How to audit a free AI visibility score with six manual checks
A free AI visibility score is auditable when you can inspect the prompt, engine, raw answer, date, and denominator. To audit the score, use a six-check control that includes the prompt, engine, raw answer, date, timestamp, and counting rule. This will help you determine if a dashboard's headline number has enough evidence to be investigated. Treat the score as a test result, not a property of your brand. Keep the unit explicit and require five fields for every result: prompt, engine, raw answer, timestamp, and counting rule.