What design partners get
A 30-minute call
Tell us the domain, the kind of work and the rough scale.
A failure map for your model
Where your model is wrong, by area and by how confident it was.
A sample package
Scored answers and reasoning traces, each with the record of the expert who wrote it.
Nothing to sign while it’s in build
Shape the work with us before any contract.
Three ways to work with us
Model Evaluation Sprint
A fixed-price evaluation of your model on your mission profile, with a failure map and an evaluation report.
Standing Expert Cell
Five to twenty screened experts working to your rubric for the length of an engagement.
Government-Domain Dataset
Scored answers and reasoning traces for reinforcement learning, scoped to your domain.
Who we partner with
AI labs
Reasoning traces and scored answers on the government problems your model gets wrong, binned so the valuable data is never sold at the bulk rate.
Federal integrators
Cleared and former-federal expertise for programs where an identity credential alone doesn’t establish judgment quality.
Program offices
Evidence for a fielding decision: a model evaluated against your mission profile, with every result traced to the record behind it.
How we work
together
A partnership runs on the same rules as every engagement, with your team in the room while they’re set.
- A rubric written with you, one dimension at a time
- A cell of five to twenty, screened for conflicts against your programs
- Each expert’s record before the engagement starts
- Every result traced to the expert who wrote it
- A provenance report you can pass to your own customer
Teach your models the judgment they’re missing.
Design partners help shape the rubric and the makeup of their cell while both are still open.