Scope
Align the model objective, data, workflow, risk, quality threshold and practical constraints.
Approved delivery briefHow it works
Every engagement has defined responsibilities, quality gates and escalation paths. The details adapt to your project; accountability does not.
Align the model objective, data, workflow, risk, quality threshold and practical constraints.
Approved delivery briefDefine the contributor profile, source suitable specialists and test the capabilities the work needs.
Qualified contributor cohortTurn guidelines into examples, calibration tasks, scoring rules and clear escalation paths.
Production-ready teamAllocate work in controlled batches, support contributors and monitor progress and quality signals.
Reviewed production batchesComplete dataset-level checks, resolve exceptions and package the agreed outputs and reporting.
Validated delivery packageBring us the outcome