Understand how AI answers present your business
Separate website readiness from what selected AI answers actually say about your business.
Website readiness and answer visibility need separate measurements
Website readiness checks whether public content can be retrieved and understood. Answer visibility examines completed answers to a defined question set, looking for brand mentions, citations and explicit recommendation positions.
During the administrator-only preview, this page explains the method. It provides no general report access and starts no model calls.
| Measure | What it can establish |
|---|---|
| Website readiness | Observed technical and content conditions on the assessed pages |
| Sampled API answers | What the saved answers said for those questions and models |
| Saved comparisons | Differences within a compatible question and model scope |
Read the denominator before the percentage
A zero in a completed sample and an unavailable observation mean different things.
Six answers completed for one API model. None names the brand. The result is zero mentions in those six sampled answers, not six failed calls and not proof that no customer can find the business. If one answer failed, show five completed and one unavailable; do not count the unavailable answer as a negative observation.
API observations are not consumer search rankings
A model API route is not identical to a personalized consumer ChatGPT, Gemini or Meta experience. Grounded answers and model-memory answers also have different evidence properties. Keep the model, question set, collection date and sample method visible.
No readiness score or optimization service can guarantee inclusion, a ranking position or a model’s next answer.
Common questions
Can I run a report from this page?
No. The working experience remains restricted to administrators. You can read the methodology and discuss your use case through the enterprise page.
Is readiness the same as being recommended?
No. Readiness measures observed website conditions. A recommendation must be evidenced in an actual saved answer.
Sources and review
Reviewed