# Metehan Yesilyurt — metehan.ai

> AI Search and SEO researcher. Publishing original research on LLM visibility, AI-powered search engines, and the next era of discoverability.

## Links

- Website: https://metehan.ai
- X: https://x.com/metehan777
- LinkedIn: https://www.linkedin.com/in/metehanyesilyurt
- GitHub: https://github.com/metehan777
- Substack: https://metehanai.substack.com
- RSS: https://metehan.ai/rss.xml
- Sitemap: https://metehan.ai/sitemap-index.xml
- llms-full.txt: https://metehan.ai/llms-full.txt

## Topics

- AI Search & LLM Visibility (AEO / GEO)
- Google Discover Architecture
- Screaming Frog AI Integrations
- MCP Servers for SEO Tools
- Tokenizer & Embedding Research
- Search Algorithm Reverse-Engineering

## Articles (66)

- [I Crawled 65,000 Pages of My Own Site Without Parsing a Single Line of HTML](https://metehan.ai/blog/http-headers-internal-links/): Somewhere between talks on day one, I think it was during a hallway conversation about how badly LLM crawlers struggle with rendered DOMs. A question I had been chewing on for months finally crystalized...
- [How I Turned Meta AI's Brain Scanner Model Into a Free SEO Tool](https://metehan.ai/blog/how-i-turned-meta-ais-brain-scanner-model-into-a-free-seo-tool/): I took Meta AI's TRIBE v2 model and turned it into a free SEO
- [I Turned 16 Months of Google Search Console Data Into a Vector Database.](https://metehan.ai/blog/i-turned-16-months-of-google-search-console-data-into-a-vector-database-heres-what-i-learned/): "I had a simple question: what if I could talk to my search
- ["I Built a 60,000-Page AI Website for $10: GPTBot Crawled It 30,000+](https://metehan.ai/blog/i-built-a-60-000-page-ai-website-for-10-gptbot-crawled-it-30-000-times-in-12-hours/): "Let me be clear upfront: this website is designed purely as an
- ["Google Discover Architecture: Clusters, Classifiers, OG Tags, NAIADES -](https://metehan.ai/blog/google-discover-architecture/): "Google Discover Architecture: Clusters, Classifiers, OG Tags,
- [Reverse-Engineering the OpenAI's GPT-5 Tokenizer: What 200,000 Tokens Reveal About AEO/GEO](https://metehan.ai/blog/reverse-engineering-the-gpt-5-tokenizer-aeo-geo/): Reverse-Engineering the OpenAI's GPT-5 Tokenizer: What 200,000 Tokens Reveal About AEO/GEO
- [I Built a Tool for AI Agent Discovery in One Weekend and It's Free](https://metehan.ai/blog/i-built-a-tool-for-ai-agents-in-one-weekend/): I Built a Tool for AI Agent Discovery in One Weekend and It's Free
- [The Hidden Authority Signal: Why Your CC Rank May Matter More for AI Visibility](https://metehan.ai/blog/cc-rank/): The Hidden Authority Signal: Why Your CC Rank May Matter More for AI Visibility
- [ChatGPT's Personal Memory Affects Everything In Responses & OpenAI is Using Google Analytics](https://metehan.ai/blog/chatgpts-personal-memory-affects-everything-in-responses-openai-is-using-google-analytics/): ChatGPT's Personal Memory Affects Everything In Responses & OpenAI is Using Google Analytics
- [How I Accidentally Triggered 125K Google Impressions Through LLM \"AI News Today Recency\" Bias](https://metehan.ai/blog/how-i-accidentally-triggered-125k-google-impressions-through-llm-ai-news-today-recency-bias/): How I Accidentally Triggered 125K Google Impressions Through LLM \"AI News Today Recency\" Bias
- [Stop Guessing Which Prompts to Track: Use Your GSC Data to Discover Where You're Already Visible in AI Search](https://metehan.ai/blog/stop-guessing-which-prompts-to-track/): Stop Guessing Which Prompts to Track: Use Your GSC Data to Discover Where You're Already Visible in AI Search
- [Reverse-Engineering Google AI Mode: What Discovery Engine Reveals About Google's AI Search Architecture](https://metehan.ai/blog/reverse-engineering-google-ai-mode/): Reverse-Engineering Google AI Mode: What Discovery Engine Reveals About Google's AI Search Architecture
- [How ChatGPT Uses the Public Suffix List to Treat Domains & Subdomains Differently](https://metehan.ai/blog/how-chatgpt-uses-the-public-suffix-list/): How ChatGPT Uses the Public Suffix List to Treat Domains & Subdomains Differently
- [100+ Questions That Show AEO/GEO Is Different Than SEO](https://metehan.ai/blog/100-questions-that-show-aeo-geo-is-different-than-seo/): 100+ Questions That Show AEO/GEO Is Different Than SEO
- [[FREE CODE INSIDE] How to Run Visual Query Fan-Out Analysis in Screaming Frog Using OpenAI](https://metehan.ai/blog/visual-query-fan-out-screaming-frog/): [FREE CODE INSIDE] How to Run Visual Query Fan-Out Analysis in Screaming Frog Using OpenAI
- [I Found It in the Code, Science Proved It in the Lab: The Recency Bias That's Reshaping AI Search](https://metehan.ai/blog/i-found-it-in-the-code-science-proved-it-in-the-lab-the-recency-bias-thats-reshaping-ai-search/): I Found It in the Code, Science Proved It in the Lab: The Recency Bias That's Reshaping AI Search
- [The num=100 Effect: Why Deep Research Feels Shrinks](https://metehan.ai/blog/the-num100-effect-why-deep-research-feels-shrinks/): The num=100 Effect: Why Deep Research Feels Shrinks
- [The RRF Top-n Playbook: How to Get Cited by ChatGPT’s Web Mode (k≈60)](https://metehan.ai/blog/the-rrf-top-n-playbook-how-to-get-cited-by-chatgpts-web-mode/): The RRF Top-n Playbook: How to Get Cited by ChatGPT’s Web Mode (k≈60)
- [Inside ChatGPT's GPT 5 Search: What the Configuration Files Reveal About How It Ranks Your Content](https://metehan.ai/blog/chatgpt-5-search-configuration/): Inside ChatGPT's GPT 5 Search: What the Configuration Files Reveal About How It Ranks Your Content
- [I Analyzed 1827 Real User Prompts from ChatGPT - Here What I've Found: Agentic Search Will Be The New Hype](https://metehan.ai/blog/i-analyzed-1827-real-user-prompts-from-chatgpt-here-what-ive-found-agentic-search/): I Analyzed 1827 Real User Prompts from ChatGPT - Here What I've Found: Agentic Search Will Be The New Hype
- [Breaking: Perplexity's 59 Ranking Patterns and Secret Browser Architecture Revealed (With Code)](https://metehan.ai/blog/perplexity-ai-seo-59-ranking-patterns/): Breaking: Perplexity's 59 Ranking Patterns and Secret Browser Architecture Revealed (With Code)
- [Token Economics: Can Logprobs Help You Increase AI Search Visibility?](https://metehan.ai/blog/token-economics-log-probabilities-ai-search-visibility/): Token Economics: Can Logprobs Help You Increase AI Search Visibility?
- [Is RRF the Secret to Dominating AI Citations? I Decoded ChatGPT's Ranking Formula](https://metehan.ai/blog/chatgpt-is-using-reciprocal-rank-fusion-rrf/): Is RRF the Secret to Dominating AI Citations? I Decoded ChatGPT's Ranking Formula
- [What Happens When You Launch a Website Without Google or Bing? (AI Citation Test)](https://metehan.ai/blog/what-happens-when-you-launch-a-website-without-google-or-bing-ai-citation-test/): What Happens When You Launch a Website Without Google or Bing? (AI Citation Test)
- [The Temperature Zero Trick: How to Discover What LLMs Really Know About Any Company in 30 Seconds](https://metehan.ai/blog/temperature-llms/): The Temperature Zero Trick: How to Discover What LLMs Really Know About Any Company in 30 Seconds
- [Is It Possible to Build? Universal LLM Optimization Analyzer with Gemini API for Screaming Frog](https://metehan.ai/blog/llm-optimization-analyzer-screaming-frog/): Is It Possible to Build? Universal LLM Optimization Analyzer with Gemini API for Screaming Frog
- [CiteMET Method Part 2: The Technical Playbook for AI Memory Optimization](https://metehan.ai/blog/citemet-method-part-2-ai-memory-optimization/): CiteMET Method Part 2: The Technical Playbook for AI Memory Optimization
- [[MUVERA] How to Run a Multi-Vector Retrieval Analysis with Screaming Frog](https://metehan.ai/blog/screaming-frog-muvera-analysis/): [MUVERA] How to Run a Multi-Vector Retrieval Analysis with Screaming Frog
- [Why \"AI Share Buttons\" Might Be the Smartest Growth Hack: The CiteMET Method](https://metehan.ai/blog/citemet-ai-share-buttons-growth-hack-for-llms/): Why \"AI Share Buttons\" Might Be the Smartest Growth Hack: The CiteMET Method
- [How to Run Query Fan-Out Analysis in Screaming Frog Using Gemini AI](https://metehan.ai/blog/query-fan-out-screaming-frog-ai/): How to Run Query Fan-Out Analysis in Screaming Frog Using Gemini AI
- [Experiment with Google Document AI Layout Parser: Here's What I Found](https://metehan.ai/blog/google-document-ai-layout-parser/): Experiment with Google Document AI Layout Parser: Here's What I Found
- [Experiment with Google Vertex AI Ranking API: Here's What I Found (Free Script)](https://metehan.ai/blog/google-vertex-ai-ranking-api/): Experiment with Google Vertex AI Ranking API: Here's What I Found (Free Script)
- [Google Discovery Engine Demo for AIO and AI Mode: A Hands-On SEO Playground](https://metehan.ai/blog/google-discovery-engine-demo-a-hands-on-seo-playground/): Google Discovery Engine Demo for AIO and AI Mode: A Hands-On SEO Playground
- [Moz MCP: Bring Your SEO Tool Capabilities into LLMs](https://metehan.ai/blog/moz-mcp/): Moz MCP: Bring Your SEO Tool Capabilities into LLMs
- [AlsoAsked MCP Server: Bringing \"People Also Ask\" Insights Directly into AI](https://metehan.ai/blog/alsoasked-mcp/): AlsoAsked MCP Server: Bringing \"People Also Ask\" Insights Directly into AI
- [Yes, You Can Track AI Search Engines in Google Search Console! Here's the Workaround](https://metehan.ai/blog/how-to-track-google-ai-mode-ai-search-engines-on-search-console-there-might-be-a-workaround/): Yes, You Can Track AI Search Engines in Google Search Console! Here's the Workaround
- [Semrush MCP Server: Integrating Semrush with AI (Code Inside)](https://metehan.ai/blog/semrush-mcp/): Semrush MCP Server: Integrating Semrush with AI (Code Inside)
- [GEO or SEO? The Future of SEO is Not What You Think](https://metehan.ai/blog/geo-or-seo-the-future-of-seo-is-not-what-you-think/): GEO or SEO? The Future of SEO is Not What You Think
- [Google Translate Proxy Pages Are Dominating AI Overviews in Europe, too — And No One Controls It](https://metehan.ai/blog/google-translate-proxy-pages-are-dominating-ai-overviews-in-europe-too-and-no-one-controls-it/): Google Translate Proxy Pages Are Dominating AI Overviews in Europe, too — And No One Controls It
- [Google AI Mode Optimization: I Analyzed My Website with Query Fan-Out Technique - What Did I Learn?](https://metehan.ai/blog/google-ai-mode-optimization-query-fan-out/): Google AI Mode Optimization: I Analyzed My Website with Query Fan-Out Technique - What Did I Learn?
- [Reddit Is Dead, Unseen by SEOs: Google Translate’s Proxy Pages Pull 606M Visits Monthly](https://metehan.ai/blog/reddit-is-dead-unseen-by-seos-google-translates-proxy-pages-pull-606m-visits-monthly/): Reddit Is Dead, Unseen by SEOs: Google Translate’s Proxy Pages Pull 606M Visits Monthly
- [17 Untapped Backlink Sources (2026 Edition)](https://metehan.ai/blog/17-untapped-backlink-sources/): 17 Untapped Backlink Sources (2025 Edition)
- [The Ultimate Guide to OpenAI's SearchGPT Shopping](https://metehan.ai/blog/openai-searchgpt-ecommerce-guide/): In the ever-evolving landscape of search technology, OpenAI has once again pushed the boundaries with its groundbreaking SearchGPT Shopping Feature. This innovative tool represents a paradigm shift in how consumers discover and interact with products...
- [The Link Lazarus Method: How Dead Wikipedia Links Leveraged My Link Building (300,000$ Saved)](https://metehan.ai/blog/link-lazarus-method/): The Link Lazarus Method: How Dead Wikipedia Links Leveraged My Link Building (300,000$ Saved)
- [AI & Machine Learning in Search: The Complete Guide for SEO Professionals](https://metehan.ai/blog/ai-machine-learning-in-search/): In the constantly evolving landscape of search engine optimization, few technological advancements have disrupted the field quite like artificial intelligence and machine learning. Personally, I think as someone who's spent over a decade navigating t...
- [image-to-SEO: I Built an AI Tool to Decode Google Discover. Here's What It Found](https://metehan.ai/blog/image-to-seo-i-built-an-ai-tool-to-decode-google-discover-heres-what-it-found/): image-to-SEO: I Built an AI Tool to Decode Google Discover. Here's What It Found
- [The Ultimate HCU Recovery Playbook: Proven Tactics to Reclaim Your Lost SEO Traffic](https://metehan.ai/blog/the-ultimate-hcu-recovery-playbook/): The Ultimate HCU Recovery Playbook: Proven Tactics to Reclaim Your Lost SEO Traffic
- [After BrightonSEO 2025 April...](https://metehan.ai/blog/after-brightonseo-2025-april/): After BrightonSEO 2025 April...
- [Google Search Console MCP: Chatting with Your Google Search Console Data](https://metehan.ai/blog/google-search-console-mcp/): Have you ever switched between your AI chat and Google Search Console? Maybe asking Claude a question, then hopping over to GSC to check clicks, impressions, or if that new page is indexed? Then meet with Google Search Console MCP.
- [How to Set Up an AI-Powered SEO Ranking Predictor (Less than $10)](https://metehan.ai/blog/how-to-set-up-an-ai-powered-seo-ranking-predictor-less-than-10/): How to Set Up an AI-Powered SEO Ranking Predictor (Less than $10)
- [Embedding SEO: Use Gemini & Claude to Decode Your Content's Ranking DNA (Free Tool Inside)](https://metehan.ai/blog/embedding-seo-tool-analysis/): Embedding SEO: Use Gemini & Claude to Decode Your Content's Ranking DNA (Free Tool Inside)
- [Automate Your Backlink Opportunities with Screaming Frog (and OpenAI)](https://metehan.ai/blog/automate-your-backlink-opportunities-with-screaming-frog-and-openai/): Automate Your Backlink Opportunities with Screaming Frog (and OpenAI)
- [SEO Insights with Google's Gemini Embeddings (A Free Tool Inside)](https://metehan.ai/blog/seo-insights-with-googles-gemini-embeddings-a-free-tool-inside/): SEO Insights with Google's Gemini Embeddings (A Free Tool Inside)
- [Introducing the Programmatic SEO Plan Builder: Streamline Content Strategy](https://metehan.ai/blog/introducing-the-programmatic-seo-plan-builder/): Introducing the Programmatic SEO Plan Builder: Streamline Content Strategy
- [Does ChatGPT & DeepSeek R1 Recognize Your Brand? (Now, there is a way to check)](https://metehan.ai/blog/does-chatgpt-recognize-your-brand/): Does ChatGPT & DeepSeek R1 Recognize Your Brand? (Now, there is a way to check)
- [Screaming Frog and DeepSeek Integration: Supercharge Your SEO](https://metehan.ai/blog/screaming-frog-deepseek-integration/): Screaming Frog and DeepSeek Integration: Supercharge Your SEO
- [Enhancing SEO with AI: Implementing an Automated Agent Using browser-use and DeepSeek R1](https://metehan.ai/blog/browser-use-and-deepseek-r1-seo-agent/): Enhancing SEO with AI: Implementing an Automated Agent Using browser-use and DeepSeek R1
- [How to Optimize Your Website for AI Overviews? Google Cloud Case Study](https://metehan.ai/blog/how-to-optimize-your-website-for-ai-overviews-google-cloud-case-study/): How to Optimize Your Website for AI Overviews? Google Cloud Case Study
- [(FREE TOOL) Advanced Google Discover Optimizer: Recover or Increase Your Traffic](https://metehan.ai/blog/free-tool-advanced-google-discover-optimizer-recover-traffic-or-increase/): (FREE TOOL) Advanced Google Discover Optimizer: Recover or Increase Your Traffic
- [Improve Your SEO Strategy with Cosine Similarity and Topic Clustering Tool](https://metehan.ai/blog/improve-your-seo-strategy-with-cosine-similarity-and-topic-clustering-tool/): Improve Your SEO Strategy with Cosine Similarity and Topic Clustering Tool
- [The Top AI Search Engines Liaisons/Leaders to Follow in 2025 (John Mueller and Danny Sullivan are not in the list)](https://metehan.ai/blog/the-top-ai-search-engines-experts-to-follow-in-2025/): The Top AI Search Engines Liaisons/Leaders to Follow in 2025 (John Mueller and Danny Sullivan are not in the list)
- [An Open-Source Google ReRanker: Transforming Google Results with AI Magic](https://metehan.ai/blog/an-open-source-google-reranker-transforming-google-results-with-ai-magic/): An Open-Source Google ReRanker: Transforming Google Results with AI Magic
- [How I Got to Ranking #1 in SearchGPT: A Step-by-Step Guide](https://metehan.ai/blog/how-to-rank-1-in-searchgpt-a-step-by-step-guide/): How I Got to Ranking #1 in SearchGPT: A Step-by-Step Guide
- [How to Submit & Index Your Page on SearchGPT? (An Experiement & Results)](https://metehan.ai/blog/how-to-submit-index-your-page-on-searchgpt-an-experiement-results/): How to Submit & Index Your Page on SearchGPT? (An Experiement & Results)
- [Google's Secret Sauce: Embeddings - The Key to Understanding Search Intent](https://metehan.ai/blog/googles-secret-sauce-embeddings-the-key-to-understanding-search-intent/): Google's Secret Sauce: Embeddings - The Key to Understanding Search Intent
- [Advanced Technical Insights into Perplexity AI's Potential Algorithm Weights: A Case Study](https://metehan.ai/blog/advanced-technical-insights-into-perplexity-ais-potential-algorithm-weights-a-case-study/): Advanced Technical Insights into Perplexity AI's Potential Algorithm Weights: A Case Study