Prepare
Collect and structure source material for an approved project scope.
- Data collection
- Transcription
- Classification
Service
Data services
Human data operations organized around clear instructions, controlled access and repeatable quality review.
Inside the operation
Clear responsibilities at every stage.
Specific controls, staffing and reporting are confirmed for each engagement.
Annotate
Apply task-specific labels with trained contributors.
- Text
- Image
- Audio
Assure
Route completed work through sampling and documented review.
- Rubric checks
- Corrections
- Delivery evidence
Shape the next step