Is your site ready to be cited by AI answer engines?

Enter any public URL. We grade how well it can be retrieved, parsed and trusted by AI answer engines — then show you exactly what to fix first.

Run a readiness audit

Any public page. No login or Google connection needed.

Ruleset 2026.08.2 (2026-08-19). We report readiness and measurement — never a promise of citations.

Pillar A — the why

Readiness audit

Crawl-based and auth-free. 6 dimensions across three gates — can an engine fetch it, parse a clean answer from it, and trust the source. Tier-1 blockers cap the grade.

Pillar B — the whether

Visibility tracking

Real prompts run across Perplexity, ChatGPT, Gemini, Claude, Google AI Overviews — mention rate, citation rate, position, sentiment and share of voice, per engine, tracked over time.

The loop

Measurement plus diagnosis

Visibility tells you that you are absent for a prompt. The audit tells you the likely reason — a blocked crawler, a client-rendered page, no extractable answer. Fix, then re-measure.

What the Tier-1 blocker checks catch

Blockers gate the grade because nothing downstream matters if an engine cannot fetch the page.
  • robots.txt access for GPTBot, OAI-SearchBot, PerplexityBot, Google-Extended, ClaudeBot and seven more AI user agents — reported per agent, with what each one actually governs.
  • Edge, CDN and WAF blocks — probed with real AI user-agent strings, because a 403 from Cloudflare beats an allowing robots.txt every time.
  • Indexability and HTTPS — noindex directives, X-Robots-Tag headers and canonicals pointing away.
  • JavaScript dependency — whether the primary content exists in the raw HTML at all, or only after hydration.

What we will not claim

The product promises readiness and measurement, never a guaranteed outcome.
  • No rankingAI answers are not a ranked list. There is no “Search Console for ChatGPT”. We report rates and share of voice.
  • DirectionalPublished GEO uplift figures come from a thin research base (Aggarwal et al., “GEO: Generative Engine Optimization”, arXiv:2311.09735, 2024). Where we cite one, it is labelled directional — never a guarantee.
  • Non-deterministicAnswers vary by run, locale and model version. Every prompt is sampled repeatedly and reported as a rate with a confidence indicator.

Already tracking a site?

Projects hold a site, its competitor set, its prompt set and the history of both pillars.