Ranking in AI answers

ChatGPT has no rankings. What it has is retrieval — and getting into the pages it retrieves and quotes is a specific, addressable job.

Citation is earned at three stages — retrieval, extraction, and attribution. Most brands fail at extraction, which is the cheapest one to fix.

AI Overviews draw heavily on pages that already rank, so conventional SEO is the entry ticket — but which passage gets used is decided by structure.

Being recommended when ChatGPT answers from memory is a different problem from being retrieved — it depends on how the wider web describes you, not on your own site.

A diagnostic checklist — from blocked crawlers and client-rendered pages to weak category association — in the order worth checking them.

The impact is uneven — informational queries lose clicks, transactional queries are largely unaffected — so the response should be segment-specific, not sitewide.

Perplexity retrieves aggressively and cites visibly, which makes it the fastest engine to influence — and the best one to test content changes against.