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
- 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)
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- URL Denetleme Aracı Search Console Yardımı · undated
See a URL’s index status, test the live version and request indexing.
- Site haritası oluşturma ve gönderme Google Search Central · undated
Sitemap formats and how to submit them to Google.
- [GA4] Traffic acquisition report Google Analytics Help · undated
Shows where new and returning visitors come from: Reports → Acquisition → Traffic acquisition.
- 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)
- 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.
- 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.
- 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.
- 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.
- 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.
- Bing Webmaster Tools or Google Search Console: A Comparison Bing Webmaster Blog · 2024-08-20
Bing recommends using both tools together.
- 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.
- 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)
- 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.
- Anthropic Trust Center — Subprocessors Anthropic · read 2026-10-26
Brave Search and TurboPuffer are listed as web search subprocessors for Claude.
Perplexity
- 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
- 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.
- AI Crawl Control Cloudflare Docs · 2026-08-14
Shows which AI services access your site; allow/block rules per crawler. Available on all plans.
- 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.
- Cloudflare Pages Cloudflare Docs · 2026-08-25
Cloudflare recommends starting new projects on Workers.
- 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.
- Billing and limitations — Workers static assets Cloudflare Workers Docs · 2026-04-23
Requests to static assets are free and unlimited.
- Limits — Cloudflare Workers Cloudflare Workers Docs · 2026-10-12
Free plan: 20,000 files per version, 25 MiB per file.
- workers.dev Cloudflare Workers Docs · 2026-09-22
Every Worker gets a free workers.dev address.
llms.txt
- 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.
- 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
- 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).
- 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%.
- 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.
- 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.
- 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).
- 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.