We train your AI with specialists, not crowds.

The bar

Every expert passes a four-stage verification.

Frontier-lab procurement standards. Identity, domain, output, continuous — each stage is a separate gate, and a specialist who fails any one of them does not work for you. Anonymization, when required by the engagement, runs independently of verification — identity is verified to us before it is concealed from the lab.

1. 01

   Stage · Identity

   Identity verification

   Every candidate clears a background check, credential audit, and right-to-work review before any client work. We verify what the candidate claims to be before we verify what they can do.

2. 02

   Stage · Domain

   Domain qualification

   Specialists pass a domain-specific technical screen authored by a verifier active in the field. Credentials are necessary; the screen is what distinguishes a credential from current working knowledge.

3. 03

   Stage · Output

   Output calibration

   Sample work is double-graded against a published rubric. Disagreements between graders are adjudicated by a third reviewer, with the disagreement itself logged for rubric refinement.

4. 04

   Stage · Continuous

   Continuous monitoring

   Inter-rater agreement, output quality drift, and engagement-level feedback are tracked across active work. Specialists who fall below the bar are paused, retrained, or removed — never quietly retained.