Perplexity's Retrieval Pipeline: A Single-Engine GEO Deep Dive
How Perplexity actually retrieves the live web, how PerplexityBot and Perplexity-User differ, and what's documented (and disputed) about its citations.
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#AI search optimization
3 published storiesCanonical archive
Stories tagged Ai search optimization
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ChatGPT Search: What Website Teams Can Actually Control
A grounded breakdown of the real, controllable levers for ChatGPT Search visibility — crawl access, structure, citations, freshness — versus unverified ranking-factor claims.
Rendering Resources for AI Crawlers: What Can Break Retrieval
CSS, fonts, images, and blocked scripts don't stop AI crawlers from fetching a page — but they can stop that page from being read correctly. Here's what actually breaks retrieval, backed by real crawler data, and how to audit for it.
