Product · Explore
Can an answer engine reach, parse and quote this site?
Five observable things, weighted and scored together: whether answer engines are allowed in, whether the content is shaped to be quoted, whether the meaning is machine-readable, whether the document has structure, and whether the prose can be extracted at all. It does not claim to predict whether a model will cite you — nothing can.
What it answers
The questions this screen exists for
If none of these is a question you have, this is not the lens you want — one of the other ten probably is.
- 01Do we publish llms.txt and llms-full.txt, and are they valid?
- 02Does the page answer a question in a form an engine can lift?
- 03Is our content shaped so a paragraph can be lifted as an answer?
- 04Is our JSON-LD valid for the types we claim?
On the screen
What you actually get
Four things, each of which is visible in the capture above.
Five weighted groups: answer signals, AI engine access, machine-readable meaning, document structure and extractable prose.
Answer-shaped signals: a reading level measured against the target audience, and comparison tables where the page promises one.
Structured data validated per type rather than merely present.
llms.txt and llms-full.txt checked as publishable files, not as a rumour.
Behind it
The checks that feed this screen
Every finding on this lens comes from a check in the catalogue — and every one of those carries a written guide to putting it right, rendered beside the finding in the product.
- Structured Data & Rich ResultsJSON-LD parsed and validated per type — Organization, Product, FAQ, Article, Breadcrumb and more.
- GEO & AI Engine SignalsWhether llms.txt and llms-full.txt are published, follow the format, and point at pages that resolve.
- AEO Content SignalsReading level scored for answer engines rather than only for people, and whether a comparison page carries a comparison table.
The other lenses
One crawl, eleven readings of it
They are not separate scans. Each of these is the same dataset asked a different question.
See AI readiness against your own site
Connect one site free and run a crawl. Every lens on this page fills with your own pages within a few minutes.
Free plan · 1 site · 500 URLs a month · all 100+ checks · no card