We have domain experts build real-world, custom evals for product teams.
Book a demoStart with one workflow you want to get better at.
Real tasks written by domain experts, not synthetic prompts.
The tasks your agent fails, on work that matters.
A benchmark that makes your quality legible to buyers.
Experts turn real research problems into tasks your agent has never seen. The eval shows what it gets wrong, and what each fix is actually worth.
Illustrative scores, not measured results.
Evals are only as good as the people who write them. We connect global human expertise to AI, so the value of information and actions is priced against the work it really does.
Domain specialists · Research engineers · Evaluation researchers · Workflow practitioners
We start with the workflow you want to hill-climb on — or the buyer you need to satisfy, or the spend you need to justify.
We source PhD-level specialists across global labor markets, elite talent pools, and research networks like IIT. Our most recent research-engineering set was written by PhD researchers from IIT Kharagpur.
Matched runs show what changed and what it is worth — including whether a smaller model holds performance at lower token cost. Then we raise the bar.