Catalog Quality Becomes an AI Shopping Prerequisite

I have covered platforms like this for more than seven years, and Room restyling only works if product data is clean.

The useful question is not whether AI shows up in the stack. It already does. The question is who owns taste, safety, and measurement when the platform rewrites the asset.

1. Assign an AI creative owner
2. Version every generated asset
3. Separate test and brand lanes

I still talk to strategists who celebrate a launch week and then skip the autopsy. That is how budgets vanish. Schedule the review before the campaign starts, while everyone still agrees what success meant.

Source: Meta for Business. Numbers and product claims above come from that reporting; interpretation is mine.