Where the buying flow shifted
Merchant-listing documentation still points back to price, inventory, shipping, and seller fields, which means the AI-shopping layer still depends on a stable product fact surface rather than better slogans.
If the page body, structured data, and help content disagree, the recommendation layer and the purchase layer will drift apart.
Do not trust one metric
The signal matters when it clarifies the buying path, not when it adds another isolated commerce feature.
Check the transaction boundary
- Audit page copy, structured fields, shipping notes, and inventory prompts together so pricing and delivery promises are not trapped in template logic
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Scattered product facts can increase surface area without improving buyer confidence. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.