I Turned 16 Months of Google Search Console Data Into a Vector Database. Here's What I Learned.
I had a simple question: what if I could talk to my search performance data instead of staring at charts in Google Search Console?
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I had a simple question: what if I could talk to my search performance data instead of staring at charts in Google Search Console?
Let me be clear upfront: this website is designed purely as an experiment. I wanted to observe what real traffic looks like on a large-scale programmatic SEO site and more importantly, how AI crawlers behave in the wild.
Google Discover Architecture: Clusters, Classifiers, OG Tags, NAIADES - What SDK Telemetry Reveals
I had a simple question: what if I could talk to my search performance data instead of staring at charts in Google Search Console?
Let me be clear upfront: this website is designed purely as an experiment. I wanted to observe what real traffic looks like on a large-scale programmatic SEO site and more importantly, how AI crawlers behave in the wild.
Google Discover Architecture: Clusters, Classifiers, OG Tags, NAIADES - What SDK Telemetry Reveals
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
The Hidden Authority Signal: Why Your CC Rank May Matter More for AI Visibility