Task type, demographics, environment, volume.
Real-time quality validation on device. Only passing submissions reach your pipeline.
AI-annotated with action segments, scene labels, and multimodal embeddings. Full rights clearance and audit trail.
Every creator is identity-verified and profiled. Specify the distribution — age, ethnicity, gender, geography — filled programmatically. Auditable.
On-device validation. Creators reshoot on the spot. Consistency at scale without reviewing every submission.
Annotated, searchable, ready to train on. Not raw files that still need processing.