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AI & Data · 7 min read

AI Video Moderation In Production

Reviewing flagged video in a console

Demos lie; holdout sets don't

A model scoring 98% on a clean dataset can collapse on night footage, new cameras or slang-filled audio. We evaluate on the client's own worst hours first — then decide if automation is safe.

The review sandwich

High-confidence decisions auto-apply, low-confidence ones queue for humans, and every correction feeds retraining. Precision targets come from the cost of a mistake, not a leaderboard.

Keep it honest after launch

Drift dashboards track flag rates, overturn rates and latency daily. When the world changes, thresholds move with it. Explore our platform or AI services.