Expertise
Domain experts for AI training and evaluation
Kernavique Expertise supplies qualified professionals to AI labs, vertical-AI builders, and data and evaluation vendors that need real domain judgment in their training and evaluation data. Our pool covers English-law solicitors and barristers, chartered accountants and tax specialists, clinicians, front-office finance, and compliance and financial crime. Every expert is vetted and conflict-checked, and available per deliverable or as a managed team.
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Qualified professionals for model training and evaluation

Expertise
Four services
- 01
Expert sourcing
Named, vetted professionals for a defined evaluation or data program. You see who they are and what they are qualified to judge before they start.Expert sourcing in detail - 02
Evaluation panels
Small panels of practitioners who grade, rank and write rubrics against a brief. Useful when one expert’s view is not enough and you need agreement across several.Evaluation panels in detail - 03
Managed expert teams
A team with a lead, delivering per deliverable rather than per hour. The lead owns quality and timing, so you manage one relationship instead of twenty.Managed expert teams in detail - 04
Program setup
The first stage of an engagement: the pool, vetting, deliverable units and professional-conduct rules the experts will work to, set before anyone starts. Solicitors, accountants and clinicians each work under conduct rules, and the program is built around them.Program setup in detail
Who Expertise is for
- AI labs training and evaluating models in professional domains.
- Vertical-AI builders in legal, tax, health and finance.
- Data and evaluation vendors that need qualified experts on a program.
How we work
Hiring and capacity
Search, Capacity and Expertise
- BriefA 30-minute call. We write the specification back to you.
- ShortlistNamed people, with our notes, to a timing agreed at the brief.
- InterviewsWe run the process. You make the decision.
- StartWe stay involved through the first 90 days.
Related: How AI labs source domain experts
Questions buyers ask
- How do you vet experts?
- We confirm each professional’s qualification with the relevant register or professional body and check their practice history against your domain. We then run a conflict check against your brief before introducing them.
- Can experts work per deliverable instead of per hour?
- Yes. Managed expert teams deliver per deliverable, with a lead accountable for quality and timing. Individual experts can work the same way where the program allows it.
- Are UK-qualified professionals suitable for US AI programs?
- For many programs, yes: legal reasoning, accounting judgment and clinical knowledge carry across to evaluation and rubric work. Where a program needs a US qualification, we say so at the brief.
- How do you handle confidentiality and professional conduct?
- Experts are conflict-checked against your brief, and each program is designed around the professional-conduct rules that apply to its experts. Confidentiality terms are agreed before any material is shared.
- What is the difference between Expert Program Design and Program setup?
- Expert Program Design is an Advisory engagement that ends in a written design you can run with any supplier. Program setup is the first stage of an Expertise engagement, where we also supply the experts. You can use either on its own.