Reviews are some of the strongest social proof you have, and they are exactly the thing that goes missing between your page and an AI answer. The reason is subtle.
Most review apps render a nice star widget: "4.8 stars, 240 reviews." A human sees it fine. But a lot of those widgets draw the stars in JavaScript and never emit AggregateRating structured data in the page source. So when an AI assistant summarizes options, it has no rating to quote for you, even though your reviews are right there on screen.
Worth confirming two schema pieces separately from the widget:
- AggregateRating with ratingValue and reviewCount, tied to the Product.
- Individual Review schema, if you want specific reviews to be quotable.
The test is not "do I see stars." It is "is the rating in my markup." Which review app are you using, and did you ever check whether it outputs the schema or just the widget?
Switched apps over this exact thing.
Old one was widget-only. A validator showed zero AggregateRating on pages with 200+ visible reviews.
The listings never say if they emit schema. Run a live product page through a validator first. Took me two apps to find one that does.