Evals as a service.

We have domain experts build real-world, custom evals for product teams.

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Start with one workflow you want to get better at.

Backed by Y Combinator
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Assess capabilities

Real tasks written by domain experts, not synthetic prompts.

Find edge cases

The tasks your agent fails, on work that matters.

Prove value

A benchmark that makes your quality legible to buyers.

Example / research agents

Find where your
agent breaks down.

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 EVAL SCORE
Models & agents22%
GPT-3.5PaLM 540BCopilot
Research agent38%
Research agent + AnchorHead38%
Experts write a task your agent has not seen.
  1. Expert tasks
  2. Weak points
  3. Your fix
  4. Measured gain

Illustrative scores, not measured results.

How it works

People who do the work
write the evals.

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Human expertise. Real-world value.

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

  1. Start with the goal.

    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.

  2. Experts write the tasks.

    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.

  3. Measure it. Then repeat.

    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.

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