AI Governance Dashboard.
The supervisor's surface: predictions per 24 hours, override rate, drift (PSI), hallucination reports. Per-model breakdowns, shadow-mode comparisons, version history with rollback.
A reference library of patterns we ship, laid out as a working medtech dashboard. Scenario runner. Color-vision simulator. Anti-pattern gallery with cited incidents. Free to browse.
What's in the library
Every category below is a working surface in the library — components, anti-patterns, failure states, and the standards or incidents that ground them.
Featured surfaces
Each surface ships with the recovery affordance, the audit consequence, and the documented incident or standard that motivates it.
The supervisor's surface: predictions per 24 hours, override rate, drift (PSI), hallucination reports. Per-model breakdowns, shadow-mode comparisons, version history with rollback.
Nine designed failure-state cards: disconnected monitor, stale data, delayed sync, conflicting chart updates, session-expired-during-signing, duplicate patient detection, wristband mismatch, downtime mode, partial API failure. Each with the recovery affordance and the audit consequence.
Wrong-pattern paired next to right-pattern, with the documented incident or standard that motivates each: Therac-25, ISMP Tall-Man list, FDA Good Machine Learning Practice, TJC NPSG.01.01.01.
Twelve-to-sixteen-bed wallboard with vital trends, alarm queue, current orders, assigned care team, and the kind of density that lets a charge nurse run an ICU floor without losing situational awareness.
Visible affordance, structured justification capture, routed review within 24 hours. Audit chain captures user, time, patient, justification, and reviewer disposition.
Wristband-scan banner, five rights chips, dose calculation with weight context, medication-history rail. Hard-stop on mismatch.
What you can do in the showcase
Beyond browsing the surfaces, the library has a few features that make it useful as a working artifact:
Press S to swap the entire surface into a stress scenario — Code Blue, ICU overload, night shift, glove mode, low-bandwidth. Every component renders against the scenario. The patterns that hold up under the stress are the patterns worth shipping; the ones that don't are the ones we'd redesign.
Press C to cycle the surface through deuteranopia, protanopia, tritanopia, and achromatopsia simulations. Severity encoding that depends on color reveals itself; redundant encoding survives.
Each clinical-safety and regulatory citation links to the actual source document at hhs.gov, fda.gov, iso.org, healthit.gov, jointcommission.org, ismp.org, polst.org, cpicpgx.org. Provenance, not marketing.
Click the i on any component to see what it is, when to use it, when to use something else, and any clinical-safety notes attached. The library teaches as it demonstrates.
Compliance framing
This library is a design exemplar. The components are designed to support compliant implementations; the components themselves are not certified to HIPAA, GDPR, 21 CFR Part 11, IEC 62304, FDA SaMD, EU MDR, or any other framework.
All validation dates, K-numbers, certificate IDs, audit hashes, and "validated 20XX-XX-XX" labels shown in the UI are illustrative samples. All patient names, MRNs, DOBs, and clinical data are synthetic.
If you're evaluating this for procurement, ask for: clinical advisor list, validation package, IEC 62304 documentation, real audit trail samples, and a buildable distribution. None of those exist yet — see the roadmap.
Licensing inquiries
If you're a medtech company building toward — or already shipping — clinical or AI-operator surfaces and you want to know what a license would look like, write to us. We're collecting signals from companies that would be candidates so we can scope the license model around real needs rather than abstractions.
The supervision queue, currently the most-validated single component, is already available open-source on GitHub. → Supervision Queue project
Credits and references
HHS HIPAA · GDPR.eu · FDA 21 CFR Part 11 · FDA SaMD · FDA GMLP · EU MDR · ISO 13485 · ISO 14971 · ISO 62304 · ISO 27001 · SOC 2 · HITRUST · ONC Health IT · CDC NHSN · The Joint Commission NPSG · POLST · ISMP Tall-Man Letters · CPIC pharmacogenomics.
Closing CTA
Book the $1,000 Diagnostic Working Session. Two hours together plus follow-up and a written output — including, if useful, a teardown of your own product against the library's patterns.