Evaluation Studio
Test it before it ships.
For the teams who stopped trusting the eval script.
Evaluation Studio output
What a run gives the team
A clear read on what passed, what failed, and where confidence drops.
Reviewers get the exact case, the rubric, and the original output together.
One brief for product, recruiting, risk, and compliance with the open questions called out.
Start where the answer matters.
Releases, review queues, and recruiting loops all benefit from the same structure.
A release that needs a real answer
Measure the change against real customer scenarios before it reaches production.
A review queue that needs consistent judgment
Put the same rubric in front of reviewers so the team makes the same call on the same case.
A hiring loop that needs a usable scorecard
Run structured interview work and hand recruiters something they can actually use.
What a run looks like.
Choose the work. Run the cases. Put reviewers on the uncertain ones. Share the result.
Choose the work
Build the run around real scenarios, clear pass criteria, and the exact change you are about to ship.
Run the cases
Score the release candidate, compare versions, and keep each result tied to the same test set.
Put reviewers on uncertain work
When the result needs judgment, reviewers see the exact case, the rubric, and the output together.
Share the scorecard
Product, risk, recruiting, and compliance teams see the same scorecard and next-step brief.
When a case needs judgment, hand it to the right reviewer.
The reviewer sees the exact case, the rubric, and the earlier decisions, so the team gets a clear call instead of another debate.
Judges stay calibrated.
Confidence bands + human concordance stay attached to every run.
Illustration only. In the live product, reviewers see the case, the rubric, and the decision history together.
Every run leaves something behind.
A scorecard. A review record. A next-step list the team can act on.
One record. Memory. Approvals. Proof.
Testing matters most when the result keeps moving after the run is done.
Bring the workflow you need to trust.
Bring the release, review queue, or interview loop that matters most. We’ll show you how it becomes a scorecard and a decision record.