knowledge base

Field notes on getting
cited by AI.

Practical, source-backed guides on answer engine optimization — the same method behind the audit, written up so you can act on it. Naturally, we practise what we publish: every guide ships structured for the machines it's about.

Two field guides are live — practical guides on the way
Field guide · AI retrievalSep 2026

ChatGPT is building its own search index.

ChatGPT appears to be building retrieval infrastructure beyond Google and Bing. What proprietary indexes, vertical feeds and caching change for AI visibility.

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Field guide · GEO/AEOAug 2026

The funnel didn't die. It got rebuilt.

AI search is rebuilding the organic funnel around passages and citations — a field guide to the GEO/AEO shift, from Reddit's citation collapse to how AI actually picks its sources.

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FoundationsPlanned

Schema that models actually read

A field checklist for the markup that makes a page legible to answer engines — and the mistakes that quietly make it invisible.

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MethodPlanned

Claim-level structuring, in practice

How to turn your assertions, attributions and evidence into records a model can quote precisely — instead of paraphrasing you wrong.

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ContentPlanned

Out of the PDF

Your best research is trapped in documents crawlers skip. A playbook for surfacing buried reports and whitepapers for AI.

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MeasurementPlanned

Measuring share of answer

How to track how often — and how accurately — you're named across ChatGPT, Perplexity, Gemini and Claude, and turn it into a baseline.

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PolicyPlanned

Cited vs. trained on

Staying visible to the engines that attribute and link, while setting your own terms with the crawlers that don't. Where the two questions diverge.

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