Start with the question
Begin with an answer your page can support better than a generic summary: a documented procedure, an original explanation or a clearly scoped comparison. Write for someone making that decision, then make the evidence easy to locate and assess.
A workflow you can check
Use the following steps as a small acceptance test. Keep the underlying observations with your notes so someone else can review the conclusion.
- Choose a buyer question and inspect which source types appear in a baseline answer.
- Audit your page for a direct answer, clear definitions and support for factual claims.
- Check accessibility, canonical URLs and internal paths to the page.
- Re-run the same question sample and preserve citations even when your site is absent.
Interpret the evidence
A citation is an observed output, not a controllable placement. Separate technical availability from content usefulness and avoid attributing a change to one edit without a comparison. MARqentic AI answer research can support observations; it cannot guarantee a recommendation.
A prompt to adapt
Replace the inputs with your own approved examples. Ask the assistant to explain its scope before starting research.
Review this page against this buyer question. Identify unsupported claims, missing evidence and unclear answers. Suggest useful improvements without promising AI citations.