Faulty labels can halt an entire vision program, yet most teams still hunt for errors frame by frame. Deepen Validate is designed to remove that pain. The latest release merges auditing, validation and automated checks in a single console, on-prem or in the cloud. Smart sampling highlights the small fraction of data most likely to hide issues, while built-in detectors flag misclassifications, duplicates and drift as they happen. Deepen Validate turns label quality from a last-minute scramble into a continuous, confident development step. It adds to Deepen AI’s data stack, which also delivers annotation, calibration, anonymization and simulation tools for safety-critical perception teams. Meet the team in San Jose to find out more.

Booth:  1030