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metehan.ai

SEO, AEO & AI Research by Metehan Yesilyurt

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I Crawled 65,000 Pages of My Own Site Without Parsing a Single Line of HTML

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

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.

"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+

"Let me be clear upfront: this website is designed purely as an

"Google Discover Architecture: Clusters, Classifiers, OG Tags, NAIADES -

"Google Discover Architecture: Clusters, Classifiers, OG Tags,

Reverse-Engineering the OpenAI's GPT-5 Tokenizer: What 200,000 Tokens Reveal About 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

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

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

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

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

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

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

How ChatGPT Uses the Public Suffix List to Treat Domains & Subdomains Differently

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

[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

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

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)

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

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

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)

Breaking: Perplexity's 59 Ranking Patterns and Secret Browser Architecture Revealed (With Code)

Token Economics: Can Logprobs Help You Increase 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

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)

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

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

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

CiteMET Method Part 2: The Technical Playbook for AI Memory Optimization

[MUVERA] How to Run a Multi-Vector Retrieval Analysis with Screaming Frog

[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

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

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

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)

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

Google Discovery Engine Demo for AIO and AI Mode: A Hands-On SEO Playground

Moz MCP: Bring Your SEO Tool Capabilities into LLMs

Moz MCP: Bring Your SEO Tool Capabilities into LLMs

AlsoAsked MCP Server: Bringing \"People Also Ask\" Insights Directly into AI

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

Yes, You Can Track AI Search Engines in Google Search Console! Here's the Workaround

Semrush MCP Server: Integrating Semrush with AI (Code Inside)

Semrush MCP Server: Integrating Semrush with AI (Code Inside)

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

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?

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

Reddit Is Dead, Unseen by SEOs: Google Translate’s Proxy Pages Pull 606M Visits Monthly

17 Untapped Backlink Sources (2026 Edition)

17 Untapped Backlink Sources (2025 Edition)

The Ultimate Guide to OpenAI's SearchGPT Shopping

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)

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

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

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

The Ultimate HCU Recovery Playbook: Proven Tactics to Reclaim Your Lost SEO Traffic

After BrightonSEO 2025 April...

After BrightonSEO 2025 April...

Google Search Console MCP: Chatting with Your Google Search Console Data

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)

How to Set Up an AI-Powered SEO Ranking Predictor (Less than $10)