Model Evaluation & Human Feedback
Expert raters who judge, rank and correct model outputs.
Human judgment for AI products. Our raters score and rank model responses, write ideal answers, red-team for failure cases and run evaluation sets, with domain experts for coding, finance, legal-adjacent and medical-adjacent work.
What's included
Everything the work needs, handled
- Response rating and preference ranking
- Ideal-answer writing and correction
- Red-teaming and safety evaluation
- Domain-expert evaluation panels
- Evaluation set design and reporting
How we run it
Recruited, onboarded, managed and paid by us
- 1
Recruit
We source, screen and interview against a profile you approve. You meet the shortlist and make the final call.
- 2
Onboard
Contracts, equipment, access, and training on your product and processes. Day one is productive, not paperwork.
- 3
Manage
Team leads, rosters, quality checks and coaching every day. You get one accountable owner on our side.
- 4
Pay
Salaries, benefits, payroll taxes and employment compliance for your team, handled by us. One monthly invoice to you.
- 5
Improve
Weekly metrics, monthly reviews and a plan to do better each quarter. Scale seats up or down as you need.
Ways to buy
Four ways to engage us for Model Evaluation & Human Feedback
Dedicated team
Monthly fee per seat
Ongoing work that needs people who know your business inside out.
Managed service
Outcome or volume-based
Well-defined processes where you care about results, not headcount.
Staff augmentation
Monthly fee per person
Adding skills to a team you already manage.
Project
Fixed scope or time and materials
A defined outcome with a start and an end, such as a build, a migration, a clean-up or a launch.
Do you have domain experts?
We recruit evaluators with relevant degrees and experience, such as engineers, accountants and healthcare graduates, for tasks that need them.
How quickly can a panel start?
We confirm a start date once we have seen your guidelines and the expertise you need.
Is our model data kept confidential?
Yes. Work happens in your environment under NDA, with access limited to your project's evaluators.
Ready to build your Model Evaluation & Human Feedback team?
Share what you need. We reply within one business day, then follow up with a proposal: the team, a dated plan and the full price.