How PoppyAI quality-checks every AI image
September 23, 2026 · PoppyAds team
AI image models are fast, and occasionally weird. A fake word on a sign, a sixth finger, a logo that is almost right. Nobody should have to catch that by squinting at every render, so PoppyAI checks every image before a person ever sees it.
The short version: every image goes through an automated QA gate, then a review by our own AI agents. Anything that fails is regenerated automatically, and if it keeps failing we switch to a different image model. Failed images are on us: only images that pass count toward your order.
Layer 1: the automated QA gate
The first pass is deterministic tooling, the same checks every time, no opinions involved:
- Placement spec. The image is the right size and shape for where it will run: square for feed, vertical for Stories and Reels, wide for display. Blank or broken renders never make it through.
- Stray text. We read every image with text recognition. Image models love to invent lettering, so any words that aren't your brand, your products or what's printed on your real packaging fail the image.
- Brand fidelity. Each image is scored against your brand colours and, when we build from your logo or product photo, how faithfully that asset made it into the scene.
- No duplicates. Near-identical images in the same set get caught, so every image you get is doing its own job.
Layer 2: our own AI review agents
Images that clear the tooling then go to our custom AI review agents. Think of them as a fussy art director who never gets tired. They check each image against your brief and your brand rules and reject anything that is:
- unsafe or off-brand for a paid ad,
- showing something your brand has told us never to show,
- carrying the classic AI tells: distorted faces, extra fingers, warped products,
- spelling your name wrong, even in small print, embossing or background signage,
- or simply not showing what the brief asked for.
What happens when an image fails
It gets another shot, automatically. We regenerate with the reason it failed fed back in, so the next attempt knows what to avoid. If it fails again, PoppyAI switches to a different image model and tries once more. Anything that still doesn't pass is thrown out. You never see it, and you never pay for it.
It gets sharper with use
Every approved image keeps its QA record, and your team's keep, cut and favourite calls in the Creative Library show us what "good" looks like for your brand. We use that to keep tuning the checks.
Beyond the image: agents that watch live campaigns
Quality doesn't stop at launch. PoppyAI already runs an agent that watches your ads' destination links and flags any that break, and pacing agents that track spend and CPM on live campaigns and notify you as things move are rolling out next. You can also just ask the chat how any campaign is pacing, any time.
Want to see it on your own brand? Get in touch or take the product tour.