Pixels are only the visible result
Production teams need to know which source, product, prompt context, model version, and review decision produced an asset. Without that chain, correction and accountability become guesswork.
Exceptions are valuable data
Standardised rejection reasons reveal patterns that free-text feedback hides: product fidelity, crop, anatomy, policy, brand, category styling, or source quality.
Measure the approved outcome
Generation count is not the business result. First-pass approval, reviewer time, cost per approved asset, defect rate, and downstream rework describe whether the workflow is actually improving.