Prompt Optimizer

The hardest part of AI video is not generating frames. It is getting repeatable behavior from unstable systems. This tool compares prompts, identifies weak constraints, and suggests tighter language before expensive renders even begin.

I am treating it like a control room, not a chatbot. The interface is built around iteration history, style continuity, and failure analysis.