Inside ChatGPT, Perplexity and Gemini's retrieval and ranking.
⎯ 5 articles
Reverse-engineering Perplexity's retrieval and ranking pipeline.
Decoding the retrieval triggers behind ChatGPT's browsing layer.
Why structured content outperforms long-form for Gemini citations.
Quantifying the gap between SERP rankings and answer-engine citations.
Page architecture optimized for chunk-level retrieval.