Industry use

The same defect looks different in each business

A hand error in a wide shot may be a minor miss. In a product demo or a close-up, it can kill the clip. We define failure modes with you first.

Time-axis mismatch, character identity drift, prop continuity breaks, lip-sync off the beat. Labels can sit at shot and character-ID level.

Wrong lip sync, mismatched emotion, jitter in micro-expression, gesture energy off the voice.

Warped product geometry, stretched logos, garbled pack copy, shots that break brand rules. We can sample against a brand-safety list.

3D boxes, segmentation, keypoints, and failed-interaction clips. You provide sensor specs and coordinate conventions.

2D/3D boxes, occlusion, low-light artifacts, and false-positive samples. Identifiable people are stripped unless the contract says otherwise.

If you have a failure-mode write-up, demo bad cases, and a labeling guide we can freeze, we run the same discovery flow.

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