The goal of AI video production is not one perfect generation. It is a workflow where every step can be recorded, compared, and replayed.
The minimum pipeline
Fix the source material and shot goal first. Then record prompts, versions, audio, editing decisions, and the final review result so the next change has a clear causal trail.