Domain experts for AI products and model evaluation
AI domain experts are professionals with deep industry knowledge, such as clinicians, financial analysts, lawyers, accountants or engineers, who help build accurate AI. They design and review training and evaluation data, write expert rubrics, test model answers and guide product decisions where general engineers lack context.

Skills we vet for
- Expert evaluation rubrics
- Test sets and edge cases
- Reviewing and correcting AI output
- Workflow design for specialist tasks
- Compliance and risk review
Where domain experts help
- Evaluation datasets and rubrics
- Reviewing and correcting AI output
- Prompt and workflow design for specialist tasks
- Compliance and risk review of AI features
Industries
Fintech and financial markets, Web3 and blockchain, gaming, climate and sustainability, cloud and SaaS, construction, recruitment and HR technology, and professional services.
How we vet every AI domain expert
Technical ability first, CV second. You only meet people who have already shown they can do the work.
Our vetting process- Initial screening of English, communication and remote-work readiness
- Practical technical assessment, reviewed by a panel of senior engineers
- Technical interview with a lead architect or lead engineer on system design and past production work
- Reference checks with past managers and senior colleagues
Hiring a AI domain expert: questions, answered.
Why do AI products need domain experts?
Models can sound confident and still be wrong. Domain experts define what a correct answer is and catch errors engineers cannot.
Can domain experts work alongside our AI engineers?
Yes. The strongest results come from pairing them in the same team.
Other AI talent we place
Ready to hire your AI domain expert?
Tell us what you're building. We'll help you find the people to move it forward.