Venkata Pagadala - Universe · Topic · 2025 to 2026

Topical Clustering Engine

The Topical Clustering Engine: 5.3 million queries in a 5-level taxonomy, classification in under a millisecond.

13 posts · 1 article · 11 image, video or documents in all.

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Keyword research and intent · 9 shared Knowledge graphs and ontologies · 5 shared Dashboards and market intelligence · 2 shared RAG, embeddings and vector search · 2 shared brightonSEO · 1 shared My talks, podcasts and interviews · 1 shared

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Mar 2, 2026 · 4 min read
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Last month, I posted about a system I built: a Topical Clustering Engine that structures 5.3 million raw search queries into a 5-level taxonomy - Categories, Subcategories, Intents, Topics, and Keywords at under 1 millisecond per...

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