LLM Outputs Private beta · coming soon

Coming soon

The benchmark for AI that makes human decisions.

We’re building the evaluation environment for high-stakes human decisions, starting with hiring. Real assessments, real outcomes, and the reward signals that teach models to judge like the best humans do.

Building or training in this space? Reach out and we’ll talk.

The Environment

The most realistic simulation of high-stakes human evaluation, captured end to end.

The Benchmark

Measurable, outcome-linked tasks that score how well any model judges real candidates.

The Reward Model

Trajectories tied to real outcomes. The exact signal labs need to train better judgment.

Human judgment, model ready
A candidate in an interview with live AI analysis overlaid
Live assessment
Candidate evaluation interface with scores and a decision graph
Outcome-linked scoring
Human judgment merging into a neural network
Real signal, captured