Common questions › Trusting the numbers
How accurate is AI visibility measurement?
A visibility count and factual accuracy are different checks. Neither a mention nor a citation establishes that an answer is correct.
Inspect the original answer
Keep the exact question, original answer, date, service and cited sources. Compare the claims with reliable business facts. Check for wrong-business matches, unsupported claims and missing context.
Retain uncertainty
AI classifications and diagnoses can be wrong. Review supporting excerpts, retain uncertain cases and record corrections. Show usable-answer denominators and failed readings separately. Repeated readings are not independent buyers.
Limits of the Pilot
No accepted complete baseline or visibility improvement has been established. The fictional example figures are not results from our Pilot.
Read the evidence and accuracy guide ยท Inspect the Pilot observation
See the intended experienceExplore a static example of the intended experience. Public app access and client onboarding are not available.
Explore example report