Projects

2026 - Live

AEO Audit

A free Cloudflare-hosted auditor that shows what AI answer engines can retrieve, understand, and cite from any page.

Business benefits

  • Shows teams what AI answer engines can actually retrieve from their public pages.
  • Rolls repeated findings up to the template level so one fix can improve many URLs.
  • Turns a sampled audit into a prioritised, practical improvement list.

Technical highlights

  • Fetches raw HTML without JavaScript, cookies or login and refuses to grade unreadable responses.
  • Separates training-crawler policy from the agents used to fetch live answers.
  • Samples ten sitemap URLs across the estate and groups shared issues.
  • Uses pacing, caching and fail-closed ceilings to keep public operating costs bounded.

Capabilities

Platform

Cloudflare Workers, edge caching, email alerts

Audit

HTML parsing, robots.txt, JSON-LD, sitemap sampling

AI

answer-engine access, bounded language-model summaries

AEO Audit makes the gap between a browser view and a crawler view visible. Give it a page and it shows the raw readable text, heading outline, declared entities, crawler permissions, and the changes most likely to improve the result.

The tool treats uncertainty as a result rather than hiding it. Challenge pages, origin errors, and other unreadable responses are explained without a fabricated score. Training crawlers and live answer-engine agents are assessed separately so an editorial choice is not confused with an accidental block.

The public service runs on Cloudflare Workers with sitemap sampling, shared-issue rollups, short-lived report caching, per-address pacing, account-wide ceilings, and a constrained model that summarises only the deterministic findings.

Need this kind of technical support?

Bring senior architecture and delivery judgement into the work.

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