The same infrastructure serves three roles at a hospital: IT keeps it running, clinicians use it to help patients, researchers push the science forward. Each gets a surface that fits their day.
A real-time dashboard over every GPU, workload, vendor container, enclave, and audit event across the hospital. HIPAA-aligned, continuously verified, and built to stand up to a SOC 2 auditor.
Drop a labeled dataset, pick a task, hit Start. The platform matches the architecture to your hardware, trains in a self-spinning container, and hands the validated model to IT with a full audit trail. The whole flow runs in the browser — no notebooks, no YAML, no ticket to IT.
Press the button. The Studio auto-trains a triage model on simulated outbreak data, and the Control Plane picks it up live, escalating it onto the emergency lane with every step audited. Watch how one platform behaves when both sides are live.
/control in a second tab before clicking. The new model shows up there live.
St. Mary's Medical Center: one org, one audit log, one set of enclaves.
Models trained in Studio run in the same attested containers the Control Plane governs.
Every drag-drop, every dispatch, every export: hash-chained, 7-year retention.
Studio jobs land on the same nodes IT monitors. No duplicate infrastructure.