Some model outputs can only be judged correct or incorrect by someone with the underlying qualification: a medical answer needs a clinician's review, a contract clause needs a lawyer's. We build a credential-verified expert panel per project rather than running professional-sounding tasks through a general contributor pool.
How we verify credentials
Our credential-verification workflow for licensed professionals (medical, legal, and engineering) is being formalized ahead of the first expert-data pilot cohort — this section will be updated with the specific verification steps once that process is live. If you have a project in one of these domains now, tell us on the project form and we'll scope credential requirements with you directly.
Example use cases
- Physician review of medical Q&A responses for factual accuracy
- Lawyer validation of legal question-answer pairs in Arabic
- Engineer review of technical documentation and troubleshooting responses
- Teacher review of educational content for age-appropriateness and accuracy