/ MANIFESTO

The only audit that measures whether ChatGPT, Claude, and Perplexity can cite your site.

Every signal weight is cited and re-reviewed every 90 days. No black-box scoring.

/ WHY THIS PAGE EXISTS

Most marketing in the AEO / answer-engine space is "trust us, we know what works." We don't want you to trust us — we want you to verify us. Below: three claims about the product, each backed by a real file in the codebase.

v1.0 note: the public methodology repo (every rule, the corpus, the audit script) is being prepared for release in v1.1. The claims below are real and live in the product today — the browsable open-source mirror lands shortly after launch.

01

/ CLAIM

Cited weights

Every signal weight carries a source URL and EVIDENCE / HEURISTIC / CORPUS-CALIBRATED rationale. When a client asks "why is this -8?" you can answer in seconds. Nobody else shows their work.

/ RECEIPT

signal-rules.ts

Public methodology repo lands in v1.1. The file is real and ships in the product today — the public mirror opens in v1.1.

02

/ CLAIM

Empirical calibration

A growing corpus of 50+ labelled real sites tells us which rules actually predict citation outcomes. Weights tune to the data over time — run `npm run corpus:stats` to reproduce the per-rule correlations.

/ RECEIPT

corpus/

Public methodology repo lands in v1.1. The file is real and ships in the product today — the public mirror opens in v1.1.

03

/ CLAIM

90-day audit cycle

Every rule has a lastReviewed date. `npm run audit:stale` fails CI when anything crosses 90 days unverified. Google quietly deprecates schemas; bot operators rename UAs — without an audit cycle, your tool rots. Ours can't.

/ RECEIPT

audit-stale.ts + ci.yml

Public methodology repo lands in v1.1. The file is real and ships in the product today — the public mirror opens in v1.1.

/ DEEPER

See all 131 signals

The dense feature inventory — every rule grouped by category, tier comparison matrix, what we don't do.

/features

/ FASTER

Just scan a URL

30 seconds, free preview, no signup. Full report £2. Skip the philosophy and see what an audit actually looks like.

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