How Reviews & Reputation works
Reviews are one of the loudest trust signals AI reads. This report gathers your reputation across platforms — volume, ratings, recency, and sentiment — and shows how it shapes the way AI describes and recommends you.
AI treats your reviews as testimony. Weak testimony, weak recommendation.
Two providers rate 4.6 stars. One has 300 recent, detailed reviews; the other has 12 from three years ago. AI recommends the first with confidence and hedges on the second — because it can see which reputation is alive and which one is stale.
What we measure
This report reads your reputation the way AI does — not just the star rating, but the volume, freshness, and story your reviews tell.
Turn your reputation into a reason to recommend you
The report shows where your reputation helps AI recommend you and where it holds you back — too few reviews, gone stale, or telling a story that undercuts your positioning. Each becomes a specific move: earn more, keep them fresh, or address the themes dragging you down.
What your gaps mean
Each weak signal points to a specific move.
The goal is a reputation AI can point to without hesitating — deep enough, fresh enough, and consistent enough that recommending you feels safe.