Field notes

What agents see when they read your catalog.

Catalog data quality, GTINs, metafields, and the channel rules behind Google Merchant Center, Amazon Fresh, and AI shopping agents. Source-cited, drawn from first-hand scan data.

Catalog readiness
Catalog readiness: what it is and how it's scored
Catalog readiness measures how well a product feed survives the rules of Google, Amazon, and AI shopping agents. Here is how the score is built.
11 June 2026 12 min read

What agents see when they read your catalog.

Catalog readiness: what it is and how it's scored