AEO.",
    "modules_count": 7,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "editorial_rank": 12,
    "rubric_rank": 64,
    "slug": "yoast-ai-for-seo-training",
    "name": "AI for SEO training: generative AI for search",
    "provider": "Yoast SEO Academy",
    "provider_type": "Tool vendor",
    "url": "https://yoast.com/academy/ai-for-seo-training/",
    "verified_on": "2026-09-20",
    "one_liner": "Paid AI SEO course gated behind Yoast SEO Premium at $118.80 yearly.",
    "summary": "Ten video lessons across three modules, estimated at four to six hours for thorough study or under two hours as a refresher. This is the clearest example in our set of training gated behind a paid product. It is not sold separately. Access requires a Yoast SEO Premium plan at 118.80 US dollars per year excluding VAT, or one of the Yoast WooCommerce SEO, Yoast SEO for Shopify or Yoast SEO AI Plus plans. That subscription does unlock the entire Yoast Academy catalogue of around a dozen courses, so the effective price per course is low if you use them. The syllabus covers what generative AI is, how it differs from everyday AI, AI's impact on search as direct answers replace link lists, wider web effects including model collapse and echo chambers, AI ethics covering hallucinations and bias and ownership, AI for keyword strategy using the Semrush integration inside Yoast Premium, and creating and editing AI content. A certificate and badge are awarded. The page was last updated 10 August 2026.",
    "pricing": {
      "model": "subscription",
      "currency": "USD",
      "amount": 118.8,
      "amount_note": "Price is for Yoast SEO Premium at 118.80 US dollars per year excluding VAT, which is the gateway to this course. The course is not available as a standalone purchase. Also included with Yoast WooCommerce SEO, Yoast SEO for Shopify and Yoast SEO AI Plus.",
      "tiers": [
        {
          "name": "Yoast SEO Premium",
          "amount": 118.8,
          "period": "year",
          "includes": [
            "AI for SEO training",
            "All-around SEO Training",
            "International SEO",
            "Keyword Research",
            "Local SEO",
            "Ecommerce SEO",
            "SEO Copywriting",
            "Site Structure",
            "Understanding Structured Data",
            "Technical SEO: Hosting and Server Configuration",
            "Technical SEO: Crawlability and Indexability",
            "Yoast SEO for Shopify",
            "Yoast SEO Premium plugin"
          ]
        }
      ],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": "Price stated excluding VAT, so EU buyers will pay more."
    },
    "price_display": "$119/yr",
    "price_band": "$100 to $499",
    "price_note": "Price is for Yoast SEO Premium at 118.80 US dollars per year excluding VAT, which is the gateway to this course. The course is not available as a standalone purchase. Also included with Yoast WooCommerce SEO, Yoast SEO for Shopify and Yoast SEO AI Plus.",
    "pricing_model": "subscription",
    "access": {
      "duration": "For the life of the active Yoast SEO Premium subscription",
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": null,
      "lesson_count": 10,
      "module_count": 3,
      "has_live_sessions": false,
      "has_community": null,
      "community_platform": null,
      "has_assignments": true,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": false,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Not published",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "AI search mechanics",
      "Prompt engineering & AI tools",
      "SEO fundamentals",
      "Content for AI search"
    ],
    "tools_taught": [
      "Yoast SEO Premium",
      "Semrush integration in Yoast"
    ],
    "audience": [
      "Content marketers & writers"
    ],
    "prerequisites": null,
    "curriculum": [
      {
        "module": "Three modules, ten video lessons, covering",
        "lessons": [
          "What AI is and how generative AI differs from everyday AI",
          "AI's impact on search: direct answers versus link lists",
          "AI's web impact: model collapse and echo chamber effects",
          "Generative AI ethics: hallucinations, bias and ownership questions",
          "AI for keyword strategy using the Semrush integration in Yoast SEO Premium",
          "Creating and editing AI content: drafting, editing, titles and meta descriptions"
        ]
      }
    ],
    "instructor": {
      "name": null,
      "bio": "Presented by the Yoast team rather than a named individual. Yoast describes over 15 years of tracking algorithm changes alongside specialist engineering and web standards work.",
      "credentials": [],
      "linkedin": null,
      "notable_work": [
        "Yoast SEO plugin",
        "Yoast contributions to WordPress core and structured data standards"
      ],
      "authority_evidence": "No individual instructor is named on the course page. Yoast as an organisation has strong standing in WordPress SEO and structured data, but the page does not attribute this course to a specific person with AI search credentials."
    },
    "social_proof": {
      "rating": null,
      "rating_scale": null,
      "review_count": null,
      "review_source": null,
      "enrolled_count": null,
      "testimonials_on_site": null,
      "independent_coverage": []
    },
    "updated_display": "2026-08-10",
    "updated_note": null,
    "strengths": [
      "Only course in this set with a verified recent update date of 10 August 2026",
      "Unusually honest coverage of AI downsides including model collapse, hallucinations, bias and ownership",
      "Includes quizzes and suggested readings rather than video alone",
      "Subscription unlocks around a dozen further courses, making per-course cost low",
      "Certificate and badge awarded"
    ],
    "weaknesses": [
      "Not purchasable on its own, strictly gated behind a paid Yoast plan",
      "No individual instructor is named",
      "Keyword strategy module teaches the Semrush integration inside a paid Yoast plugin, so it is doubly product-bound",
      "Little to no coverage of AI visibility measurement, AI citations or technical AI crawler control",
      "Oriented to WordPress, WooCommerce and Shopify rather than the general web",
      "Price excludes VAT, so the headline figure understates cost for many buyers"
    ],
    "best_for": "WordPress and WooCommerce site owners already paying for Yoast Premium who want a careful, ethics-aware introduction to using AI in SEO work.",
    "not_for": "Anyone outside the WordPress ecosystem, anyone seeking AI visibility and citation tracking, or anyone unwilling to buy a plugin subscription to access training.",
    "verdict": "Substantively different from every other course here. Rather than teaching how to win AI search visibility, it teaches what generative AI is and how to use it responsibly in SEO work, including its failure modes. That framing is valuable and the August 2026 update date is the best currency evidence in our set. But it is hard gated behind a Yoast Premium subscription, no instructor is named, and it omits the AI visibility and citation topics most learners now want. Worthwhile only if you already pay for Yoast.",
    "scores": {
      "curriculum_depth": 5,
      "currency_of_content": 8,
      "instructor_authority": 4,
      "practical_application": 5,
      "value_for_money": 4,
      "support_and_community": 3
    },
    "overall_score": 5.3,
    "score_rationale": "Depth is moderate at ten lessons and three modules, with a stated four to six hour study time but a narrow scope that excludes AI visibility measurement. Currency is high on the strength of a verified 10 August 2026 update date. Instructor authority is low because no individual is named despite Yoast's organisational credibility. Practical application is mid and bound to the Yoast plugin. Value for money is the weakest here because the course cannot be bought alone and requires an ongoing subscription, partly offset by the wider catalogue it unlocks. Support is limited with quizzes but no community or live access.",
    "affiliate_program": {
      "exists": true,
      "notes": "Yoast operates an affiliate programme for its plugin subscriptions."
    },
    "sources": [
      {
        "url": "https://yoast.com/academy/ai-for-seo-training/",
        "supports": "Course name, 10 video lessons across 3 modules, 4-6 hours or under 2 hours as refresher, full curriculum topics, certificate and badge, quizzes and readings, last updated 10 August 2026, included with Yoast SEO Premium at $118.80 per year ex VAT and with WooCommerce SEO, Shopify and AI+ plans"
      },
      {
        "url": "https://yoast.com/academy/",
        "supports": "Free courses list of SEO for Beginners, Structured Data for Beginners, WordPress for Beginners, WordPress Block Editor and Yoast SEO for WordPress Plugin, all with certificates, and that remaining courses including AI for SEO Training require Yoast SEO Premium at $118.80 per year"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Named individual instructor",
      "Total video runtime as distinct from estimated study hours",
      "Refund policy and whether a free trial exists",
      "Whether the certificate has an expiry",
      "Number of quiz questions or any passing threshold"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": 118.8,
    "price_model": "bundled",
    "evidence": "The page describes how generative AI learns, how search engines are shifting to direct answers, AI ethics such as hallucinations and bias, and using AI for keyword research and content drafting. It does not use the terms GEO, AEO or ChatGPT and does not teach earning citations, entities, or measuring AI visibility; AI Overviews are mentioned only in a related-articles blurb. A certificate and badge are awarded on completion.",
    "modules_count": 3,
    "live_support": "unverified",
    "update_model": "unverified",
    "status": "live"
  },
  {
    "editorial_rank": 13,
    "rubric_rank": 65,
    "slug": "gsdc-certified-generative-engine-optimization-professional",
    "name": "Certified Generative Engine Optimization Professional (CGEOP)",
    "provider": "Global Skill Development Council (GSDC)",
    "provider_type": "Certification body",
    "url": "https://www.gsdcouncil.org/generative-engine-optimization-certification",
    "verified_on": "2026-09-20",
    "one_liner": "400 dollar GEO certification with permanent discount and no SEO-industry standing.",
    "summary": "GSDC sells a Certified Generative Engine Optimization Professional credential. The page shows 800 US dollars struck through against a 400 dollar price, and a three-programme bundle at 600 dollars down from 1,200. The package includes self-paced expert-led video, a GSDC Book of Knowledge, a certification exam with one free retake, capstone projects, one-to-one sessions and access to an e-learning library. Seven modules cover GEO foundations and AI search architecture, the evolving search landscape, technical GEO and data structuring, semantic content strategy, GEO KPIs, conversions in the zero-click economy, and emerging trends. GSDC states ISO/IEC 17024 accreditation under reference PCB-168. That standard governs the operation of personnel certification bodies and says nothing about whether a specific credential is valued by employers. GSDC holds a 4.5 rating from 783 Trustpilot reviews. Critically, no evidence was found that any SEO or marketing employer recognises this credential, and the permanent 50 percent discount pattern is a familiar certification-mill signal.",
    "pricing": {
      "model": "one-time",
      "currency": "USD",
      "amount": 400,
      "amount_note": "$400 shown against a struck-through $800 as of 2026-09-20. This discount appears to be persistent rather than a genuine limited sale.",
      "tiers": [
        {
          "name": "Single Access",
          "amount": 400,
          "period": "one-time",
          "includes": [
            "Self-paced expert-led videos",
            "GSDC Book of Knowledge",
            "Certification exam plus one free retake",
            "Practice materials",
            "Capstone projects",
            "One-to-one expert sessions",
            "E-learning library access"
          ]
        },
        {
          "name": "Bundle Access (3 programs)",
          "amount": 600,
          "period": "one-time",
          "includes": [
            "Three certification programmes"
          ]
        }
      ],
      "free_trial": null,
      "refund_policy": null,
      "payment_plan": null,
      "list_vs_sale_note": "Listed as $800 reduced to $400 and $1,200 reduced to $600. Persistent strike-through pricing of this kind is generally the real list price."
    },
    "price_display": "$400",
    "price_band": "$100 to $499",
    "price_note": "$400 shown against a struck-through $800 as of 2026-09-20. This discount appears to be persistent rather than a genuine limited sale.",
    "pricing_model": "one-time",
    "access": {
      "duration": null,
      "delivery": "self-paced",
      "start_dates": null
    },
    "format": {
      "video_hours": null,
      "lesson_count": null,
      "module_count": 7,
      "has_live_sessions": true,
      "has_community": null,
      "community_platform": null,
      "has_assignments": true,
      "has_templates": null,
      "has_certificate": true,
      "certificate_accredited": true,
      "has_captions": null,
      "update_policy": null
    },
    "format_tags": [
      "Self-paced",
      "Live sessions",
      "Certificate"
    ],
    "duration_band": "Not published",
    "level": [
      "beginner",
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Content for AI search",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [],
    "audience": [
      "SEO practitioners",
      "Content marketers & writers",
      "Agencies & consultants"
    ],
    "prerequisites": "Basic understanding of AI, data-driven systems or digital and AI platforms recommended",
    "curriculum": [
      {
        "module": "Foundations of GEO and AI Search Architecture",
        "lessons": []
      },
      {
        "module": "The Evolving Search Landscape",
        "lessons": []
      },
      {
        "module": "Technical GEO and Data Structuring",
        "lessons": []
      },
      {
        "module": "Semantic Content Strategy",
        "lessons": []
      },
      {
        "module": "Measuring Success: GEO KPIs",
        "lessons": []
      },
      {
        "module": "Conversions in the Zero-Click Economy",
        "lessons": []
      },
      {
        "module": "Emerging Trends and Advanced Tactics",
        "lessons": []
      }
    ],
    "instructor": {
      "name": null,
      "bio": null,
      "credentials": [],
      "linkedin": null,
      "notable_work": [],
      "authority_evidence": "No named instructor is published. The page refers only to unnamed industry experts, which is itself a significant weakness for a credential in a field where authority is personal."
    },
    "social_proof": {
      "rating": 4.5,
      "rating_scale": 5,
      "review_count": 783,
      "review_source": "Trustpilot (company-level, not specific to this certification)",
      "enrolled_count": null,
      "testimonials_on_site": true,
      "independent_coverage": [
        "https://www.trustpilot.com/review/gsdcouncil.org",
        "https://www.stackmatix.com/blog/aeo-marketing-certification"
      ]
    },
    "updated_display": null,
    "updated_note": null,
    "strengths": [
      "Structured seven-module syllabus covering the expected GEO ground",
      "Exam with a free retake and capstone projects included",
      "GSDC holds a 4.5 Trustpilot rating across 783 company-level reviews",
      "Certification body operates under an ISO/IEC 17024 accreditation reference"
    ],
    "weaknesses": [
      "No named instructor anywhere, which is disqualifying in a field built on practitioner authority",
      "No evidence any SEO employer or agency recognises this credential",
      "Permanent 50 percent strike-through discount is a classic certification-mill pattern",
      "ISO/IEC 17024 accredits the body's processes, not the industry value of this specific credential",
      "Trustpilot reviews are company-wide across dozens of certifications, not about this GEO programme",
      "No published content update date in a field that shifts monthly"
    ],
    "best_for": "Learners in organisations that tick boxes for certification counts rather than demonstrated work.",
    "not_for": "Anyone buying a credential to improve hiring prospects in SEO, or practitioners who want named expert instruction.",
    "verdict": "Included as the cautionary case. The syllabus is reasonable on paper and the ISO/IEC 17024 reference sounds impressive, but that standard accredits how a certification body runs itself and says nothing about whether the SEO industry values CGEOP. It does not. No instructor is named, the 50 percent discount never seems to expire, and the Trustpilot score covers GSDC's whole catalogue. Four hundred dollars buys a PDF that hiring managers in search will not recognise. Spend it on live practitioner training instead.",
    "scores": {
      "curriculum_depth": 4,
      "currency_of_content": 3,
      "instructor_authority": 1,
      "practical_application": 3,
      "value_for_money": 2,
      "support_and_community": 4
    },
    "overall_score": 2.8,
    "score_rationale": "Depth is below average, seven module titles with no published lesson detail or runtime. Currency scores low because no update date is published for a fast-moving subject. Instructor authority is near zero since no instructor is named at all. Practical application is weak despite capstone projects because nothing demonstrates work against live AI search systems. Value for money is poor at 400 dollars for an unrecognised credential when free alternatives from Google and Ahrefs teach the same ground better. Support scores mid only because one-to-one sessions and a retake are included.",
    "affiliate_program": {
      "exists": null,
      "notes": "Not confirmed. GSDC certifications appear frequently in aggregator listicles, which often indicates referral arrangements."
    },
    "sources": [
      {
        "url": "https://www.gsdcouncil.org/generative-engine-optimization-certification",
        "supports": "Certification name CGEOP, $800 struck to $400 and $1,200 bundle struck to $600, seven module titles, included materials, exam with free retake, prerequisites, target audience, ISO/IEC 17024 accreditation claim PCB-168"
      },
      {
        "url": "https://www.trustpilot.com/review/gsdcouncil.org",
        "supports": "GSDC company-level Trustpilot rating of 4.5 from 783 reviews, with positive and negative themes"
      },
      {
        "url": "https://www.stackmatix.com/blog/aeo-marketing-certification",
        "supports": "Third-party statement that no single AEO certification has achieved universal recognition and that demonstrated results matter more than credentials"
      },
      {
        "url": "https://www.gsdcouncil.org/",
        "supports": "GSDC operates a broad multi-subject certification catalogue"
      }
    ],
    "confidence": "medium",
    "unknowns": [
      "Who actually teaches or wrote the material",
      "Total course runtime and lesson detail",
      "Exam format, length and pass mark",
      "Certificate validity period",
      "Whether the ISO/IEC 17024 accreditation reference PCB-168 covers this specific scheme",
      "Refund policy"
    ],
    "flags": [],
    "editorial_note": null,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": 400,
    "price_model": "one-time",
    "evidence": "The syllabus has seven sections including GEO foundations and AI search architecture, technical GEO and data structuring (JSON-LD, E-E-A-T), and a measuring-success section covering share-of-model visibility tracking and citation frequency metrics. Brand entity recognition in knowledge graphs is listed. AEO, ChatGPT, backlinks and community are not mentioned on the page.",
    "modules_count": 7,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "ai-seo-mastering-geo-coursera",
    "name": "AI SEO: Mastering Generative Engine Optimization (GEO)",
    "provider": "SkillUp (on Coursera)",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/seo-mastering-generative-engine-optimization-geo",
    "verified_on": "2026-09-16",
    "one_liner": "2 modules, about 4 hours, flexible schedule covering GEO, citations, and measurement.",
    "summary": "Module 1 covers the shift from keyword SEO to AI-driven discovery, entities and topical authority. Module 2 covers how AI systems generate answers, the content formats they favor, positioning content for AI citations, and evaluating GEO performance through competitor analysis. The page names Google AI Overviews, Bing Copilot, Perplexity and ChatGPT. AEO as a term does not appear.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free to audit; certificate paid, included with Coursera Plus",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Module 1 covers the shift from keyword SEO to AI-driven discovery, entities and topical authority. Module 2 covers how A..."
        ]
      }
    ],
    "instructor": {
      "name": "Rajesh Menon and one unnamed co-instructor",
      "bio": "Subject matter expert and instructor at SkillUp (on Coursera).",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/seo-mastering-generative-engine-optimization-geo",
      "credentials": [
        "Instructor at SkillUp (on Coursera)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Entities & topical authority.",
      "Transparent pricing model: Free to audit; certificate paid, included with Coursera Plus."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Module 1 covers the shift from keyword SEO to AI-driven discovery, entities and topical authority. Module 2 covers how AI systems generate answers, the content formats they favor, positioning content for AI citations, and evaluating GEO performance through competitor analysis. The page names Google AI Overviews, Bing Copilot, Perplexity and ChatGPT. AEO as a term does not appear.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Entities & topical authority, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/seo-mastering-generative-engine-optimization-geo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 14,
    "rubric_rank": 4,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Module 1 covers the shift from keyword SEO to AI-driven discovery, entities and topical authority. Module 2 covers how AI systems generate answers, the content formats they favor, positioning content for AI citations, and evaluating GEO performance through competitor analysis. The page names Google AI Overviews, Bing Copilot, Perplexity and ChatGPT. AEO as a term does not appear.",
    "modules_count": 2,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "geo-academy",
    "name": "GEO Academy",
    "provider": "Georion",
    "provider_type": "independent",
    "url": "https://georion.app/academy",
    "verified_on": "2026-09-16",
    "one_liner": "12 lessons, more than 40 short videos plus written lessons, 40-question certification exam covering GEO, citations, and measurement.",
    "summary": "Lessons include how AI engines pick what to cite, schema.org markup types for AI, llms.txt, E-E-A-T signals for AI citation, measuring AI visibility tools and methodology, and AI-to-revenue attribution. The course is framed as ranking in ChatGPT, Claude, Gemini, Perplexity, Copilot and Grok. A private Slack and live monthly workshops are listed only for a paid enterprise tier; the certificate is a 12-month GEO Certified Practitioner credential.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Lessons include how AI engines pick what to cite, schema.org markup types for AI, llms.txt, E-E-A-T signals for AI citat..."
        ]
      }
    ],
    "instructor": {
      "name": "Georion team and industry practitioners (names not listed)",
      "bio": "Subject matter expert and instructor at Georion.",
      "authority_evidence": "Published syllabus on https://georion.app/academy",
      "credentials": [
        "Instructor at Georion"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Lessons include how AI engines pick what to cite, schema.org markup types for AI, llms.txt, E-E-A-T signals for AI citation, measuring AI visibility tools and methodology, and AI-to-revenue attribution. The course is framed as ranking in ChatGPT, Claude, Gemini, Perplexity, Copilot and Grok. A private Slack and live monthly workshops are listed only for a paid enterprise tier; the certificate is a 12-month GEO Certified Practitioner credential.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://georion.app/academy",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 15,
    "rubric_rank": 5,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": "unverified",
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Lessons include how AI engines pick what to cite, schema.org markup types for AI, llms.txt, E-E-A-T signals for AI citation, measuring AI visibility tools and methodology, and AI-to-revenue attribution. The course is framed as ranking in ChatGPT, Claude, Gemini, Perplexity, Copilot and Grok. A private Slack and live monthly workshops are listed only for a paid enterprise tier; the certificate is a 12-month GEO Certified Practitioner credential.",
    "modules_count": 12,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "the-ai-search-manual",
    "name": "The AI Search Manual",
    "provider": "iPullRank",
    "provider_type": "independent",
    "url": "https://ipullrank.com/ai-search-manual",
    "verified_on": "2026-09-16",
    "one_liner": "24-chapter web manual plus appendices, also delivered as an email series covering GEO, citations, and measurement.",
    "summary": "Chapter titles are built around GEO (a GEO core chapter, a GEO analytics chapter on tracking AI search visibility, and query and entity attribution for GEO). Chapter 9 says generative engines often cite content and names AI Overviews, ChatGPT and Perplexity. Chapter 13 covers citation flags, share of voice and log-file bot tracking; chapter 14 argues entities matter more than keywords. Appendices include a citation tracker spreadsheet; a change log shows a February 2026 update adding four chapters. No AEO wording, no keyword or link-building modules, no community or certificate.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free (no price, paywall or purchase button; optional email delivery signup)",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "document/guide",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "document/guide",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Chapter titles are built around GEO (a GEO core chapter, a GEO analytics chapter on tracking AI search visibility, and q..."
        ]
      }
    ],
    "instructor": {
      "name": "Michael King, with Fajr Muhammad, Garrett Sussman, Francine Monahan, Annie Cushing, John Iwuozor",
      "bio": "Subject matter expert and instructor at iPullRank.",
      "authority_evidence": "Published syllabus on https://ipullrank.com/ai-search-manual",
      "credentials": [
        "Instructor at iPullRank"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Entities & topical authority.",
      "Transparent pricing model: Free (no price, paywall or purchase button; optional email delivery signup)."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Chapter titles are built around GEO (a GEO core chapter, a GEO analytics chapter on tracking AI search visibility, and query and entity attribution for GEO). Chapter 9 says generative engines often cite content and names AI Overviews, ChatGPT and Perplexity. Chapter 13 covers citation flags, share of voice and log-file bot tracking; chapter 14 argues entities matter more than keywords. Appendices include a citation tracker spreadsheet; a change log shows a February 2026 update adding four chapters. No AEO wording, no keyword or link-building modules, no community or certificate.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Entities & topical authority, Measurement & analytics.",
    "sources": [
      {
        "url": "https://ipullrank.com/ai-search-manual",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 16,
    "rubric_rank": 6,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Chapter titles are built around GEO (a GEO core chapter, a GEO analytics chapter on tracking AI search visibility, and query and entity attribution for GEO). Chapter 9 says generative engines often cite content and names AI Overviews, ChatGPT and Perplexity. Chapter 13 covers citation flags, share of voice and log-file bot tracking; chapter 14 argues entities matter more than keywords. Appendices include a citation tracker spreadsheet; a change log shows a February 2026 update adding four chapters. No AEO wording, no keyword or link-building modules, no community or certificate.",
    "modules_count": 24,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "rank-prompt-geo-aeo-course",
    "name": "Free GEO & AEO Course",
    "provider": "Rank Prompt",
    "provider_type": "independent",
    "url": "https://rankprompt.com/geo-course/",
    "verified_on": "2026-09-24",
    "one_liner": "4 parts, 20 lessons, about 90 minutes covering GEO, citations, and measurement.",
    "summary": "The curriculum explicitly teaches GEO and AEO, AI-readiness auditing, structured data, entity clarity, crawlability, citation graphs, reviews, directories, digital PR, AI sentiment, visibility audits and GEO reporting. Rank Prompt states separately that the course does not issue a certificate.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum explicitly teaches GEO and AEO, AI-readiness auditing, structured data, entity clarity, crawlability, cit..."
        ]
      }
    ],
    "instructor": {
      "name": "Nazareno Castro Bay",
      "bio": "Subject matter expert and instructor at Rank Prompt.",
      "authority_evidence": "Published syllabus on https://rankprompt.com/geo-course/",
      "credentials": [
        "Instructor at Rank Prompt"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum explicitly teaches GEO and AEO, AI-readiness auditing, structured data, entity clarity, crawlability, citation graphs, reviews, directories, digital PR, AI sentiment, visibility audits and GEO reporting. Rank Prompt states separately that the course does not issue a certificate.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Entities & topical authority, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://rankprompt.com/geo-course/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 17,
    "rubric_rank": 7,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The curriculum explicitly teaches GEO and AEO, AI-readiness auditing, structured data, entity clarity, crawlability, citation graphs, reviews, directories, digital PR, AI sentiment, visibility audits and GEO reporting. Rank Prompt states separately that the course does not issue a certificate.",
    "modules_count": 20,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "freeacademy-geo-cited-by-ai",
    "name": "Generative Engine Optimization (GEO): Get Cited by AI",
    "provider": "FreeAcademy.ai",
    "provider_type": "independent",
    "url": "https://freeacademy.ai/lessons/geo-introduction",
    "verified_on": "2026-09-24",
    "one_liner": "10 modules, 26 lessons, approximately 6 to 8 hours covering GEO, citations, and measurement.",
    "summary": "The curriculum explicitly covers LLM retrieval, RAG, content citability, SEO versus GEO, structured content, E-E-A-T, platform-specific optimization and measurement. FreeAcademy states that completion and the final exam produce a free verifiable certificate.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum explicitly covers LLM retrieval, RAG, content citability, SEO versus GEO, structured content, E-E-A-T, pl..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at FreeAcademy.ai.",
      "authority_evidence": "Published syllabus on https://freeacademy.ai/lessons/geo-introduction",
      "credentials": [
        "Instructor at FreeAcademy.ai"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum explicitly covers LLM retrieval, RAG, content citability, SEO versus GEO, structured content, E-E-A-T, platform-specific optimization and measurement. FreeAcademy states that completion and the final exam produce a free verifiable certificate.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://freeacademy.ai/lessons/geo-introduction",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 18,
    "rubric_rank": 8,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The curriculum explicitly covers LLM retrieval, RAG, content citability, SEO versus GEO, structured content, E-E-A-T, platform-specific optimization and measurement. FreeAcademy states that completion and the final exam produce a free verifiable certificate.",
    "modules_count": 10,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "locuspilot-local-ai-seo-course",
    "name": "AI SEO Course for Local Businesses",
    "provider": "LocusPilot",
    "provider_type": "independent",
    "url": "https://aiseocourse.net/",
    "verified_on": "2026-09-24",
    "one_liner": "8 lessons, about 80 minutes covering GEO, citations, and measurement.",
    "summary": "The curriculum explicitly covers GEO, AEO, RAG, local entity data, LocalBusiness schema, crawler permissions, quotable content, reviews, directories, off-site mentions and monthly AI-visibility testing.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum explicitly covers GEO, AEO, RAG, local entity data, LocalBusiness schema, crawler permissions, quotable c..."
        ]
      }
    ],
    "instructor": {
      "name": "Adam Yong",
      "bio": "Subject matter expert and instructor at LocusPilot.",
      "authority_evidence": "Published syllabus on https://aiseocourse.net/",
      "credentials": [
        "Instructor at LocusPilot"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum explicitly covers GEO, AEO, RAG, local entity data, LocalBusiness schema, crawler permissions, quotable content, reviews, directories, off-site mentions and monthly AI-visibility testing.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.6,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Entities & topical authority, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://aiseocourse.net/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 19,
    "rubric_rank": 9,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The curriculum explicitly covers GEO, AEO, RAG, local entity data, LocalBusiness schema, crawler permissions, quotable content, reviews, directories, off-site mentions and monthly AI-visibility testing.",
    "modules_count": 8,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "ai-ranking",
    "name": "AI Ranking",
    "provider": "DataWise SEO (Nicolas Gorrono)",
    "provider_type": "independent",
    "url": "https://www.skool.com/ai-ranking/about",
    "verified_on": "2026-09-16",
    "one_liner": "Skool community with two weekly live Q and A calls, a one-on-one onboarding call, self-paced classroom modules and bundled DataWise tool access covering GEO, citations, and measurement.",
    "summary": "The Skool listing (700 members, $27 per month) describes SEO, GEO and AEO for visibility across Google and AI search. The DataWise community page cites Google AI Mode, ChatGPT citations and Perplexity answers, AI visibility tracking, plus keyword research, backlink analysis, rank tracking and site audits. The classroom lists Start Here, Onboarding Session, a 7-Day SEO Action Plan (updated May 2026), AI SEO Masterclass, AI Fundamentals and Content Automation.",
    "pricing": {
      "model": "monthly",
      "current_usd": 27,
      "refund_policy": "See provider terms"
    },
    "price_display": "$27/month",
    "price_band": "Under $100",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "monthly",
    "access": {
      "delivery": "membership/community",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "membership/community",
      "has_certificate": false,
      "has_community": true
    },
    "format_tags": [
      "Membership"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The Skool listing (700 members, $27 per month) describes SEO, GEO and AEO for visibility across Google and AI search. Th..."
        ]
      }
    ],
    "instructor": {
      "name": "Nicolas Gorrono",
      "bio": "Subject matter expert and instructor at DataWise SEO (Nicolas Gorrono).",
      "authority_evidence": "Published syllabus on https://www.skool.com/ai-ranking/about",
      "credentials": [
        "Instructor at DataWise SEO (Nicolas Gorrono)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: $27/month."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The Skool listing (700 members, $27 per month) describes SEO, GEO and AEO for visibility across Google and AI search. The DataWise community page cites Google AI Mode, ChatGPT citations and Perplexity answers, AI visibility tracking, plus keyword research, backlink analysis, rank tracking and site audits. The classroom lists Start Here, Onboarding Session, a 7-Day SEO Action Plan (updated May 2026), AI SEO Masterclass, AI Fundamentals and Content Automation.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 7.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://www.skool.com/ai-ranking/about",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 20,
    "rubric_rank": 11,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 27,
    "evidence": "The Skool listing (700 members, $27 per month) describes SEO, GEO and AEO for visibility across Google and AI search. The DataWise community page cites Google AI Mode, ChatGPT citations and Perplexity answers, AI visibility tracking, plus keyword research, backlink analysis, rank tracking and site audits. The classroom lists Start Here, Onboarding Session, a 7-Day SEO Action Plan (updated May 2026), AI SEO Masterclass, AI Fundamentals and Content Automation.",
    "modules_count": 6,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "from-seo-to-aeo-jellyfish",
    "name": "From SEO to AEO: Optimizing for AI-led Search",
    "provider": "Jellyfish Training",
    "provider_type": "independent",
    "url": "https://www.jellyfish.com/en-us/training/courses/from-seo-to-aeo-optimising-for-ai-led-search",
    "verified_on": "2026-09-16",
    "one_liner": "1-day live online instructor-led class (next public date listed December 17, 2026); private team sessions available covering GEO, citations, and measurement.",
    "summary": "The agenda covers AEO and GEO versus AI SEO, how LLM-led search works (retrieval augmented generation, query fan-out, embeddings), a measurement block for AI search using analytics and LLM tools, and an external validation and citation block on trusted sources and communities. Prerequisites assume traditional SEO knowledge; a certificate of attendance is issued.",
    "pricing": {
      "model": "one-time",
      "current_usd": 549,
      "refund_policy": "See provider terms"
    },
    "price_display": "$549 per person, excluding tax",
    "price_band": "$500 to $1,999",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Live cohort",
      "Certificate"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The agenda covers AEO and GEO versus AI SEO, how LLM-led search works (retrieval augmented generation, query fan-out, em..."
        ]
      }
    ],
    "instructor": {
      "name": "unverified",
      "bio": "Subject matter expert and instructor at Jellyfish Training.",
      "authority_evidence": "Published syllabus on https://www.jellyfish.com/en-us/training/courses/from-seo-to-aeo-optimising-for-ai-led-search",
      "credentials": [
        "Instructor at Jellyfish Training"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: $549 per person, excluding tax."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The agenda covers AEO and GEO versus AI SEO, how LLM-led search works (retrieval augmented generation, query fan-out, embeddings), a measurement block for AI search using analytics and LLM tools, and an external validation and citation block on trusted sources and communities. Prerequisites assume traditional SEO knowledge; a certificate of attendance is issued.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 7.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Entities & topical authority, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://www.jellyfish.com/en-us/training/courses/from-seo-to-aeo-optimising-for-ai-led-search",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 21,
    "rubric_rank": 12,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 549,
    "evidence": "The agenda covers AEO and GEO versus AI SEO, how LLM-led search works (retrieval augmented generation, query fan-out, embeddings), a measurement block for AI search using analytics and LLM tools, and an external validation and citation block on trusted sources and communities. Prerequisites assume traditional SEO knowledge; a certificate of attendance is issued.",
    "modules_count": 7,
    "live_support": true,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "aurelius-geo-training",
    "name": "Generative Engine Optimization (GEO) Training",
    "provider": "Aurelius Ivan Wijaya",
    "provider_type": "independent",
    "url": "https://www.aurelivan.com/corporate-training/geo",
    "verified_on": "2026-09-24",
    "one_liner": "Custom corporate training, online or on-site; 6 modules covering GEO, citations, and measurement.",
    "summary": "The public curriculum teaches how ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews retrieve and cite content, how to create extractable content structures, JSON-LD schema, E-E-A-T and AI agents that track brand citations over time.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published; consultation required",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Live cohort"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The public curriculum teaches how ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews retrieve and cite content,..."
        ]
      }
    ],
    "instructor": {
      "name": "Aurelius Ivan Wijaya",
      "bio": "Subject matter expert and instructor at Aurelius Ivan Wijaya.",
      "authority_evidence": "Published syllabus on https://www.aurelivan.com/corporate-training/geo",
      "credentials": [
        "Instructor at Aurelius Ivan Wijaya"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Not published; consultation required."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The public curriculum teaches how ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews retrieve and cite content, how to create extractable content structures, JSON-LD schema, E-E-A-T and AI agents that track brand citations over time.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 7.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.aurelivan.com/corporate-training/geo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 22,
    "rubric_rank": 13,
    "geo": true,
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": "unverified",
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The public curriculum teaches how ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews retrieve and cite content, how to create extractable content structures, JSON-LD schema, E-E-A-T and AI agents that track brand citations over time.",
    "modules_count": 6,
    "live_support": true,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "open-university-intro-to-geo",
    "name": "Introduction to Generative Engine Optimization (GEO)",
    "provider": "The Open University (OpenLearn Create)",
    "provider_type": "university",
    "url": "https://www.open.edu/openlearncreate/course/view.php?id=15505",
    "verified_on": "2026-09-16",
    "one_liner": "1-hour beginner short course with a free statement of participation covering GEO, citations, and measurement.",
    "summary": "Sections cover what GEO is, where AI gets its information, what makes a source AI-trusted, why some brands get quoted and others ignored, and how to format content to match how AI builds responses. There is an SEO plus GEO section but no measurement, entity, AEO or link-building content. The modules count includes intro, acknowledgements and creator bio pages.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Sections cover what GEO is, where AI gets its information, what makes a source AI-trusted, why some brands get quoted an..."
        ]
      }
    ],
    "instructor": {
      "name": "Camille Sharon Kleinman",
      "bio": "Subject matter expert and instructor at The Open University (OpenLearn Create).",
      "authority_evidence": "Published syllabus on https://www.open.edu/openlearncreate/course/view.php?id=15505",
      "credentials": [
        "Instructor at The Open University (OpenLearn Create)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Sections cover what GEO is, where AI gets its information, what makes a source AI-trusted, why some brands get quoted and others ignored, and how to format content to match how AI builds responses. There is an SEO plus GEO section but no measurement, entity, AEO or link-building content. The modules count includes intro, acknowledgements and creator bio pages.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.2,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions.",
    "sources": [
      {
        "url": "https://www.open.edu/openlearncreate/course/view.php?id=15505",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 23,
    "rubric_rank": 15,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Sections cover what GEO is, where AI gets its information, what makes a source AI-trusted, why some brands get quoted and others ignored, and how to format content to match how AI builds responses. There is an SEO plus GEO section but no measurement, entity, AEO or link-building content. The modules count includes intro, acknowledgements and creator bio pages.",
    "modules_count": 13,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "seo-for-llms-course",
    "name": "SEO for LLMs Course: Proven GEO Strategies to Optimize for AI Search",
    "provider": "Tech SEO Pro (MarketingSyrup SEO Academy)",
    "provider_type": "agency",
    "url": "https://techseo.pro/llms-seo/",
    "verified_on": "2026-09-16",
    "one_liner": "3 recorded training sessions with lifetime access plus 9 downloadable bonuses covering GEO, citations, and measurement.",
    "summary": "Session 1 is a GEO diagnostic of what LLMs know about a brand, including citation gaps and entity coverage. Session 2 covers entity-based optimization, schema and platform-specific tactics. Session 3 covers tracking LLM visibility, mentions and citations, and proving ROI. Bonuses include a prompt tracking workflow and AI search KPI cheat sheets. AEO, backlinks and community are not mentioned.",
    "pricing": {
      "model": "one-time",
      "current_usd": 497,
      "refund_policy": "See provider terms"
    },
    "price_display": "$497 one-time (shown as a limited-time price), lifetime access",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Session 1 is a GEO diagnostic of what LLMs know about a brand, including citation gaps and entity coverage. Session 2 co..."
        ]
      }
    ],
    "instructor": {
      "name": "Crystal Carter and Kristina Azarenko",
      "bio": "Subject matter expert and instructor at Tech SEO Pro (MarketingSyrup SEO Academy).",
      "authority_evidence": "Published syllabus on https://techseo.pro/llms-seo/",
      "credentials": [
        "Instructor at Tech SEO Pro (MarketingSyrup SEO Academy)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Entities & topical authority.",
      "Transparent pricing model: $497 one-time (shown as a limited-time price), lifetime access."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Session 1 is a GEO diagnostic of what LLMs know about a brand, including citation gaps and entity coverage. Session 2 covers entity-based optimization, schema and platform-specific tactics. Session 3 covers tracking LLM visibility, mentions and citations, and proving ROI. Bonuses include a prompt tracking workflow and AI search KPI cheat sheets. AEO, backlinks and community are not mentioned.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 7.2,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Entities & topical authority, Measurement & analytics.",
    "sources": [
      {
        "url": "https://techseo.pro/llms-seo/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 24,
    "rubric_rank": 16,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 497,
    "evidence": "Session 1 is a GEO diagnostic of what LLMs know about a brand, including citation gaps and entity coverage. Session 2 covers entity-based optimization, schema and platform-specific tactics. Session 3 covers tracking LLM visibility, mentions and citations, and proving ROI. Bonuses include a prompt tracking workflow and AI search KPI cheat sheets. AEO, backlinks and community are not mentioned.",
    "modules_count": 3,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "ai-traffic-analysis-optimization",
    "name": "AI Traffic Analysis and Optimization",
    "provider": "Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/ai-traffic-analysis-and-optimization",
    "verified_on": "2026-09-24",
    "one_liner": "15 modules covering GEO, citations, and measurement.",
    "summary": "The provider explicitly lists GEO, AI-driven traffic analysis, attribution, GA4, AI-visibility KPIs and conversion measurement among the course outcomes. Students are taught to diagnose traffic and analytics issues and recommend optimization actions from AI-search performance data.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider explicitly lists GEO, AI-driven traffic analysis, attribution, GA4, AI-visibility KPIs and conversion measu..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/ai-traffic-analysis-and-optimization",
      "credentials": [
        "Instructor at Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider explicitly lists GEO, AI-driven traffic analysis, attribution, GA4, AI-visibility KPIs and conversion measurement among the course outcomes. Students are taught to diagnose traffic and analytics issues and recommend optimization actions from AI-search performance data.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 7.2,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/ai-traffic-analysis-and-optimization",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 25,
    "rubric_rank": 17,
    "geo": true,
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The provider explicitly lists GEO, AI-driven traffic analysis, attribution, GA4, AI-visibility KPIs and conversion measurement among the course outcomes. Students are taught to diagnose traffic and analytics issues and recommend optimization actions from AI-search performance data.",
    "modules_count": 15,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "ai-visibility-essentials-with-semrush",
    "name": "AI Visibility Essentials with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/ai-visibility-essentials-with-semrush/",
    "verified_on": "2026-09-16",
    "one_liner": "20 short video lessons (about 1 hour 20 minutes) mixing strategy, Semrush AI Visibility Toolkit walkthroughs and expert interviews, plus a final assessment covering AI search optimization.",
    "summary": "The course page describes moving from tracking keywords to tracking prompts, optimizing for LLMs like ChatGPT, measuring AI visibility versus competitors, share of voice and brand perception, prompt research, identifying untapped citation sources and earning mentions on platforms AI systems trust, creating citation-worthy content, and technical SEO for AI systems. The literal terms Generative Engine Optimization, Answer Engine Optimization, entity and knowledge graph do not appear on the page. The modules value is the stated lesson count; no separate module grouping is shown.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free; certificate on passing the final assessment",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The course page describes moving from tracking keywords to tracking prompts, optimizing for LLMs like ChatGPT, measuring..."
        ]
      }
    ],
    "instructor": {
      "name": "Rita Cidre, with Leigh McKenzie (expert segments)",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/ai-visibility-essentials-with-semrush/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Measurement & analytics, Link building.",
      "Transparent pricing model: Free; certificate on passing the final assessment."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The course page describes moving from tracking keywords to tracking prompts, optimizing for LLMs like ChatGPT, measuring AI visibility versus competitors, share of voice and brand perception, prompt research, identifying untapped citation sources and earning mentions on platforms AI systems trust, creating citation-worthy content, and technical SEO for AI systems. The literal terms Generative Engine Optimization, Answer Engine Optimization, entity and knowledge graph do not appear on the page. The modules value is the stated lesson count; no separate module grouping is shown.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/ai-visibility-essentials-with-semrush/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 26,
    "rubric_rank": 18,
    "geo": false,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The course page describes moving from tracking keywords to tracking prompts, optimizing for LLMs like ChatGPT, measuring AI visibility versus competitors, share of voice and brand perception, prompt research, identifying untapped citation sources and earning mentions on platforms AI systems trust, creating citation-worthy content, and technical SEO for AI systems. The literal terms Generative Engine Optimization, Answer Engine Optimization, entity and knowledge graph do not appear on the page. The modules value is the stated lesson count; no separate module grouping is shown.",
    "modules_count": 20,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "conductor-aeo-tutorial",
    "name": "SEO Enablement: Answer Engine Optimization (AEO)",
    "provider": "Conductor (Learning Center)",
    "provider_type": "independent",
    "url": "https://www.conductor.com/docs/platform/learning-center/tutorials/seo-enablement-answer-engine-optimization-aeo/",
    "verified_on": "2026-09-16",
    "one_liner": "Online tutorial with 5 lessons plus an introduction and conclusion, with start and complete buttons for course credit covering GEO, citations, and measurement.",
    "summary": "Lessons are an AEO playbook, how to track AEO success, AEO strategy for authority and content, AEO strategy for technical experience, and putting AEO into practice. It discusses citations and mentions in AI answers and names ChatGPT. GEO appears only in related resources; entities and backlinks are not covered. Community access is limited to Conductor customers.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "AI search mechanics",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Lessons are an AEO playbook, how to track AEO success, AEO strategy for authority and content, AEO strategy for technica..."
        ]
      }
    ],
    "instructor": {
      "name": "unverified",
      "bio": "Subject matter expert and instructor at Conductor (Learning Center).",
      "authority_evidence": "Published syllabus on https://www.conductor.com/docs/platform/learning-center/tutorials/seo-enablement-answer-engine-optimization-aeo/",
      "credentials": [
        "Instructor at Conductor (Learning Center)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of AI search mechanics, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on AI search mechanics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Lessons are an AEO playbook, how to track AEO success, AEO strategy for authority and content, AEO strategy for technical experience, and putting AEO into practice. It discusses citations and mentions in AI answers and names ChatGPT. GEO appears only in related resources; entities and backlinks are not covered. Community access is limited to Conductor customers.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering AI search mechanics, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.conductor.com/docs/platform/learning-center/tutorials/seo-enablement-answer-engine-optimization-aeo/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 27,
    "rubric_rank": 19,
    "geo": "unverified",
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Lessons are an AEO playbook, how to track AEO success, AEO strategy for authority and content, AEO strategy for technical experience, and putting AEO into practice. It discusses citations and mentions in AI answers and names ChatGPT. GEO appears only in related resources; entities and backlinks are not covered. Community access is limited to Conductor customers.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "seenrank-certify",
    "name": "SeenRank Certify",
    "provider": "SeenRank",
    "provider_type": "independent",
    "url": "https://seenrank.com/certify/",
    "verified_on": "2026-09-24",
    "one_liner": "Self-paced certification covering GEO, citations, and measurement.",
    "summary": "SeenRank explicitly teaches the relationship between SEO, AEO and GEO, techniques intended to increase AI citation rates, structured-data types, optimization for ChatGPT, Claude and Google AI Overviews and AI-search metrics including Mention Rate, Citation Rate, Position and Prompt Coverage.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "SeenRank explicitly teaches the relationship between SEO, AEO and GEO, techniques intended to increase AI citation rates..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at SeenRank.",
      "authority_evidence": "Published syllabus on https://seenrank.com/certify/",
      "credentials": [
        "Instructor at SeenRank"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "SeenRank explicitly teaches the relationship between SEO, AEO and GEO, techniques intended to increase AI citation rates, structured-data types, optimization for ChatGPT, Claude and Google AI Overviews and AI-search metrics including Mention Rate, Citation Rate, Position and Prompt Coverage.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://seenrank.com/certify/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 28,
    "rubric_rank": 20,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "SeenRank explicitly teaches the relationship between SEO, AEO and GEO, techniques intended to increase AI citation rates, structured-data types, optimization for ChatGPT, Claude and Google AI Overviews and AI-search metrics including Mention Rate, Citation Rate, Position and Prompt Coverage.",
    "modules_count": null,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-ai-search-operating-system",
    "name": "AI Search Operating System",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/ai-search-os/",
    "verified_on": "2026-09-24",
    "one_liner": "10 lessons, about 41 minutes covering GEO, citations, and measurement.",
    "summary": "Semrush describes the course as an operating system for auditing four layers of AI visibility, selecting KPIs and producing a 90-day AI-search action plan that coordinates SEO, PR, customer success and other teams.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Semrush describes the course as an operating system for auditing four layers of AI visibility, selecting KPIs and produc..."
        ]
      }
    ],
    "instructor": {
      "name": "Leigh McKenzie and Rita Cidre",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/ai-search-os/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Semrush describes the course as an operating system for auditing four layers of AI visibility, selecting KPIs and producing a 90-day AI-search action plan that coordinates SEO, PR, customer success and other teams.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/ai-search-os/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 29,
    "rubric_rank": 21,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": "unverified",
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Semrush describes the course as an operating system for auditing four layers of AI visibility, selecting KPIs and producing a 90-day AI-search action plan that coordinates SEO, PR, customer success and other teams.",
    "modules_count": 10,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-ai-pr-toolkit",
    "name": "AI PR Toolkit Crash Course",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/ai-pr-toolkit-crash-course/",
    "verified_on": "2026-09-24",
    "one_liner": "9 lessons, 27 minutes covering AI search optimization.",
    "summary": "Semrush explicitly teaches students to discover AI-cited media outlets, conduct journalist outreach, track brand mentions and measure PR impact.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Semrush explicitly teaches students to discover AI-cited media outlets, conduct journalist outreach, track brand mention..."
        ]
      }
    ],
    "instructor": {
      "name": "Mariah Magazine",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/ai-pr-toolkit-crash-course/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Measurement & analytics, Link building.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Semrush explicitly teaches students to discover AI-cited media outlets, conduct journalist outreach, track brand mentions and measure PR impact.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/ai-pr-toolkit-crash-course/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 30,
    "rubric_rank": 22,
    "geo": false,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": true,
    "chatgpt_named": "unverified",
    "price_usd": 0,
    "evidence": "Semrush explicitly teaches students to discover AI-cited media outlets, conduct journalist outreach, track brand mentions and measure PR impact.",
    "modules_count": 9,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-keyword-research-ai-search",
    "name": "Keyword Research Essentials with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/keyword-research-essentials-with-semrush/",
    "verified_on": "2026-09-24",
    "one_liner": "25 lessons covering AI search optimization.",
    "summary": "The curriculum includes dedicated lessons on prompt research, the differences between keyword and AI-prompt research, new AI-visibility metrics and building a prompt-tracking system.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum includes dedicated lessons on prompt research, the differences between keyword and AI-prompt research, ne..."
        ]
      }
    ],
    "instructor": {
      "name": "Alex Lindley and Rita Cidre",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/keyword-research-essentials-with-semrush/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum includes dedicated lessons on prompt research, the differences between keyword and AI-prompt research, new AI-visibility metrics and building a prompt-tracking system.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/keyword-research-essentials-with-semrush/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 31,
    "rubric_rank": 23,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The curriculum includes dedicated lessons on prompt research, the differences between keyword and AI-prompt research, new AI-visibility metrics and building a prompt-tracking system.",
    "modules_count": 25,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "muck-rack-fundamentals-geo",
    "name": "Fundamentals of Generative Engine Optimization (GEO)",
    "provider": "Muck Rack Academy",
    "provider_type": "independent",
    "url": "https://muckrack.com/blog/fundamentals-of-geo-certificate-course",
    "verified_on": "2026-09-24",
    "one_liner": "About 1 hour covering GEO, citations, and measurement.",
    "summary": "Muck Rack says the course covers GEO fundamentals, what earns citations in generative answers, earned media, prompt testing, citation analysis, visibility tracking and using GEO signals in communications campaigns.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Muck Rack says the course covers GEO fundamentals, what earns citations in generative answers, earned media, prompt test..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at Muck Rack Academy.",
      "authority_evidence": "Published syllabus on https://muckrack.com/blog/fundamentals-of-geo-certificate-course",
      "credentials": [
        "Instructor at Muck Rack Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Muck Rack says the course covers GEO fundamentals, what earns citations in generative answers, earned media, prompt testing, citation analysis, visibility tracking and using GEO signals in communications campaigns.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://muckrack.com/blog/fundamentals-of-geo-certificate-course",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 32,
    "rubric_rank": 24,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Muck Rack says the course covers GEO fundamentals, what earns citations in generative answers, earned media, prompt testing, citation analysis, visibility tracking and using GEO signals in communications campaigns.",
    "modules_count": null,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "seoclarity-aeo-certification",
    "name": "AEO & Clarity ArcAI Certification",
    "provider": "seoClarity",
    "provider_type": "independent",
    "url": "https://www.seoclarity.net/seoclarity-aeo-certification-signup",
    "verified_on": "2026-09-24",
    "one_liner": "Self-paced certification covering GEO, citations, and measurement.",
    "summary": "seoClarity explicitly teaches RAG, query fan-out, an LLM knowledge graph, prompt and topic monitoring, brand mentions, content gaps, technical AEO, Share of Model, attribution and brand-hallucination mitigation. The provider issues an official shareable AEO certificate.",
    "pricing": {
      "model": "bundled",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free for seoClarity users",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "bundled",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "AI search mechanics",
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "seoClarity explicitly teaches RAG, query fan-out, an LLM knowledge graph, prompt and topic monitoring, brand mentions, c..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at seoClarity.",
      "authority_evidence": "Published syllabus on https://www.seoclarity.net/seoclarity-aeo-certification-signup",
      "credentials": [
        "Instructor at seoClarity"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of AI search mechanics, Entities & topical authority, Measurement & analytics.",
      "Transparent pricing model: Free for seoClarity users."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on AI search mechanics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "seoClarity explicitly teaches RAG, query fan-out, an LLM knowledge graph, prompt and topic monitoring, brand mentions, content gaps, technical AEO, Share of Model, attribution and brand-hallucination mitigation. The provider issues an official shareable AEO certificate.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 7.1,
    "score_rationale": "Scored based on published syllabus covering AI search mechanics, Entities & topical authority, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.seoclarity.net/seoclarity-aeo-certification-signup",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 33,
    "rubric_rank": 25,
    "geo": "unverified",
    "aeo": true,
    "llm_citations": "unverified",
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": 0,
    "evidence": "seoClarity explicitly teaches RAG, query fan-out, an LLM knowledge graph, prompt and topic monitoring, brand mentions, content gaps, technical AEO, Share of Model, attribution and brand-hallucination mitigation. The provider issues an official shareable AEO certificate.",
    "modules_count": null,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "ai-seo-operators",
    "name": "AI SEO Operators",
    "provider": "Jonathan Boshoff (Skool community)",
    "provider_type": "independent",
    "url": "https://www.skool.com/ai-seo/about",
    "verified_on": "2026-09-16",
    "one_liner": "Free Skool community (about 4,200 members) with live office hours and strategy calls plus cloneable workflows covering GEO, citations, and measurement.",
    "summary": "The about page lists GEO, AEO, AI search, SEO, workflow automation and custom GPTs and agents as what it teaches, and says members can get recommended by ChatGPT, Perplexity and Gemini. It advertises live office hours and strategy calls and more than 50 cloneable AI SEO workflows (n8n, Claude, Python). No mention of entities, AI visibility measurement, link building, module counts or certificates.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "membership/community",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "membership/community",
      "has_certificate": false,
      "has_community": true
    },
    "format_tags": [
      "Membership"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The about page lists GEO, AEO, AI search, SEO, workflow automation and custom GPTs and agents as what it teaches, and sa..."
        ]
      }
    ],
    "instructor": {
      "name": "Jonathan Boshoff",
      "bio": "Subject matter expert and instructor at Jonathan Boshoff (Skool community).",
      "authority_evidence": "Published syllabus on https://www.skool.com/ai-seo/about",
      "credentials": [
        "Instructor at Jonathan Boshoff (Skool community)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The about page lists GEO, AEO, AI search, SEO, workflow automation and custom GPTs and agents as what it teaches, and says members can get recommended by ChatGPT, Perplexity and Gemini. It advertises live office hours and strategy calls and more than 50 cloneable AI SEO workflows (n8n, Claude, Python). No mention of entities, AI visibility measurement, link building, module counts or certificates.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 8,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 7
    },
    "overall_score": 6.9,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
    "sources": [
      {
        "url": "https://www.skool.com/ai-seo/about",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 34,
    "rubric_rank": 27,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The about page lists GEO, AEO, AI search, SEO, workflow automation and custom GPTs and agents as what it teaches, and says members can get recommended by ChatGPT, Perplexity and Gemini. It advertises live office hours and strategy calls and more than 50 cloneable AI SEO workflows (n8n, Claude, Python). No mention of entities, AI visibility measurement, link building, module counts or certificates.",
    "modules_count": null,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "mlforseo-ai-search-agentic-seo",
    "name": "AI Search Optimization & Agentic SEO",
    "provider": "MLforSEO",
    "provider_type": "independent",
    "url": "https://www.mlforseo.com/",
    "verified_on": "2026-09-24",
    "one_liner": "5 modules, 15 lessons covering GEO, citations, and measurement.",
    "summary": "The provider explicitly lists agentic search, intelligent agents in SEO workflows, knowledge graphs, structured data for agents, content designed for retrieval and reuse and measurement of influence when rankings no longer capture visibility. The course includes lifetime access and a certificate.",
    "pricing": {
      "model": "one-time",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "€400 one-time",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": true
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Entities & topical authority",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider explicitly lists agentic search, intelligent agents in SEO workflows, knowledge graphs, structured data for..."
        ]
      }
    ],
    "instructor": {
      "name": "Beatrice Gamba",
      "bio": "Subject matter expert and instructor at MLforSEO.",
      "authority_evidence": "Published syllabus on https://www.mlforseo.com/",
      "credentials": [
        "Instructor at MLforSEO"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Entities & topical authority, Measurement & analytics.",
      "Transparent pricing model: €400 one-time."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Entities & topical authority.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider explicitly lists agentic search, intelligent agents in SEO workflows, knowledge graphs, structured data for agents, content designed for retrieval and reuse and measurement of influence when rankings no longer capture visibility. The course includes lifetime access and a certificate.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.9,
    "score_rationale": "Scored based on published syllabus covering Entities & topical authority, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.mlforseo.com/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 35,
    "rubric_rank": 28,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The provider explicitly lists agentic search, intelligent agents in SEO workflows, knowledge graphs, structured data for agents, content designed for retrieval and reuse and measurement of influence when rankings no longer capture visibility. The course includes lifetime access and a certificate.",
    "modules_count": 5,
    "live_support": "unverified",
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "tonex-mastering-geo",
    "name": "Mastering Generative Engine Optimization (GEO)",
    "provider": "Tonex",
    "provider_type": "independent",
    "url": "https://www.tonex.com/training-courses/mastering-generative-engine-optimization-geo/",
    "verified_on": "2026-09-24",
    "one_liner": "2-day / 16-hour in-person or virtual interactive workshop covering GEO, citations, and measurement.",
    "summary": "Tonex defines GEO around appearing as a cited or recommended source in generative outputs and teaches content structure, schema, topical authority and monitoring how AI platforms reference a brand's content.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Live cohort"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Tonex defines GEO around appearing as a cited or recommended source in generative outputs and teaches content structure,..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at Tonex.",
      "authority_evidence": "Published syllabus on https://www.tonex.com/training-courses/mastering-generative-engine-optimization-geo/",
      "credentials": [
        "Instructor at Tonex"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Tonex defines GEO around appearing as a cited or recommended source in generative outputs and teaches content structure, schema, topical authority and monitoring how AI platforms reference a brand's content.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.9,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.tonex.com/training-courses/mastering-generative-engine-optimization-geo/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 36,
    "rubric_rank": 29,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "Tonex defines GEO around appearing as a cited or recommended source in generative outputs and teaches content structure, schema, topical authority and monitoring how AI platforms reference a brand's content.",
    "modules_count": null,
    "live_support": true,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "searchministry-ai-seo-training-agencies",
    "name": "AI SEO Training for Agencies",
    "provider": "SearchMinistry",
    "provider_type": "independent",
    "url": "https://searchministry.au/ai-academy",
    "verified_on": "2026-09-24",
    "one_liner": "4 live sessions, 3 hours each, 12 hours total; in-person or virtual covering GEO, citations, and measurement.",
    "summary": "The published syllabus includes semantic search engines, knowledge graphs, vector embeddings, query fan-out, RAG, content chunking, citations, brand mentions, sentiment analysis, technical SEO and a dedicated session on citation building. Every participant receives a certificate of completion.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published; quote required",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Live cohort",
      "Certificate"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Entities & topical authority",
      "Measurement & analytics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The published syllabus includes semantic search engines, knowledge graphs, vector embeddings, query fan-out, RAG, conten..."
        ]
      }
    ],
    "instructor": {
      "name": "Tharindu Gunawardana",
      "bio": "Subject matter expert and instructor at SearchMinistry.",
      "authority_evidence": "Published syllabus on https://searchministry.au/ai-academy",
      "credentials": [
        "Instructor at SearchMinistry"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Entities & topical authority, Measurement & analytics.",
      "Transparent pricing model: Not published; quote required."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The published syllabus includes semantic search engines, knowledge graphs, vector embeddings, query fan-out, RAG, content chunking, citations, brand mentions, sentiment analysis, technical SEO and a dedicated session on citation building. Every participant receives a certificate of completion.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.9,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Entities & topical authority, Measurement & analytics, Link building.",
    "sources": [
      {
        "url": "https://searchministry.au/ai-academy",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 37,
    "rubric_rank": 30,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The published syllabus includes semantic search engines, knowledge graphs, vector embeddings, query fan-out, RAG, content chunking, citations, brand mentions, sentiment analysis, technical SEO and a dedicated session on citation building. Every participant receives a certificate of completion.",
    "modules_count": 4,
    "live_support": true,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "ai-search-and-seo-mastery-course",
    "name": "AI Search and SEO Mastery Course",
    "provider": "Search Atlas",
    "provider_type": "independent",
    "url": "https://searchatlas.com/ai-search-seo-mastery-course/",
    "verified_on": "2026-09-16",
    "one_liner": "8 modules of on-demand video, more than 30 lessons covering GEO, citations, and measurement.",
    "summary": "Module 8 is titled Generative Engine Optimization and covers getting content into LLMs and earning citations of your content; the headline promises visibility in Google, ChatGPT, Claude and next-generation engines. Module 3 covers intent, entities and semantic flow; modules 2, 4 and 6 cover technical SEO, link acquisition and backlink audits, and local SEO. The page does not use the term AEO and does not describe an AI visibility tracking method, certificate, community or live calls.",
    "pricing": {
      "model": "one-time",
      "current_usd": 997,
      "refund_policy": "See provider terms"
    },
    "price_display": "$997 one-time",
    "price_band": "$500 to $1,999",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Entities & topical authority",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Module 8 is titled Generative Engine Optimization and covers getting content into LLMs and earning citations of your con..."
        ]
      }
    ],
    "instructor": {
      "name": "Manick Bhan and Arman Advani",
      "bio": "Subject matter expert and instructor at Search Atlas.",
      "authority_evidence": "Published syllabus on https://searchatlas.com/ai-search-seo-mastery-course/",
      "credentials": [
        "Instructor at Search Atlas"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Entities & topical authority.",
      "Transparent pricing model: $997 one-time."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Module 8 is titled Generative Engine Optimization and covers getting content into LLMs and earning citations of your content; the headline promises visibility in Google, ChatGPT, Claude and next-generation engines. Module 3 covers intent, entities and semantic flow; modules 2, 4 and 6 cover technical SEO, link acquisition and backlink audits, and local SEO. The page does not use the term AEO and does not describe an AI visibility tracking method, certificate, community or live calls.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.8,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Entities & topical authority, Link building.",
    "sources": [
      {
        "url": "https://searchatlas.com/ai-search-seo-mastery-course/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 38,
    "rubric_rank": 31,
    "geo": true,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 997,
    "evidence": "Module 8 is titled Generative Engine Optimization and covers getting content into LLMs and earning citations of your content; the headline promises visibility in Google, ChatGPT, Claude and next-generation engines. Module 3 covers intent, entities and semantic flow; modules 2, 4 and 6 cover technical SEO, link acquisition and backlink audits, and local SEO. The page does not use the term AEO and does not describe an AI visibility tracking method, certificate, community or live calls.",
    "modules_count": 8,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "ai-seo-course-2026-udemy",
    "name": "AI SEO Course 2026: From Zero to Page-One Results (AEO, GEO)",
    "provider": "Udemy",
    "provider_type": "marketplace",
    "url": "https://www.udemy.com/course/seo-get-to-number1-in-google-search/",
    "verified_on": "2026-09-16",
    "one_liner": "26 sections, 245 lectures, about 15 hours of on-demand video, assignments, 18 downloadable resources, lifetime access covering GEO, citations, and measurement.",
    "summary": "The description says students learn what AEO and GEO mean in practice, get content featured in Google AI Overviews, and analyze answers from ChatGPT, Perplexity and Google AI Mode to find content gaps, structuring content so it becomes source material AI engines draw on. It also covers keyword research, on-page, technical SEO, schema, E-E-A-T and link building. Measurement is limited to GA4 and Search Console; no entity or AI visibility tracking is mentioned. Last updated July 2026; certificate of completion included.",
    "pricing": {
      "model": "one-time",
      "current_usd": 189.99,
      "refund_policy": "See provider terms"
    },
    "price_display": "$189.99 one-time (list price shown on the day; Udemy discounts vary); also included in the Udemy Personal Plan from $13 per month",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Citations & brand mentions",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The description says students learn what AEO and GEO mean in practice, get content featured in Google AI Overviews, and ..."
        ]
      }
    ],
    "instructor": {
      "name": "Arun Nagarathanam",
      "bio": "Subject matter expert and instructor at Udemy.",
      "authority_evidence": "Published syllabus on https://www.udemy.com/course/seo-get-to-number1-in-google-search/",
      "credentials": [
        "Instructor at Udemy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Citations & brand mentions.",
      "Transparent pricing model: $189.99 one-time (list price shown on the day; Udemy discounts vary); also included in the Udemy Personal Plan from $13 per month."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The description says students learn what AEO and GEO mean in practice, get content featured in Google AI Overviews, and analyze answers from ChatGPT, Perplexity and Google AI Mode to find content gaps, structuring content so it becomes source material AI engines draw on. It also covers keyword research, on-page, technical SEO, schema, E-E-A-T and link building. Measurement is limited to GA4 and Search Console; no entity or AI visibility tracking is mentioned. Last updated July 2026; certificate of completion included.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 8,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.8,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Citations & brand mentions, Link building.",
    "sources": [
      {
        "url": "https://www.udemy.com/course/seo-get-to-number1-in-google-search/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 39,
    "rubric_rank": 32,
    "geo": true,
    "aeo": true,
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 189.99,
    "evidence": "The description says students learn what AEO and GEO mean in practice, get content featured in Google AI Overviews, and analyze answers from ChatGPT, Perplexity and Google AI Mode to find content gaps, structuring content so it becomes source material AI engines draw on. It also covers keyword research, on-page, technical SEO, schema, E-E-A-T and link building. Measurement is limited to GA4 and Search Console; no entity or AI visibility tracking is mentioned. Last updated July 2026; certificate of completion included.",
    "modules_count": 26,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "optimize-content-ai-visibility",
    "name": "Optimize Content for AI Visibility",
    "provider": "Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/optimize-content-for-ai-visibility",
    "verified_on": "2026-09-24",
    "one_liner": "1 module, about 2 hours covering GEO, citations, and measurement.",
    "summary": "The official course page lists Generative Engine Optimization among the skills taught and describes practical optimization for AI visibility and performance reporting. The published material covers content intended to be selected or cited in generative search experiences.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The official course page lists Generative Engine Optimization among the skills taught and describes practical optimizati..."
        ]
      }
    ],
    "instructor": {
      "name": "Professionals in the Industry",
      "bio": "Subject matter expert and instructor at Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/optimize-content-for-ai-visibility",
      "credentials": [
        "Instructor at Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The official course page lists Generative Engine Optimization among the skills taught and describes practical optimization for AI visibility and performance reporting. The published material covers content intended to be selected or cited in generative search experiences.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 8,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.8,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/optimize-content-for-ai-visibility",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 40,
    "rubric_rank": 33,
    "geo": true,
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The official course page lists Generative Engine Optimization among the skills taught and describes practical optimization for AI visibility and performance reporting. The published material covers content intended to be selected or cited in generative search experiences.",
    "modules_count": 1,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "coursera-ai-seo-geo-professional-certificate",
    "name": "AI SEO and GEO: Boost Your Brand's AI Visibility Professional Certificate",
    "provider": "Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/professional-certificates/ai-seo-and-geo-boost-ai-visibility",
    "verified_on": "2026-09-16",
    "one_liner": "7-course series, about 2 months at 10 hours per week covering GEO, citations, and measurement.",
    "summary": "The program page contrasts ranking in search results with GEO visibility inside AI-generated answers, and lists AI visibility measurement alongside GA4, KPI tracking and traffic analysis. Courses 1 to 3 cover keyword research, auditing, technical and on-page SEO and AI content; instructors are listed only as industry professionals. AEO, citations and entities are not named.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Included with Coursera Plus; subscription dollar amount not shown on the public page",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The program page contrasts ranking in search results with GEO visibility inside AI-generated answers, and lists AI visib..."
        ]
      }
    ],
    "instructor": {
      "name": "unverified",
      "bio": "Subject matter expert and instructor at Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/professional-certificates/ai-seo-and-geo-boost-ai-visibility",
      "credentials": [
        "Instructor at Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Measurement & analytics.",
      "Transparent pricing model: Included with Coursera Plus; subscription dollar amount not shown on the public page."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The program page contrasts ranking in search results with GEO visibility inside AI-generated answers, and lists AI visibility measurement alongside GA4, KPI tracking and traffic analysis. Courses 1 to 3 cover keyword research, auditing, technical and on-page SEO and AI content; instructors are listed only as industry professionals. AEO, citations and entities are not named.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/professional-certificates/ai-seo-and-geo-boost-ai-visibility",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 41,
    "rubric_rank": 34,
    "geo": true,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": null,
    "evidence": "The program page contrasts ranking in search results with GEO visibility inside AI-generated answers, and lists AI visibility measurement alongside GA4, KPI tracking and traffic analysis. Courses 1 to 3 cover keyword research, auditing, technical and on-page SEO and AI content; instructors are listed only as industry professionals. AEO, citations and entities are not named.",
    "modules_count": 7,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "generative-ai-for-seo-coursera",
    "name": "Generative AI for SEO: Be the #1 Answer in AI Search",
    "provider": "SkillsBooster Academy (on Coursera)",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/generative-ai-for-seo-be-the-1-answer-in-ai-search",
    "verified_on": "2026-09-16",
    "one_liner": "8 modules, about 8 hours, part of the AI for Marketing and Sales specialization covering AI search optimization.",
    "summary": "Despite the title, the public syllabus is about using ChatGPT and other AI tools for conventional SEO work: keyword research, meta titles and descriptions, technical SEO automation, content creation, competitor analysis, prompt engineering and AI ethics. No module mentions GEO, AEO, AI citations, entities or AI visibility tracking.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free to audit; certificate paid, included with Coursera Plus",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Prompt engineering & AI tools",
      "Content for AI search"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Despite the title, the public syllabus is about using ChatGPT and other AI tools for conventional SEO work: keyword rese..."
        ]
      }
    ],
    "instructor": {
      "name": "Anton Voroniuk",
      "bio": "Subject matter expert and instructor at SkillsBooster Academy (on Coursera).",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/generative-ai-for-seo-be-the-1-answer-in-ai-search",
      "credentials": [
        "Instructor at SkillsBooster Academy (on Coursera)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Prompt engineering & AI tools, Content for AI search.",
      "Transparent pricing model: Free to audit; certificate paid, included with Coursera Plus."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Prompt engineering & AI tools.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Despite the title, the public syllabus is about using ChatGPT and other AI tools for conventional SEO work: keyword research, meta titles and descriptions, technical SEO automation, content creation, competitor analysis, prompt engineering and AI ethics. No module mentions GEO, AEO, AI citations, entities or AI visibility tracking.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Prompt engineering & AI tools, Content for AI search.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/generative-ai-for-seo-be-the-1-answer-in-ai-search",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 42,
    "rubric_rank": 35,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Despite the title, the public syllabus is about using ChatGPT and other AI tools for conventional SEO work: keyword research, meta titles and descriptions, technical SEO automation, content creation, competitor analysis, prompt engineering and AI ethics. No module mentions GEO, AEO, AI citations, entities or AI visibility tracking.",
    "modules_count": 8,
    "live_support": false,
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "edureka-generative-engine-content-optimization",
    "name": "Generative Engine Content Optimization",
    "provider": "Edureka / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/generative-engine-content-optimization",
    "verified_on": "2026-09-24",
    "one_liner": "5 modules, about 8 hours covering GEO, citations, and measurement.",
    "summary": "The published curriculum teaches GEO implementation, E-E-A-T, GEO signals, AI-optimized content strategy and evaluation of AI-content performance using metrics and continuous optimization.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The published curriculum teaches GEO implementation, E-E-A-T, GEO signals, AI-optimized content strategy and evaluation ..."
        ]
      }
    ],
    "instructor": {
      "name": "Edureka",
      "bio": "Subject matter expert and instructor at Edureka / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/generative-engine-content-optimization",
      "credentials": [
        "Instructor at Edureka / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The published curriculum teaches GEO implementation, E-E-A-T, GEO signals, AI-optimized content strategy and evaluation of AI-content performance using metrics and continuous optimization.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/generative-engine-content-optimization",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 43,
    "rubric_rank": 36,
    "geo": true,
    "aeo": false,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The published curriculum teaches GEO implementation, E-E-A-T, GEO signals, AI-optimized content strategy and evaluation of AI-content performance using metrics and continuous optimization.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "seo-google-ai-overviews",
    "name": "SEO for Google AI Overviews",
    "provider": "Udemy",
    "provider_type": "marketplace",
    "url": "https://www.udemy.com/course/seo-for-google-ai-overviews/",
    "verified_on": "2026-09-24",
    "one_liner": "5 sections, 5 lectures, 1 hour 48 minutes covering AI search optimization.",
    "summary": "The provider explicitly states that the course covers Google AI Overviews but does not cover GEO for ChatGPT or other AI tools. Its curriculum includes ranking factors, keyword research, AI Overview-optimized content and measurement.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Udemy pricing varies",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider explicitly states that the course covers Google AI Overviews but does not cover GEO for ChatGPT or other AI..."
        ]
      }
    ],
    "instructor": {
      "name": "Janet Driscoll Miller",
      "bio": "Subject matter expert and instructor at Udemy.",
      "authority_evidence": "Published syllabus on https://www.udemy.com/course/seo-for-google-ai-overviews/",
      "credentials": [
        "Instructor at Udemy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: Udemy pricing varies."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider explicitly states that the course covers Google AI Overviews but does not cover GEO for ChatGPT or other AI tools. Its curriculum includes ranking factors, keyword research, AI Overview-optimized content and measurement.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.udemy.com/course/seo-for-google-ai-overviews/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 44,
    "rubric_rank": 37,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": null,
    "evidence": "The provider explicitly states that the course covers Google AI Overviews but does not cover GEO for ChatGPT or other AI tools. Its curriculum includes ranking factors, keyword research, AI Overview-optimized content and measurement.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "se-ranking-ai-search-toolkit",
    "name": "AI Search: Understanding and Tracking Visibility with SE Ranking's Toolkit",
    "provider": "SE Ranking Academy",
    "provider_type": "independent",
    "url": "https://seranking.com/academy/seranking-ai-search-toolkit.html",
    "verified_on": "2026-09-24",
    "one_liner": "6 lessons, 90 minutes covering GEO, citations, and measurement.",
    "summary": "The course teaches how ChatGPT, Perplexity and Google AI experiences generate answers, how to measure brand presence in those answers, how to compare competitors and how to identify prompts where a brand is absent. Certification requires at least 80% on its test.",
    "pricing": {
      "model": "bundled",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Included with SE Ranking paid or trial access",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "bundled",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The course teaches how ChatGPT, Perplexity and Google AI experiences generate answers, how to measure brand presence in ..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at SE Ranking Academy.",
      "authority_evidence": "Published syllabus on https://seranking.com/academy/seranking-ai-search-toolkit.html",
      "credentials": [
        "Instructor at SE Ranking Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: Included with SE Ranking paid or trial access."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The course teaches how ChatGPT, Perplexity and Google AI experiences generate answers, how to measure brand presence in those answers, how to compare competitors and how to identify prompts where a brand is absent. Certification requires at least 80% on its test.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://seranking.com/academy/seranking-ai-search-toolkit.html",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 45,
    "rubric_rank": 38,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The course teaches how ChatGPT, Perplexity and Google AI experiences generate answers, how to measure brand presence in those answers, how to compare competitors and how to identify prompts where a brand is absent. Certification requires at least 80% on its test.",
    "modules_count": 6,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-on-page-ai-search",
    "name": "On-Page SEO and AI Search Essentials with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/on-page-seo-essentials-with-semrush/",
    "verified_on": "2026-09-24",
    "one_liner": "24 lessons, about 1 hour covering GEO, citations, and measurement.",
    "summary": "The curriculum teaches meta tags, internal linking, pillar pages and content structure while explicitly stating that pages should be structured so AI platforms can process and cite their information.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum teaches meta tags, internal linking, pillar pages and content structure while explicitly stating that pag..."
        ]
      }
    ],
    "instructor": {
      "name": "Alex Lindley and Semrush contributors",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/on-page-seo-essentials-with-semrush/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum teaches meta tags, internal linking, pillar pages and content structure while explicitly stating that pages should be structured so AI platforms can process and cite their information.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/on-page-seo-essentials-with-semrush/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 46,
    "rubric_rank": 39,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The curriculum teaches meta tags, internal linking, pillar pages and content structure while explicitly stating that pages should be structured so AI platforms can process and cite their information.",
    "modules_count": 24,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-off-page-ai-search",
    "name": "Off-Page SEO and AI Search Essentials with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/off-page-seo-and-ai-search-essentials-with-semrush/",
    "verified_on": "2026-09-24",
    "one_liner": "18 lessons, about 1 hour covering GEO, citations, and measurement.",
    "summary": "Semrush curriculum includes backlink analysis and acquisition as well as a dedicated AI-search lesson on backlinks, mentions, nofollow links and query fan-out.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Semrush curriculum includes backlink analysis and acquisition as well as a dedicated AI-search lesson on backlinks, ment..."
        ]
      }
    ],
    "instructor": {
      "name": "Brian Dean and Rita Cidre",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/off-page-seo-and-ai-search-essentials-with-semrush/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Link building.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Link building.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Semrush curriculum includes backlink analysis and acquisition as well as a dedicated AI-search lesson on backlinks, mentions, nofollow links and query fan-out.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Link building.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/off-page-seo-and-ai-search-essentials-with-semrush/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 47,
    "rubric_rank": 40,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Semrush curriculum includes backlink analysis and acquisition as well as a dedicated AI-search lesson on backlinks, mentions, nofollow links and query fan-out.",
    "modules_count": 18,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "semrush-content-marketing-ai-search",
    "name": "Content Marketing Essentials for SEO and AI Search with Semrush",
    "provider": "Semrush Academy",
    "provider_type": "independent",
    "url": "https://www.semrush.com/academy/courses/content-marketing-essentials-for-seo-and-ai-search-with-semrush/",
    "verified_on": "2026-09-24",
    "one_liner": "17 lessons, about 1 hour covering GEO, citations, and measurement.",
    "summary": "The provider explicitly says the course teaches content that ranks and gets cited, topic clusters, E-E-A-T and expansion onto external platforms where AI systems obtain information.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider explicitly says the course teaches content that ranks and gets cited, topic clusters, E-E-A-T and expansion..."
        ]
      }
    ],
    "instructor": {
      "name": "Rita Cidre",
      "bio": "Subject matter expert and instructor at Semrush Academy.",
      "authority_evidence": "Published syllabus on https://www.semrush.com/academy/courses/content-marketing-essentials-for-seo-and-ai-search-with-semrush/",
      "credentials": [
        "Instructor at Semrush Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Link building.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider explicitly says the course teaches content that ranks and gets cited, topic clusters, E-E-A-T and expansion onto external platforms where AI systems obtain information.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Link building.",
    "sources": [
      {
        "url": "https://www.semrush.com/academy/courses/content-marketing-essentials-for-seo-and-ai-search-with-semrush/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 48,
    "rubric_rank": 41,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "The provider explicitly says the course teaches content that ranks and gets cited, topic clusters, E-E-A-T and expansion onto external platforms where AI systems obtain information.",
    "modules_count": 17,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "uberall-introduction-geo",
    "name": "Introduction to GEO",
    "provider": "Uberall Academy",
    "provider_type": "independent",
    "url": "https://academy.uberall.com/products/courses/introduction-to-geo",
    "verified_on": "2026-09-24",
    "one_liner": "15 lessons across 5 chapters, about 25 minutes covering GEO, citations, and measurement.",
    "summary": "Uberall explicitly teaches SEO versus GEO, contextual content, structured data and local SEO practices intended to improve visibility in Google AI Overviews, ChatGPT, Perplexity, conversational search and voice assistants.",
    "pricing": {
      "model": "free",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Free",
    "price_band": "Free",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "free",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Uberall explicitly teaches SEO versus GEO, contextual content, structured data and local SEO practices intended to impro..."
        ]
      }
    ],
    "instructor": {
      "name": "Not prominently published",
      "bio": "Subject matter expert and instructor at Uberall Academy.",
      "authority_evidence": "Published syllabus on https://academy.uberall.com/products/courses/introduction-to-geo",
      "credentials": [
        "Instructor at Uberall Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy.",
      "Transparent pricing model: Free."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Uberall explicitly teaches SEO versus GEO, contextual content, structured data and local SEO practices intended to improve visibility in Google AI Overviews, ChatGPT, Perplexity, conversational search and voice assistants.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 9,
      "support_and_community": 5
    },
    "overall_score": 6.7,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy.",
    "sources": [
      {
        "url": "https://academy.uberall.com/products/courses/introduction-to-geo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 49,
    "rubric_rank": 42,
    "geo": true,
    "aeo": false,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": 0,
    "evidence": "Uberall explicitly teaches SEO versus GEO, contextual content, structured data and local SEO practices intended to improve visibility in Google AI Overviews, ChatGPT, Perplexity, conversational search and voice assistants.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "smx-optimizing-content-ai",
    "name": "Optimizing Content for AI Master Class",
    "provider": "SMX / Search Engine Land",
    "provider_type": "independent",
    "url": "https://searchengineland.com/smx/master-classes/topics/optimizing-content-for-ai",
    "verified_on": "2026-09-24",
    "one_liner": "Live online workshop with on-demand access; October 6, 2026 covering GEO, citations, and measurement.",
    "summary": "The curriculum explicitly covers headings, paragraphs, lists, terminology, internal linking, visible HTML and page architecture for making content easier for AI systems to retrieve, understand, cite and recommend. It also includes entity signals and AI-visibility auditing.",
    "pricing": {
      "model": "one-time",
      "current_usd": 299,
      "refund_policy": "See provider terms"
    },
    "price_display": "$299 one-time at the currently published Master Class rate",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Live cohort",
      "Certificate"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Entities & topical authority"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The curriculum explicitly covers headings, paragraphs, lists, terminology, internal linking, visible HTML and page archi..."
        ]
      }
    ],
    "instructor": {
      "name": "Carolyn Shelby",
      "bio": "Subject matter expert and instructor at SMX / Search Engine Land.",
      "authority_evidence": "Published syllabus on https://searchengineland.com/smx/master-classes/topics/optimizing-content-for-ai",
      "credentials": [
        "Instructor at SMX / Search Engine Land"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Entities & topical authority.",
      "Transparent pricing model: $299 one-time at the currently published Master Class rate."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The curriculum explicitly covers headings, paragraphs, lists, terminology, internal linking, visible HTML and page architecture for making content easier for AI systems to retrieve, understand, cite and recommend. It also includes entity signals and AI-visibility auditing.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.5,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Entities & topical authority.",
    "sources": [
      {
        "url": "https://searchengineland.com/smx/master-classes/topics/optimizing-content-for-ai",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 50,
    "rubric_rank": 44,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": true,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": 299,
    "evidence": "The curriculum explicitly covers headings, paragraphs, lists, terminology, internal linking, visible HTML and page architecture for making content easier for AI systems to retrieve, understand, cite and recommend. It also includes entity signals and AI-visibility auditing.",
    "modules_count": null,
    "live_support": true,
    "update_model": "one-off",
    "status": "scheduled"
  },
  {
    "slug": "cxl-ai-visibility-measurement",
    "name": "AI Visibility and AI-Era Measurement",
    "provider": "CXL",
    "provider_type": "independent",
    "url": "https://cxl.com/institute/live-course/ai-visibility-brand-monitoring/",
    "verified_on": "2026-09-24",
    "one_liner": "90-minute live workshop scheduled October 20, 2026 covering GEO, citations, and measurement.",
    "summary": "The workshop teaches participants to distinguish being named from being cited, build a share-of-model baseline across ChatGPT, Gemini and Perplexity, group AI traffic in GA4 and create a citation-gap content plan.",
    "pricing": {
      "model": "one-time",
      "current_usd": 299,
      "refund_policy": "See provider terms"
    },
    "price_display": "$299 one-time",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Live cohort",
      "Certificate"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The workshop teaches participants to distinguish being named from being cited, build a share-of-model baseline across Ch..."
        ]
      }
    ],
    "instructor": {
      "name": "Hesh Fekry",
      "bio": "Subject matter expert and instructor at CXL.",
      "authority_evidence": "Published syllabus on https://cxl.com/institute/live-course/ai-visibility-brand-monitoring/",
      "credentials": [
        "Instructor at CXL"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Measurement & analytics.",
      "Transparent pricing model: $299 one-time."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The workshop teaches participants to distinguish being named from being cited, build a share-of-model baseline across ChatGPT, Gemini and Perplexity, group AI traffic in GA4 and create a citation-gap content plan.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.4,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Measurement & analytics.",
    "sources": [
      {
        "url": "https://cxl.com/institute/live-course/ai-visibility-brand-monitoring/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 51,
    "rubric_rank": 46,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": true,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": 299,
    "evidence": "The workshop teaches participants to distinguish being named from being cited, build a share-of-model baseline across ChatGPT, Gemini and Perplexity, group AI traffic in GA4 and create a citation-gap content plan.",
    "modules_count": null,
    "live_support": true,
    "update_model": "one-off",
    "status": "scheduled"
  },
  {
    "slug": "smx-ai-brand-visibility",
    "name": "AI Brand Visibility Master Class",
    "provider": "SMX / Search Engine Land",
    "provider_type": "independent",
    "url": "https://searchengineland.com/smx/master-classes/topics/ai-brand-visibility",
    "verified_on": "2026-09-24",
    "one_liner": "About 4.5 hours; live online workshop with on-demand access; October 5, 2026 covering GEO, citations, and measurement.",
    "summary": "The program focuses on how AI evaluates brands, why recommendations succeed or fail, cross-functional AI-visibility strategy and the limitations of current AI-visibility metrics. Live attendees receive instructor Q&A and SMX lists a certificate and digital badge with its Master Class pass.",
    "pricing": {
      "model": "one-time",
      "current_usd": 299,
      "refund_policy": "See provider terms"
    },
    "price_display": "$299 one-time at the currently published course price",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "live cohort",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "live cohort",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Live cohort",
      "Certificate"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The program focuses on how AI evaluates brands, why recommendations succeed or fail, cross-functional AI-visibility stra..."
        ]
      }
    ],
    "instructor": {
      "name": "Jessica Bowman",
      "bio": "Subject matter expert and instructor at SMX / Search Engine Land.",
      "authority_evidence": "Published syllabus on https://searchengineland.com/smx/master-classes/topics/ai-brand-visibility",
      "credentials": [
        "Instructor at SMX / Search Engine Land"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: $299 one-time at the currently published course price."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The program focuses on how AI evaluates brands, why recommendations succeed or fail, cross-functional AI-visibility strategy and the limitations of current AI-visibility metrics. Live attendees receive instructor Q&A and SMX lists a certificate and digital badge with its Master Class pass.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.4,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://searchengineland.com/smx/master-classes/topics/ai-brand-visibility",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 52,
    "rubric_rank": 47,
    "geo": "unverified",
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": "unverified",
    "chatgpt_named": "unverified",
    "price_usd": 299,
    "evidence": "The program focuses on how AI evaluates brands, why recommendations succeed or fail, cross-functional AI-visibility strategy and the limitations of current AI-visibility metrics. Live attendees receive instructor Q&A and SMX lists a certificate and digital badge with its Master Class pass.",
    "modules_count": null,
    "live_support": true,
    "update_model": "one-off",
    "status": "scheduled"
  },
  {
    "slug": "ai-seo-traffic-llm-geo-aeo",
    "name": "2026 AI SEO WITH Traffic From LLM SEO, GEO, AEO",
    "provider": "Alex Genadinik / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/ai-seo",
    "verified_on": "2026-09-24",
    "one_liner": "6 modules, about 2 hours covering GEO, citations, and measurement.",
    "summary": "The published curriculum explicitly teaches GEO, LLM SEO and AEO, compares the three approaches and includes optimization for ChatGPT, Gemini, Claude and Perplexity. It also covers external information sources including Wikipedia, Quora and Reddit and discusses semantic SEO, brand authority and topical relevance.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published; Coursera enrollment can begin free and certificate access may require purchase",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The published curriculum explicitly teaches GEO, LLM SEO and AEO, compares the three approaches and includes optimizatio..."
        ]
      }
    ],
    "instructor": {
      "name": "Alex Genadinik",
      "bio": "Subject matter expert and instructor at Alex Genadinik / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/ai-seo",
      "credentials": [
        "Instructor at Alex Genadinik / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Link building.",
      "Transparent pricing model: Not published; Coursera enrollment can begin free and certificate access may require purchase."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The published curriculum explicitly teaches GEO, LLM SEO and AEO, compares the three approaches and includes optimization for ChatGPT, Gemini, Claude and Perplexity. It also covers external information sources including Wikipedia, Quora and Reddit and discusses semantic SEO, brand authority and topical relevance.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Link building.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/ai-seo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 53,
    "rubric_rank": 48,
    "geo": true,
    "aeo": true,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The published curriculum explicitly teaches GEO, LLM SEO and AEO, compares the three approaches and includes optimization for ChatGPT, Gemini, Claude and Perplexity. It also covers external information sources including Wikipedia, Quora and Reddit and discusses semantic SEO, brand authority and topical relevance.",
    "modules_count": 6,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "ai-seo-tools-techniques-specialization",
    "name": "2026 AI SEO Tools And Techniques (LLM SEO, GEO, AEO) Specialization",
    "provider": "Alex Genadinik / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/specializations/ai-seo",
    "verified_on": "2026-09-24",
    "one_liner": "6-course specialization; about 4 weeks at 10 hours per week covering GEO, citations, and measurement.",
    "summary": "Coursera describes the specialization as training in AI SEO, LLM SEO, GEO and AEO. Its applied project includes building an SEO-optimized website, AI-powered keyword research, on-page optimization and press-release distribution intended to strengthen visibility across conventional search and LLM platforms.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Coursera describes the specialization as training in AI SEO, LLM SEO, GEO and AEO. Its applied project includes building..."
        ]
      }
    ],
    "instructor": {
      "name": "Alex Genadinik",
      "bio": "Subject matter expert and instructor at Alex Genadinik / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/specializations/ai-seo",
      "credentials": [
        "Instructor at Alex Genadinik / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Link building.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Coursera describes the specialization as training in AI SEO, LLM SEO, GEO and AEO. Its applied project includes building an SEO-optimized website, AI-powered keyword research, on-page optimization and press-release distribution intended to strengthen visibility across conventional search and LLM platforms.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Link building.",
    "sources": [
      {
        "url": "https://www.coursera.org/specializations/ai-seo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 54,
    "rubric_rank": 49,
    "geo": true,
    "aeo": true,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "Coursera describes the specialization as training in AI SEO, LLM SEO, GEO and AEO. Its applied project includes building an SEO-optimized website, AI-powered keyword research, on-page optimization and press-release distribution intended to strengthen visibility across conventional search and LLM platforms.",
    "modules_count": 6,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "edureka-geo-specialization",
    "name": "Generative Engine Optimization (GEO) Specialization",
    "provider": "Edureka / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/specializations/generative-engine-optimization-geo",
    "verified_on": "2026-09-24",
    "one_liner": "3-course specialization; about 8 weeks at 5 hours per week covering GEO, citations, and measurement.",
    "summary": "The specialization explicitly teaches GEO fundamentals, E-E-A-T, generative-engine retrieval, content strategy, GEO signals and performance measurement. Its applied work uses tools including ChatGPT and asks learners to demonstrate improved AI-driven discoverability.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The specialization explicitly teaches GEO fundamentals, E-E-A-T, generative-engine retrieval, content strategy, GEO sign..."
        ]
      }
    ],
    "instructor": {
      "name": "Edureka",
      "bio": "Subject matter expert and instructor at Edureka / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/specializations/generative-engine-optimization-geo",
      "credentials": [
        "Instructor at Edureka / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The specialization explicitly teaches GEO fundamentals, E-E-A-T, generative-engine retrieval, content strategy, GEO signals and performance measurement. Its applied work uses tools including ChatGPT and asks learners to demonstrate improved AI-driven discoverability.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/specializations/generative-engine-optimization-geo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 55,
    "rubric_rank": 50,
    "geo": true,
    "aeo": false,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The specialization explicitly teaches GEO fundamentals, E-E-A-T, generative-engine retrieval, content strategy, GEO signals and performance measurement. Its applied work uses tools including ChatGPT and asks learners to demonstrate improved AI-driven discoverability.",
    "modules_count": 3,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "edureka-introduction-geo",
    "name": "Introduction to Generative Engine Optimization (GEO) by Edureka",
    "provider": "Edureka / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/introduction-to-generative-engine-optimization-geo",
    "verified_on": "2026-09-24",
    "one_liner": "5 modules, about 9 hours covering GEO, citations, and measurement.",
    "summary": "The provider explicitly teaches generative-engine retrieval, synthesis and ranking along with GEO frameworks intended to improve content visibility in AI-generated search results.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider explicitly teaches generative-engine retrieval, synthesis and ranking along with GEO frameworks intended to..."
        ]
      }
    ],
    "instructor": {
      "name": "Edureka",
      "bio": "Subject matter expert and instructor at Edureka / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/introduction-to-generative-engine-optimization-geo",
      "credentials": [
        "Instructor at Edureka / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider explicitly teaches generative-engine retrieval, synthesis and ranking along with GEO frameworks intended to improve content visibility in AI-generated search results.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/introduction-to-generative-engine-optimization-geo",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 56,
    "rubric_rank": 51,
    "geo": true,
    "aeo": false,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The provider explicitly teaches generative-engine retrieval, synthesis and ranking along with GEO frameworks intended to improve content visibility in AI-generated search results.",
    "modules_count": 5,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "edureka-geo-business-applications",
    "name": "Generative Engine Optimization (GEO) Business Applications",
    "provider": "Edureka / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/generative-engine-optimization-geo-business-applications",
    "verified_on": "2026-09-24",
    "one_liner": "About 7 hours covering GEO, citations, and measurement.",
    "summary": "The provider says learners apply advanced GEO frameworks, analyze real-world cases, evaluate GEO impact and design business strategies around AI-driven visibility and content scaling.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The provider says learners apply advanced GEO frameworks, analyze real-world cases, evaluate GEO impact and design busin..."
        ]
      }
    ],
    "instructor": {
      "name": "Edureka",
      "bio": "Subject matter expert and instructor at Edureka / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/generative-engine-optimization-geo-business-applications",
      "credentials": [
        "Instructor at Edureka / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The provider says learners apply advanced GEO frameworks, analyze real-world cases, evaluate GEO impact and design business strategies around AI-driven visibility and content scaling.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, Measurement & analytics.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/generative-engine-optimization-geo-business-applications",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 57,
    "rubric_rank": 52,
    "geo": true,
    "aeo": false,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": "unverified",
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The provider says learners apply advanced GEO frameworks, analyze real-world cases, evaluate GEO impact and design business strategies around AI-driven visibility and content scaling.",
    "modules_count": null,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "se-ranking-ai-for-seo-expert-framework",
    "name": "AI for SEO: Expert Framework",
    "provider": "SE Ranking Academy",
    "provider_type": "independent",
    "url": "https://seranking.com/academy.html",
    "verified_on": "2026-09-24",
    "one_liner": "8 lessons, about 2 hours covering AI search optimization.",
    "summary": "The public curriculum focuses on using AI for content, E-E-A-T, competitive analysis, link building and SEO workflow automation. It does not present itself as dedicated GEO or AEO training. SE Ranking states that Academy courses are available to paid and trial users.",
    "pricing": {
      "model": "bundled",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Included with SE Ranking paid or trial access",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "bundled",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "all levels"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The public curriculum focuses on using AI for content, E-E-A-T, competitive analysis, link building and SEO workflow aut..."
        ]
      }
    ],
    "instructor": {
      "name": "Multiple expert instructors",
      "bio": "Subject matter expert and instructor at SE Ranking Academy.",
      "authority_evidence": "Published syllabus on https://seranking.com/academy.html",
      "credentials": [
        "Instructor at SE Ranking Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Link building.",
      "Transparent pricing model: Included with SE Ranking paid or trial access."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Link building.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The public curriculum focuses on using AI for content, E-E-A-T, competitive analysis, link building and SEO workflow automation. It does not present itself as dedicated GEO or AEO training. SE Ranking states that Academy courses are available to paid and trial users.",
    "scores": {
      "curriculum_depth": 8,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering Link building.",
    "sources": [
      {
        "url": "https://seranking.com/academy.html",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 58,
    "rubric_rank": 53,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "The public curriculum focuses on using AI for content, E-E-A-T, competitive analysis, link building and SEO workflow automation. It does not present itself as dedicated GEO or AEO training. SE Ranking states that Academy courses are available to paid and trial users.",
    "modules_count": 8,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "cxl-content-strategy-ai-era",
    "name": "Content Strategy for the AI Era",
    "provider": "CXL",
    "provider_type": "independent",
    "url": "https://cxl.com/institute/online-course/increase-visibility-and-revenue-with-ai-discovery-engines/",
    "verified_on": "2026-09-24",
    "one_liner": "Self-paced online course covering GEO, citations, and measurement.",
    "summary": "CXL says the course teaches how to make a brand appear in LLMs, use proprietary data for AI knowledge gain, build authority and perform practical visibility audits across AI platforms.",
    "pricing": {
      "model": "one-time",
      "current_usd": 299,
      "refund_policy": "See provider terms"
    },
    "price_display": "$299 one-time",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "one-time",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "CXL says the course teaches how to make a brand appear in LLMs, use proprietary data for AI knowledge gain, build author..."
        ]
      }
    ],
    "instructor": {
      "name": "Alex Birkett",
      "bio": "Subject matter expert and instructor at CXL.",
      "authority_evidence": "Published syllabus on https://cxl.com/institute/online-course/increase-visibility-and-revenue-with-ai-discovery-engines/",
      "credentials": [
        "Instructor at CXL"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Measurement & analytics.",
      "Transparent pricing model: $299 one-time."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Measurement & analytics.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "CXL says the course teaches how to make a brand appear in LLMs, use proprietary data for AI knowledge gain, build authority and perform practical visibility audits across AI platforms.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering Measurement & analytics.",
    "sources": [
      {
        "url": "https://cxl.com/institute/online-course/increase-visibility-and-revenue-with-ai-discovery-engines/",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 59,
    "rubric_rank": 54,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": true,
    "links_offpage": "unverified",
    "chatgpt_named": true,
    "price_usd": 299,
    "evidence": "CXL says the course teaches how to make a brand appear in LLMs, use proprietary data for AI knowledge gain, build authority and perform practical visibility audits across AI platforms.",
    "modules_count": null,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  },
  {
    "slug": "optimizely-geo",
    "name": "Generative Engine Optimization: The New Frontier for Marketing and Technical Leaders",
    "provider": "Optimizely Academy",
    "provider_type": "independent",
    "url": "https://academy.optimizely.com/student/page/2822150-generative-engine-optimization-geo-the-new-frontier-for-marketing-and-technical-leaders",
    "verified_on": "2026-09-24",
    "one_liner": "Vendor academy course covering GEO, citations, and measurement.",
    "summary": "Optimizely explicitly discusses GEO, AEO and LLM optimization and teaches how website content can become an authoritative source for generative systems. Its GEO framework emphasizes experimentation and measurement through conversion, engagement, efficiency and content-performance outcomes.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "GEO & AEO strategy",
      "AI search mechanics",
      "Measurement & analytics"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Optimizely explicitly discusses GEO, AEO and LLM optimization and teaches how website content can become an authoritativ..."
        ]
      }
    ],
    "instructor": {
      "name": "Optimizely Education",
      "bio": "Subject matter expert and instructor at Optimizely Academy.",
      "authority_evidence": "Published syllabus on https://academy.optimizely.com/student/page/2822150-generative-engine-optimization-geo-the-new-frontier-for-marketing-and-technical-leaders",
      "credentials": [
        "Instructor at Optimizely Academy"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of GEO & AEO strategy, AI search mechanics, Measurement & analytics.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on GEO & AEO strategy.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Optimizely explicitly discusses GEO, AEO and LLM optimization and teaches how website content can become an authoritative source for generative systems. Its GEO framework emphasizes experimentation and measurement through conversion, engagement, efficiency and content-performance outcomes.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 7,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 6.3,
    "score_rationale": "Scored based on published syllabus covering GEO & AEO strategy, AI search mechanics, Measurement & analytics.",
    "sources": [
      {
        "url": "https://academy.optimizely.com/student/page/2822150-generative-engine-optimization-geo-the-new-frontier-for-marketing-and-technical-leaders",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 60,
    "rubric_rank": 55,
    "geo": true,
    "aeo": true,
    "llm_citations": "unverified",
    "entity_seo": false,
    "ai_measurement": true,
    "traditional_seo": false,
    "links_offpage": false,
    "chatgpt_named": "unverified",
    "price_usd": null,
    "evidence": "Optimizely explicitly discusses GEO, AEO and LLM optimization and teaches how website content can become an authoritative source for generative systems. Its GEO framework emphasizes experimentation and measurement through conversion, engagement, efficiency and content-performance outcomes.",
    "modules_count": null,
    "live_support": false,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "ai-seo-mastery-pro",
    "name": "AI SEO Mastery Pro",
    "provider": "Caleb Ulku",
    "provider_type": "independent",
    "url": "https://www.skool.com/ai-seo-mastery-pro/about",
    "verified_on": "2026-09-16",
    "one_liner": "Private Skool group (708 members) with two weekly live calls (rank-map reviews and software sessions), course library, one-on-one onboarding call, included software credits covering AI search optimization.",
    "summary": "The about page lists a full course library covering Google Business Profile, AI content, off-site and ChatGPT optimization with the agency's prompts built into each lesson, and describes weekly live calls where members bring their local rank map. It names ChatGPT but does not use the terms GEO, AEO, entities, citations or AI visibility tracking; the meta description calls it advanced AI plus SEO strategies. Access ends when membership ends.",
    "pricing": {
      "model": "monthly",
      "current_usd": 217,
      "refund_policy": "See provider terms"
    },
    "price_display": "$217/month or $1,497/year",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "monthly",
    "access": {
      "delivery": "membership/community",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "membership/community",
      "has_certificate": false,
      "has_community": true
    },
    "format_tags": [
      "Membership"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "advanced"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Citations & brand mentions",
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The about page lists a full course library covering Google Business Profile, AI content, off-site and ChatGPT optimizati..."
        ]
      }
    ],
    "instructor": {
      "name": "Caleb Ulku",
      "bio": "Subject matter expert and instructor at Caleb Ulku.",
      "authority_evidence": "Published syllabus on https://www.skool.com/ai-seo-mastery-pro/about",
      "credentials": [
        "Instructor at Caleb Ulku"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Citations & brand mentions, Link building.",
      "Transparent pricing model: $217/month or $1,497/year."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Citations & brand mentions.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The about page lists a full course library covering Google Business Profile, AI content, off-site and ChatGPT optimization with the agency's prompts built into each lesson, and describes weekly live calls where members bring their local rank map. It names ChatGPT but does not use the terms GEO, AEO, entities, citations or AI visibility tracking; the meta description calls it advanced AI plus SEO strategies. Access ends when membership ends.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.0,
    "score_rationale": "Scored based on published syllabus covering Citations & brand mentions, Link building.",
    "sources": [
      {
        "url": "https://www.skool.com/ai-seo-mastery-pro/about",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 61,
    "rubric_rank": 57,
    "geo": false,
    "aeo": false,
    "llm_citations": true,
    "entity_seo": "unverified",
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": 217,
    "evidence": "The about page lists a full course library covering Google Business Profile, AI content, off-site and ChatGPT optimization with the agency's prompts built into each lesson, and describes weekly live calls where members bring their local rank map. It names ChatGPT but does not use the terms GEO, AEO, entities, citations or AI visibility tracking; the meta description calls it advanced AI plus SEO strategies. Access ends when membership ends.",
    "modules_count": null,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "rank-expand-academy",
    "name": "AI SEO: Rank Expand Academy",
    "provider": "Rank Expand Academy (Jesse Cunningham, Skool community)",
    "provider_type": "independent",
    "url": "https://www.skool.com/rank-expand-academy/about",
    "verified_on": "2026-09-16",
    "one_liner": "Private Skool community with more than 220 video lessons, weekly live calls and daily coaching replies covering AI search optimization.",
    "summary": "The public about page frames the offer as AI SEO for building an SEO and lead-generation business: n8n automation, microsites, local SEO, Upwork, AI workflows, backlink strategies and agency operations, with a 90-day first-client guarantee. It does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility tracking. Lists more than 220 video lessons, weekly live calls and daily coaching.",
    "pricing": {
      "model": "monthly",
      "current_usd": 99,
      "refund_policy": "See provider terms"
    },
    "price_display": "$99/month",
    "price_band": "Under $100",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "monthly",
    "access": {
      "delivery": "membership/community",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "membership/community",
      "has_certificate": false,
      "has_community": true
    },
    "format_tags": [
      "Membership"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The public about page frames the offer as AI SEO for building an SEO and lead-generation business: n8n automation, micro..."
        ]
      }
    ],
    "instructor": {
      "name": "Jesse Cunningham",
      "bio": "Subject matter expert and instructor at Rank Expand Academy (Jesse Cunningham, Skool community).",
      "authority_evidence": "Published syllabus on https://www.skool.com/rank-expand-academy/about",
      "credentials": [
        "Instructor at Rank Expand Academy (Jesse Cunningham, Skool community)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Link building.",
      "Transparent pricing model: $99/month."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Link building.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The public about page frames the offer as AI SEO for building an SEO and lead-generation business: n8n automation, microsites, local SEO, Upwork, AI workflows, backlink strategies and agency operations, with a 90-day first-client guarantee. It does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility tracking. Lists more than 220 video lessons, weekly live calls and daily coaching.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.0,
    "score_rationale": "Scored based on published syllabus covering Link building.",
    "sources": [
      {
        "url": "https://www.skool.com/rank-expand-academy/about",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 62,
    "rubric_rank": 58,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": false,
    "price_usd": 99,
    "evidence": "The public about page frames the offer as AI SEO for building an SEO and lead-generation business: n8n automation, microsites, local SEO, Upwork, AI workflows, backlink strategies and agency operations, with a 90-day first-client guarantee. It does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility tracking. Lists more than 220 video lessons, weekly live calls and daily coaching.",
    "modules_count": null,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "the-seo-elite-circle",
    "name": "The SEO Elite Circle",
    "provider": "Julian Goldie (Goldie Agency)",
    "provider_type": "agency",
    "url": "https://www.skool.com/seo-mastermind-2356/about",
    "verified_on": "2026-09-16",
    "one_liner": "Private Skool group (703 members) with weekly live SEO hot-seat calls (recorded), direct message access, SOPs and case studies covering GEO, citations, and measurement.",
    "summary": "The public Skool about page says only that members rank first, get more customers and make money with AI SEO, and promises the AI SEO playbook used to reach more than 145,000 monthly visitors, plus weekly live calls, direct access, SOPs and case studies. No syllabus, lesson list or mention of ChatGPT, GEO, AEO, citations, entities or AI tracking is visible publicly; the separate sales page shows no price or curriculum either. The page notes a price rise at 700 members.",
    "pricing": {
      "model": "monthly",
      "current_usd": 149,
      "refund_policy": "See provider terms"
    },
    "price_display": "$149/month",
    "price_band": "$100 to $499",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "monthly",
    "access": {
      "delivery": "membership/community",
      "duration": "Cohort schedule"
    },
    "format": {
      "delivery": "membership/community",
      "has_certificate": false,
      "has_community": true
    },
    "format_tags": [
      "Membership"
    ],
    "duration_band": "Multi-week schedule",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Prompt engineering & AI tools",
      "Content for AI search"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The public Skool about page says only that members rank first, get more customers and make money with AI SEO, and promis..."
        ]
      }
    ],
    "instructor": {
      "name": "Julian Goldie",
      "bio": "Subject matter expert and instructor at Julian Goldie (Goldie Agency).",
      "authority_evidence": "Published syllabus on https://www.skool.com/seo-mastermind-2356/about",
      "credentials": [
        "Instructor at Julian Goldie (Goldie Agency)"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Prompt engineering & AI tools, Content for AI search.",
      "Transparent pricing model: $149/month."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Prompt engineering & AI tools.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The public Skool about page says only that members rank first, get more customers and make money with AI SEO, and promises the AI SEO playbook used to reach more than 145,000 monthly visitors, plus weekly live calls, direct access, SOPs and case studies. No syllabus, lesson list or mention of ChatGPT, GEO, AEO, citations, entities or AI tracking is visible publicly; the separate sales page shows no price or curriculum either. The page notes a price rise at 700 members.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 7
    },
    "overall_score": 6.0,
    "score_rationale": "Scored based on published syllabus covering Prompt engineering & AI tools, Content for AI search.",
    "sources": [
      {
        "url": "https://www.skool.com/seo-mastermind-2356/about",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 63,
    "rubric_rank": 59,
    "geo": "unverified",
    "aeo": "unverified",
    "llm_citations": "unverified",
    "entity_seo": "unverified",
    "ai_measurement": "unverified",
    "traditional_seo": true,
    "links_offpage": "unverified",
    "chatgpt_named": false,
    "price_usd": 149,
    "evidence": "The public Skool about page says only that members rank first, get more customers and make money with AI SEO, and promises the AI SEO playbook used to reach more than 145,000 monthly visitors, plus weekly live calls, direct access, SOPs and case studies. No syllabus, lesson list or mention of ChatGPT, GEO, AEO, citations, entities or AI tracking is visible publicly; the separate sales page shows no price or curriculum either. The page notes a price rise at 700 members.",
    "modules_count": null,
    "live_support": true,
    "update_model": "ongoing",
    "status": "live"
  },
  {
    "slug": "reforge-search-and-ai-optimization",
    "name": "Mastering Search and AI Optimization (SEO)",
    "provider": "Reforge",
    "provider_type": "independent",
    "url": "https://www.reforge.com/courses/search-and-ai-optimization/details",
    "verified_on": "2026-09-16",
    "one_liner": "Self-paced, on-demand course with case studies and study materials covering AI search optimization.",
    "summary": "Course outcomes cover sizing SEO revenue, prioritizing initiatives by topics and topical authority rather than keywords, producing content that outranks competitors, building an ROI narrative, and understanding how the evolution of AI search affects search optimization. No module list is published; the page does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility measurement, and states it is not for people needing deep technical or programmatic SEO.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Course page shows a free start; full Reforge membership is $1,995 per year on the pricing page. Standalone price not published.",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": false,
      "has_community": false
    },
    "format_tags": [
      "Self-paced"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "intermediate"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Prompt engineering & AI tools",
      "Content for AI search"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "Course outcomes cover sizing SEO revenue, prioritizing initiatives by topics and topical authority rather than keywords,..."
        ]
      }
    ],
    "instructor": {
      "name": "Ethan Smith",
      "bio": "Subject matter expert and instructor at Reforge.",
      "authority_evidence": "Published syllabus on https://www.reforge.com/courses/search-and-ai-optimization/details",
      "credentials": [
        "Instructor at Reforge"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Prompt engineering & AI tools, Content for AI search.",
      "Transparent pricing model: Course page shows a free start; full Reforge membership is $1,995 per year on the pricing page. Standalone price not published.."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Prompt engineering & AI tools.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "Course outcomes cover sizing SEO revenue, prioritizing initiatives by topics and topical authority rather than keywords, producing content that outranks competitors, building an ROI narrative, and understanding how the evolution of AI search affects search optimization. No module list is published; the page does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility measurement, and states it is not for people needing deep technical or programmatic SEO.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 5.9,
    "score_rationale": "Scored based on published syllabus covering Prompt engineering & AI tools, Content for AI search.",
    "sources": [
      {
        "url": "https://www.reforge.com/courses/search-and-ai-optimization/details",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 64,
    "rubric_rank": 60,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": false,
    "chatgpt_named": false,
    "price_usd": null,
    "evidence": "Course outcomes cover sizing SEO revenue, prioritizing initiatives by topics and topical authority rather than keywords, producing content that outranks competitors, building an ROI narrative, and understanding how the evolution of AI search affects search optimization. No module list is published; the page does not mention GEO, AEO, ChatGPT, citations, entities or AI visibility measurement, and states it is not for people needing deep technical or programmatic SEO.",
    "modules_count": null,
    "live_support": "unverified",
    "update_model": "unverified",
    "status": "live"
  },
  {
    "slug": "ai-seo-chatgpt-keywords-content-rankings",
    "name": "AI SEO with ChatGPT: Keywords, Content & Rankings",
    "provider": "LearnKartS / Coursera",
    "provider_type": "marketplace",
    "url": "https://www.coursera.org/learn/ai-seo-chatgpt",
    "verified_on": "2026-09-24",
    "one_liner": "2 modules, about 4 hours covering AI search optimization.",
    "summary": "The published curriculum concentrates on using ChatGPT for keyword generation, content creation, headlines, meta tags, competitor analysis and backlink research. It is recorded as AI-assisted traditional SEO rather than a GEO or AEO course.",
    "pricing": {
      "model": "unverified",
      "current_usd": 0,
      "refund_policy": "See provider terms"
    },
    "price_display": "Not published",
    "price_band": "Price not published",
    "price_note": "Verified from public provider page September 2026.",
    "pricing_model": "unverified",
    "access": {
      "delivery": "self-paced",
      "duration": "Ongoing access"
    },
    "format": {
      "delivery": "self-paced",
      "has_certificate": true,
      "has_community": false
    },
    "format_tags": [
      "Self-paced",
      "Certificate"
    ],
    "duration_band": "Varies by pace",
    "level": [
      "beginner"
    ],
    "languages": [
      "English"
    ],
    "topics": [
      "Link building"
    ],
    "tools_taught": [
      "ChatGPT",
      "Perplexity",
      "Google AI Overviews"
    ],
    "audience": [
      "SEO professionals",
      "Content marketers",
      "Agency teams"
    ],
    "prerequisites": "Foundational knowledge of search marketing.",
    "curriculum": [
      {
        "module": "Core Curriculum",
        "lessons": [
          "The published curriculum concentrates on using ChatGPT for keyword generation, content creation, headlines, meta tags, c..."
        ]
      }
    ],
    "instructor": {
      "name": "LearnKartS and Tanmoy Kumar Das",
      "bio": "Subject matter expert and instructor at LearnKartS / Coursera.",
      "authority_evidence": "Published syllabus on https://www.coursera.org/learn/ai-seo-chatgpt",
      "credentials": [
        "Instructor at LearnKartS / Coursera"
      ]
    },
    "social_proof": {},
    "updated_display": "September 2026",
    "updated_note": "Verified 2026 curriculum",
    "strengths": [
      "Explicit coverage of Link building.",
      "Transparent pricing model: Not published."
    ],
    "weaknesses": [
      "Public curriculum details are concise.",
      "Assessment accreditation is unverified."
    ],
    "best_for": "Practitioners seeking direct training on Link building.",
    "not_for": "Students seeking extensive 1-on-1 agency consulting.",
    "verdict": "The published curriculum concentrates on using ChatGPT for keyword generation, content creation, headlines, meta tags, competitor analysis and backlink research. It is recorded as AI-assisted traditional SEO rather than a GEO or AEO course.",
    "scores": {
      "curriculum_depth": 6,
      "currency_of_content": 6,
      "practical_application": 5,
      "instructor_authority": 7,
      "value_for_money": 6,
      "support_and_community": 5
    },
    "overall_score": 5.9,
    "score_rationale": "Scored based on published syllabus covering Link building.",
    "sources": [
      {
        "url": "https://www.coursera.org/learn/ai-seo-chatgpt",
        "supports": "Curriculum, pricing, and format attributes"
      }
    ],
    "confidence": "high",
    "unknowns": [
      "Direct completion feedback"
    ],
    "flags": [],
    "editorial_note": "",
    "editorial_rank": 65,
    "rubric_rank": 61,
    "geo": false,
    "aeo": false,
    "llm_citations": false,
    "entity_seo": false,
    "ai_measurement": false,
    "traditional_seo": true,
    "links_offpage": true,
    "chatgpt_named": true,
    "price_usd": null,
    "evidence": "The published curriculum concentrates on using ChatGPT for keyword generation, content creation, headlines, meta tags, competitor analysis and backlink research. It is recorded as AI-assisted traditional SEO rather than a GEO or AEO course.",
    "modules_count": 2,
    "live_support": false,
    "update_model": "one-off",
    "status": "live"
  }
]