Limits stated before the work starts.

  • AI answers and native-search source pools can change by time, interface, account context and product updates.
  • The audit measures the declared question set; it does not claim universal brand visibility.
  • A mention is not a recommendation, and a recommendation is not necessarily a linked citation.
  • Source selection does not prove a page is accurate or that a recommended service is best.
  • Quoted First can improve clarity, evidence and intent fit. It cannot guarantee that an external system will select the site.

Frequently asked questions

What does a ChatGPT visibility audit for SaaS include?

A declared buyer-question set, complete timestamped responses, separate mention/recommendation/link classifications, competitor and source analysis, page-level gap diagnosis, a prioritized implementation roadmap and a live readout.

How much does the audit cost?

The fixed-scope audit costs $4,500 and normally takes two to three weeks. The interfaces, question count, conditions and deliverables are agreed before testing begins.

Does it guarantee ChatGPT will cite my SaaS?

No. The audit documents current behavior and identifies improvements to clarity, evidence and query fit. Quoted First does not control source selection and does not guarantee a mention, recommendation, citation or rank.

Can our team run this audit itself?

Yes. Use the public measurement guide and worksheet if you can keep the query set fixed, preserve every response and classify results consistently. The managed service adds collection discipline, competitor analysis, page diagnosis and a prioritized implementation sequence.