In this video: Why visual consistency breaks under repetition, and how governance replaces improvisation at scale. (~2 min) If your team generates multiple AI fashion images and they no longer look like they belong together (same model, same shoot, same brand), this breakdown has a name. And it’s not prompting quality. This article builds directly…

Why Visual Consistency Breaks at Scale — and How We Approach It As teams produce more visual content, something subtle begins to break. Not quality in isolation.Not creativity.But consistency. The same garment looks slightly different from one image to the next.Models shift in appearance.Lighting drifts.Details accumulate errors. Individually, these changes seem minor. Collectively, they erode…