What the product currently compares
For Pro and Growth merchants, Results can retain a later comparable AI check after a verified product change. The comparison uses the saved buyer question, provider states, answers, citations, products, competitors, market, and observation time.
The conclusion is limited to evidence such as:
- Observed change: the later completed answer or citation set changed;
- Correlated improvement: the corrected fact or merchant source appeared in comparable later evidence; or
- Insufficient evidence: available results do not support a stronger conclusion.
Provider failures remain provider failures. A timeout is not counted as disappearance, and a later mention is not proof that one edit caused a universal ranking change.
SkuWatch AI Visibility Agent does not currently claim order, revenue, or private-chat attribution. The output is an evidence history merchants can inspect and use for the next monitoring decision.