How an AI assistant can fix a product feed safely
A step-by-step example of reading a feed audit, proposing a rule, reviewing its impact and leaving source-data decisions with a person.
Blog
Product feeds, in plain English
Practical guides to cleaner product feeds: what Google and Meta require, how to fix recurring problems, and how to let an AI assistant help without giving up control.
Why feed work gets stuck in spreadsheets
Why product-feed fixes drift into spreadsheets, and how one audited rule stack keeps diagnosis, change and delivery together.
How to make product data useful to shopping agents
AI shopping systems lean on structured product data when they compare and recommend. A practical look at what that changes for stores, and the groundwork worth doing now.
Why product feeds fail Google's checks, and what to do about it
Most Merchant Center disapprovals trace back to a handful of data problems: identifiers, titles, images, availability, and price. What each one costs, and how to fix it for good.