Generative engine optimization research and sources · 44

Every claim, a source.

Primary sources first: the platforms’ own documentation and peer-reviewed research. Every link was opened and read on October 26, 2026.

Academic research

  1. GEO: Generative Engine Optimization Aggarwal, Murahari, Rajpurohit, Kalyan, Narasimhan, Deshpande — KDD 2024 · 2024-06-28 (v3)

    Origin of the term GEO. Citing sources, adding quotations and statistics increased visibility in generative engine answers by up to 40%. Tested on a simulated engine (gpt-3.5-turbo) and Perplexity.ai.

OpenAI (ChatGPT)

  1. Overview of OpenAI Crawlers OpenAI · undated

    OAI-SearchBot surfaces sites in ChatGPT search; sites that block it are not shown in ChatGPT search answers. GPTBot is for training. ChatGPT-User acts on user requests.

  2. Searching the web with ChatGPT OpenAI Help Center · ~2026-10-20

    ChatGPT ranks search results using multiple factors; placement is not guaranteed. It sometimes partners with other search providers.

  3. Introducing ChatGPT search OpenAI · 2024-10-31

    ChatGPT search uses third-party search providers and content from partners; any website can choose to appear in ChatGPT search.

  4. Advertiser Guidance for Allowing OpenAI Web Crawlers OpenAI Help Center · ~2026-10-25

    Cloudflare, WAFs, CAPTCHAs and JS challenges can block crawlers with a 403. OpenAI publishes its search bot IP list.

  5. ChatGPT Ads expands to 26 new countries as over 100,000 advertisers have used the platform OpenAI · 2026-10-21

    ChatGPT Ads are available in 89 countries; ads appear only on the Free and Go plans; Plus, Pro and Enterprise stay ad-free. Ads are labeled, separate from answers and do not influence them.

  6. Ads Manager Availability OpenAI Help Center · read 2026-10-27

    Country-by-country self-service availability for ChatGPT Ads Manager; Turkey is listed as available. The legal entity that advertises and is billed must be based in a listed country.

  7. A milestone in expanding access to AI OpenAI · 2026-08-31

    ChatGPT has more than 1 billion weekly active users. ChatGPT Ads reached a $1B annualized run rate; self-service Ads Manager opened in India, Europe, the Middle East and North Africa; CPC and outcome-optimized bidding, Pixel and Conversions API.

Google

  1. AI features and your website Google Search Central · 2025-12-10

    No additional requirements or special optimizations for AI Overviews and AI Mode; a page must be indexed and eligible for a snippet. AI Mode may use query fan-out.

  2. Optimizing your website for generative AI features on Google Search Google Search Central · 2026-07-10

    Optimizing for generative AI search is still SEO. Google Search ignores llms.txt files. No need to chunk content; structured data is not required. Use the generative AI report in Search Console.

  3. Introducing Search Generative AI performance reports in Search Console Google Search Central Blog · 2026-06-03

    A dedicated Search Console report for AI Overviews and AI Mode impressions. Rolled out to all sites on August 31, 2026.

  4. Generative AI performance report (Search) Search Console Yardımı · undated

    The report shows impressions only (no clicks, CTR or position). Several results from one site in a single AI feature count as one impression.

  5. Search Console’a web sitesi veya platform mülkü ekleme Search Console Yardımı · undated

    A URL-prefix property supports many verification methods; a Domain property is verified via DNS only and covers all subdomains.

  6. URL Denetleme Aracı Search Console Yardımı · undated

    See a URL’s index status, test the live version and request indexing.

  7. Site haritası oluşturma ve gönderme Google Search Central · undated

    Sitemap formats and how to submit them to Google.

  8. [GA4] Traffic acquisition report Google Analytics Help · undated

    Shows where new and returning visitors come from: Reports → Acquisition → Traffic acquisition.

  9. Google’s common crawlers (Google-Extended) Google · 2026-10-15

    Google-Extended controls use for Gemini training and grounding; it does not affect inclusion in Google Search.

Microsoft (Bing, Copilot)

  1. Introducing AI Performance in Bing Webmaster Tools Public Preview Bing Webmaster Blog · 2026-02-10

    AI Performance in Bing Webmaster Tools: how often you are cited in Microsoft Copilot and Bing AI summaries, cited pages and grounding queries.

  2. AI Performance — Bing Webmaster Tools Help Microsoft Bing · undated

    Grounding queries are the key phrases the AI used when retrieving content. The report does not measure ranking or authority.

  3. New AI Visibility Insights in Bing Webmaster Tools Bing Search Blog · 2026-06-16

    Intents, Topics, Citation Share and Compare added. Citation Share is an observational metric, not a ranking.

  4. Optimizing Your Content for Inclusion in AI Search Answers Microsoft Advertising Blog · 2025-10-08

    Clear headings, Q&A pairs, lists, tables and schema help. Walls of text, content hidden in tabs, PDFs and text inside images hurt.

  5. Start Using Bing Webmaster Tools to Improve Your Site Visibility Bing Webmaster Blog · 2025-06-17

    Keyword Research, up to 16 months of search performance data, Site Scan and importing sites from Google Search Console.

  6. Bing Webmaster Tools or Google Search Console: A Comparison Bing Webmaster Blog · 2024-08-20

    Bing recommends using both tools together.

  7. IndexNow FAQ indexnow.org · undated

    One submission is shared with all IndexNow-enabled engines (Bing, Yandex, Naver, Seznam, Yep, Amazon). Google is not listed. No guarantee of immediate indexing.

  8. AIPlatform and PaidAIPlatform channel groups Microsoft Clarity · 2025-12-05

    Tracks visits from ChatGPT, Claude, Gemini, Copilot and Perplexity as a separate channel.

Anthropic (Claude)

  1. Does Anthropic crawl data from the web, and how can site owners block the crawler? Claude Help Center · 2026-04-07

    ClaudeBot is for training, Claude-User for user requests, Claude-SearchBot for search quality. Blocking Claude-SearchBot may reduce search visibility.

  2. Anthropic Trust Center — Subprocessors Anthropic · read 2026-10-26

    Brave Search and TurboPuffer are listed as web search subprocessors for Claude.

Perplexity

  1. Perplexity Crawlers Perplexity · undated

    PerplexityBot crawls to surface sites in Perplexity results and is not used for model training. Perplexity-User acts on user requests.

Cloudflare

  1. New options to manage AI traffic Cloudflare Changelog · 2026-07-01

    AI traffic is split into Search, Agent and Training. Since September 15, 2026, new domains block Training and Agent bots only on pages with ads; Search stays allowed.

  2. AI Crawl Control Cloudflare Docs · 2026-08-14

    Shows which AI services access your site; allow/block rules per crawler. Available on all plans.

  3. Managed robots.txt Cloudflare Docs · 2026-10-22

    Managed robots.txt blocks training bots (GPTBot, ClaudeBot, Google-Extended, etc.); search bots are not on the list.

  4. Cloudflare Pages Cloudflare Docs · 2026-08-25

    Cloudflare recommends starting new projects on Workers.

  5. Static Assets Cloudflare Workers Docs · 2026-10-12

    Static files are uploaded from the assets directory in your Wrangler config and served from Cloudflare’s network.

  6. Billing and limitations — Workers static assets Cloudflare Workers Docs · 2026-04-23

    Requests to static assets are free and unlimited.

  7. Limits — Cloudflare Workers Cloudflare Workers Docs · 2026-10-12

    Free plan: 20,000 files per version, 25 MiB per file.

  8. workers.dev Cloudflare Workers Docs · 2026-09-22

    Every Worker gets a free workers.dev address.

llms.txt

  1. The /llms.txt file Jeremy Howard — llmstxt.org · 2024-09-03

    A proposal for a Markdown summary of a site for agents. A proposal, not a standard.

  2. Google: No AI System Currently Uses LLMs.txt Search Engine Roundtable · 2025-06-18

    Reports John Mueller (Google) saying in June 2025 that no AI system currently uses llms.txt. Second-hand report.

Industry studies

  1. 76% of AI Overview Citations Pull From the Top 10 Ahrefs · 2025-07-21

    76% of pages cited in AI Overviews rank in Google’s top 10 (1.9M citations).

  2. Only 12% of AI Cited URLs Rank in Google’s Top 10 for the Original Prompt Ahrefs · 2025-08-11

    About 12% of URLs cited by AI assistants rank in Google’s top 10 for the same prompt (15,000 prompts). For ChatGPT it is 8%.

  3. An Analysis of AI Overview Brand Visibility Factors (75K Brands Studied) Ahrefs · 2025-05-26

    Branded web mentions show the strongest correlation with AI Overview brand visibility (0.664). Correlation, not causation.

  4. Prime Day drives a record $26.4 billion Adobe · 2026-06-29

    AI traffic to US retail sites rose 235% year over year in Jan–May 2026; AI visitors converted 40% better than other channels.

  5. AI Traffic Converts at 3x the Rate of Other Channels (Study) Microsoft Clarity Blog · 2025-11-06

    AI referrals are under 1% of traffic but sign up at higher rates (1,277 domains).

  6. The rise of the AI crawler Vercel · 2024-12-17

    Most major AI crawlers do not execute JavaScript (except Gemini and AppleBot). Important content should be server-rendered HTML.

ajan@geoasked:~$ curl /llms.txt
Loading…
Agents start with these files →agent.mdllms.txtllms-full.txt