Guideline-led work
Define label rules, edge cases and escalation paths before production.
Calibrated teams
Use training and pilot rounds to align interpretation across contributors.
Reviewer oversight
Review samples for consistency, accuracy and adherence to task instructions.
Senior QA
Escalate ambiguous work for adjudication and final validation.
Model evaluation
Capture human judgments for defined evaluation and comparison tasks.
Secure delivery
Agree project-level access, handling and delivery practices with clients.
Build your human review workflow
Tell us which decisions require human judgment, what standards apply and how outputs will be used.
Discuss a project