How AI restoration fits into a premium production workflow

This article is the production playbook. For step-by-step archival passes, use restore old footage and upscale to 4K.

• Demo reels oversell — judge free previews on your own mixed lighting and compression
• Target one deficiency per shot; do not blanket "enhance everything"
• Park KwaFlux between ingest and grade, then return masters to your NLE

• Heavy grain + good color → denoise / restore, not a full grade stack
• Soft from resolution/compression → AI Video Enhancer, not unsharp-mask alone
• Composable modules beat one monolithic "magic" button for speed and fewer artifacts

1. Export problem clips from Premiere / Resolve / FCP
2. Run the matching KwaFlux module with a short preview first
3. Export the codec your timeline expects — conversion is in-app

• Hard out-of-focus beyond a few pixels will not become tack-sharp
• Single-digit bitrate mush may have lost unrecoverable detail
• Strong ROI: footage that is almost usable — close the last gap, then ship

• Queue per-clip or per-batch settings for overnight runs
• Export log = what finished, what failed, which settings applied
• Morning QC against the worst frames, not only the hero shot