🖼 CREATOR TOOLS

AI Thumbnail Rating

Metrics are computed in your browser (brightness, contrast, aspect ratio, detail density). The AI only ever sees the numbers, not the image — so it can't actually "see" the thumbnail, but it can reason about what the numbers mean for CTR.