Private beta · design partners
Ship AI thatknows what itdoesn’t know.
The control plane around models you already run — harness, evals, guardrails, and a trace you can replay.
Instruments: Harnesses · Evals · Guardrails · Observability
01 — Proof
When guessing is not an option.
Modelled scenarios · anonymised · not a logo wall
Financial services
Provider update · Tuesday · gate held Wednesday
Underwriting copilot
A model update landed unannounced. The eval gate failed the deploy before a single underwriting decision was affected. That was the moment the team stopped arguing about whether they needed this.
Three provider regressions stopped before production · first six months
Evaluation gates · Full-trace observability
Read the caseHealthcare
Ambient clinical scribe
Clinicians wanted a note that knew when to say check this — not one that was confident all the time.
Adoption doubled after uncertainty escalation shipped
Legal technology
Multi-step research agents
A mid-chain retrieval failure used to be a shrug. Now it is a span you open, step by step, and fix.
Cost per query down after traces exposed waste
02 — Console
Operate it.
A local console on this page — not a product login. Choose an instrument. Everything you touch is observed on the rule and printed on your receipt.
Harness CLI
Vitalsdesign targets, not measured outcomes0 silent failures100% runs traced6 providers<60s to first trace
03 — Begin
Put your priors in order.
Private beta. Bring one workflow. Leave with a harness, an eval suite, and a trace you can replay — with a practice of data professionals who hold PhDs across statistics, neuroscience, AI, and computer science, and deep links into academic research and leading AI labs.
This visit was traced · replayable
Kept on this page · Never sent