A vetted bench, not a marketplace

The execution layer for expert AI work.

Elite, vetted experts deployed into your highest-stakes AI workflows, or managed execution we run end to end. Built for RLHF, model evaluation, and red teaming.

Domains in practice
Finance Management consulting Accounting Software engineering Generalist Expanding by engagement
The register

Two practices, kept deliberately close: the people who judge AI systems, and the people who build them.

Most vendors do one or the other. Keeping both under one roof is the point: our engineers ship with a grader's habits, and our data work runs on tooling built by people who understand the task.

Human dataVIEW → Expert benches for model builders: preference data, structured evaluation, and red teaming. Embedded in your tools, or delivered end to end. EngineeringVIEW → The software layer under serious data work: evaluation harnesses, annotation platforms, applied AI systems, and independent assurance. FAQVIEW → ExpertsVIEW →
How we operate
ICuration

Every expert is vetted before they touch a project.

Not a marketplace, not an open pool to browse. Identity verification and a work-sample assessment happen first, so by the time we staff your work, we already know who's right for it.

IIAccountability

We own the quality, not you.

Calibration, review, and continuity stay on our side, whether experts sit inside your tools or we run delivery end to end. One team answers for what ships, not a roster of freelancers you're left managing yourself.

IIIResidency

Work happens where your data already lives.

Inside your environment, under your own access controls, with nothing copied out. We claim no rights to it and train nothing on it. When the engagement ends, there's nothing of yours left for us to hold onto.

Correspondence

Bring the work that needs an expert.

Tell us the workflow, the standard it has to meet, and the timeline. We'll come back with the bench, or a fixed-scope pilot to prove it first.