Identity
We match a government ID to the person in the interview.
Expert data for AI
Train your AI models and agents with verified industry experts.
Build expert-level AI models and agents with professionals who do this work every day.
The problem
Models know a lot. What they lack is judgement and taste.
Today's models can write a clean tax memo or a tidy discharge summary. The trouble is that tidy isn't the same as right. Whether an intercompany sale was eliminated, or a drug interaction was missed, is something only a person who does that work every day will catch.
Those people are hard to reach. They have full-time jobs, they aren't browsing gig sites, and a CV alone won't tell you if they're any good. Without them, you end up with generalists grading specialist work, and your model learns the wrong lessons.
We help you work with the hardest-to-reach experts. Practising professionals, validated and ready to train and evaluate your AI models and agents.
These are people with years in their field. We shape them into an extension of your team that works alongside you to build the expert intelligence layer for your AI. We handle the sourcing, validation, contracts and pay.
Judgement and taste, turned into data your models can learn from.
Evaluations
Grade model and agent outputs
They score answers and agent runs against the standards of their profession, and write down why.
Rubrics
Define what correct looks like
Pass and fail criteria that turn their expertise into something your model can be trained and scored on.
Benchmarks
Build hard, real‑world tasks
Problems from their own work that show exactly where your model breaks.
Demonstrations
Show the reasoning and the workflow
Ideal answers worked through step by step, and real workflows shown end to end for your agents.
Who you can hire
We look for people with years of hands-on experience who still do the job today.
01
Finance and accounting
CPAs, auditors, tax advisers and financial analysts
02
Healthcare
Physicians, nurses and pharmacists
03
Law
Litigators, in-house counsel and contract lawyers
04
Engineering and manufacturing
Software, mechanical and industrial engineers, and plant operators
05
Insurance
Underwriters, actuaries and claims managers
06
Operations
Procurement, supply chain and operations managers
How it works
Most of our effort goes into finding the right people and preparing them for your work.
Step 01
Share your brief
The field, the work and how many experts you need.
Step 02
Meet your experts
Review each expert's background and recorded interview, then choose who joins.
Step 03
Train them on your standard
We onboard them to your guidelines and examples of accepted work, so they know what good looks like before real work starts.
Step 04
Build your expert intelligence layer
They deliver the evaluations, rubrics and data your models learn from, working in your tools.
How we validate expertise
We validate every expert the way you'd vet a senior hire, because in practice that's what they are.
Licence
Where the work needs one, we confirm it with the body that issued it.
Experience
We compare their LinkedIn with what they tell us about their role and seniority.
Interview
Each expert does a recorded interview in their own field before you ever see their profile.
Train your AI models and agents with industry experts.
Book a short call. Tell us the field and the work, and we'll come back with the experts we think fit.