AI & Data · 7 min read
AI Video Moderation In Production
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.