AI Lip Sync Generator

Release checks

• Keep one saved prompt, one rejected sample, and one accepted sample for AI Lip Sync Generator before scaling.
• Write down the failure case that would make lip sync ai unusable: warped hands, unreadable text, soft edges, drifting motion, or wrong identity.
• Estimate the credit cost for three attempts, not just one perfect run, so the batch does not surprise the team.
• Decide where the result goes next: editor, upscaler, video builder, model comparison, or pricing review.
• Keep the original input beside the winning output so later revisions can start from the same evidence.
• Name the exported file with channel, size, and review status before handing it to a teammate.
• Stop after two repeated failures and switch model, tool, or input direction instead of spending credits blindly.
• Record whether the result still needs background cleanup, text repair, subtitles, voice, or aspect-ratio changes.