Audit public content
Review accessible pages for category clarity, product facts, answerable questions, and crawler access.
Find the public page gaps that may affect how your business is understood in AI answers, make a focused change, and check what happens in a comparable follow up.
Provider API observations. No placement guarantees.What was observed → what your site says → what to check next
Generative engine optimization (GEO) starts with clear, accessible, accurate information about your business. Citestra connects observed answers with your site content and source evidence. It proposes a target and an action only when the available evidence supports a specific diagnostic case.
One connected workflow gives your team the context to move from observation to a useful next step.
Review accessible pages for category clarity, product facts, answerable questions, and crawler access.
See the target page, supporting observations, cited sources, proposed edit, and metric to watch in one place.
Separate observed facts from hypotheses, and review suggested wording against your actual product.
Group implemented work into a Change Set and compare eligible observations with the previous cohort.
Start with public evidence, then give every change a clear reason and a fair follow-up.
Read the measurement methodologyApprove relevant buyer prompts and observe responses across configured provider APIs.
Connect a repeated omission or source pattern to a specific public page finding.
Your team reviews and implements the change on its own site.
Compare equivalent prompts and methodology while keeping uncertainty visible.
Useful structured data should describe the real page. An llms.txt file is optional and experimental. Neither guarantees inclusion or a citation.
No. Citestra produces reviewable Fixes; your team decides what to implement.
No. Provider behavior, sources, and answers change. Citestra helps you measure observations and assess a plausible improvement.
Run a bounded audit of public pages and review the evidence before you make a change.