Process
Designed to scale from pilot to production.
We recommend beginning with a controlled pilot to validate annotation requirements, quality expectations, throughput, and commercial assumptions before scaling.
Client Requirements
Scope, formats, volumes, and quality expectations.
Client Requirements
Scope, formats, volumes, and quality expectations.
Guideline Setup
Written rules, class definitions, and edge cases.
Guideline Setup
Written rules, class definitions, and edge cases.
Calibration
Alignment batches before production begins.
Calibration
Alignment batches before production begins.
Pilot
A controlled batch that validates assumptions.
Pilot
A controlled batch that validates assumptions.
Production
Scaled annotation with managed capacity.
Production
Scaled annotation with managed capacity.
QA
Independent review against the guidelines.
QA
Independent review against the guidelines.
Correction
Rework of flagged items and guideline updates.
Correction
Rework of flagged items and guideline updates.
Final Validation
Closing pass on the corrected batch.
Final Validation
Closing pass on the corrected batch.
Delivery
Structured output in the agreed format.
Delivery
Structured output in the agreed format.
Tooling
Designed to work with your existing tools.
Projects can be structured around client-provided platforms or established annotation environments depending on project requirements.
CVAT
Client-provided platforms
Established annotation environments
Have a dataset that needs human intelligence?
Start with a controlled pilot and build toward production-scale data operations.