Cut Opus 5.5 video QA cost 90% by routing frame checks to a cheap decision model

_AustinCalvert_ · x · 2026-10-20

Reviewing thousands of frames with Claude Opus 5.5 in Remotion burns time and tokens. @shannholmberg shares a delegation workflow: code checks measurable rules (text size, blank/frozen frames, brand colors), a cheap decision model screens the frames, and only flagged frames go to Opus 5.5 for targeted review and code fixes.

Path A has Opus review every frame; Path B sends just 2 of 6 flagged frames to Opus after cheap screening. Both paths end with re-render, recheck, and human review of pacing, audio, and transitions. Reported results: 90% lower review cost, 75% less review time — actual savings depend on check accuracy, call pricing, and frame volume.

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