Track your products inside AI shopping answers
When an engine returns a product carousel, Bizaura records which products appear, at what position, and from which merchant. Prices are checked against your live pages and your Merchant Center feed, so a mismatch surfaces before a buyer sees it.
Some buying questions return a product carousel instead of prose. When that happens, every product element is recorded: its position, its title, the merchant behind it and the price the engine displayed.
Rows are matched against your Merchant Center feed, first on catalog ids, then on GTIN or MPN, then on title. A matched row lets Bizaura compare the displayed price with your live page, and flag the difference when there is one.
You use it to catch the quiet failures: a stale price in an answer, a competitor holding position one on your own product, or a carousel your catalog never appears in.
- AI shopping-carousel tracking (products, prices, positions, merchants)
- Product-catalog matching from your Merchant Center feed + price-mismatch alerts
- Google Merchant Center feed audit (8 checks, price consistency vs live pages)
Carousels do not appear for every question, so some runs record no product rows at all.
Track your products
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