MNC Lab — a frontier AI lab for healthcare.

MNC Lab builds frontier AI for healthcare, and will only ever build for healthcare. moonco‑v1 is a clinical-reasoning model: our own reasoning head, trained with reinforcement learning on an H‑JEPA architecture, over a selectable open-weights foundation.

model
moonco‑v1
type
clinical reasoning
context
1M
served
API, metered by tokens

It runs where the institution keeps its data, in a private cloud or on-premises, and retains nothing by default. We do not train on customer data.

remedqa

ReMedQA closed-form accuracy

Closed-form accuracy across seven equivalent versions of each question, in our own evaluation. We read the result as level with Claude Opus 5 rather than ahead of it: the margin is smaller than the noise between runs.

moonco-v1
89.56%
Claude Opus 5
89.38%
GPT-6 Astra
87.39%
Best open-weights
85.58%
GPT-5.6 Sol
73.81%
pricing

Price per million tokens

usd · per 1M tokens
input
output
moonco-v1
$4
$16
GPT-6 Astra
$10
$50
Claude Opus 5
$5
$25
GPT-5.6 Sol
$4
$20

Even the best healthcare AI, ours included, is not yet capable of replacing clinical judgment. The model is built to be checked by a clinician, not to stand in for one.

docs.moonco.onedocumentation and access  ·  business@moonco.io