Automating Creative QA: Using AI to Peer-Review Ad Content Before It Hits the Meta API

Peter's Lab
As developers building in the AI ad space, we often obsess over the Generation part. We tweak diffusion models and LLMs to produce stunning visuals and snappy copy. But there’s a silent killer in the workflow: Creative Fatigue and Compliance Risk . If you are programmatically pushing AI-generated content directly to the Meta API without a rigorous QA layer, you are risking two things: Budget Burn : Ads that look "too AI" and fail to convert. Account Bans : Content that accidentally trips Meta's