Requirement clarity
We define the modality, task taxonomy, environment, device setup, expected output and acceptance criteria before execution.
Permission-aware collection
Participant consent, site permissions and privacy handling are configured according to each project and jurisdiction.
Pilot before scale
Small validated batches reduce ambiguity and allow instructions, camera placement, metadata and QA rules to be corrected early.
Transparent delivery
We communicate actual project status, known limitations and required corrective action without unsupported quality claims.