Self-Refinement Models Change Creative QA

I have covered platforms like this for more than seven years, and If models iterate themselves, humans must define brand stop conditions.

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

If you only remember one habit from this piece, make it this: screenshot the served creative, not just the uploaded master. What ran is the truth; what you approved in the deck is often a polite fiction.

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: Segwise. Numbers and product claims above come from that reporting; interpretation is mine.