AI answer systems may combine details from the website, business listings, directories, reviews, and third-party pages. A useful review records the answer, the question, and the cited source before anyone edits content.
Test specific customer questions
Ask about the business name, core services, locations, hours, and common qualification questions. Repeat the test with wording a customer would use rather than prompts written for a marketing report.
Separate wrong answers from missing answers
An incorrect location creates a different problem than an answer that omits a service. Record whether the system confused the business with another company, relied on stale information, or could not find enough evidence.
Correct the source, then retest
Update the clearest authoritative source first. Keep the original prompt and test it again after the source has been recrawled. The comparison is more useful than a one-time screenshot.
