All use cases
Healthcare Digital Twins

A digital-twin provider modelling hospital outcomes uses AI to assess how treatments could improve, and must evidence every model-driven inference to stay compliant across the EU and UK.

The situation

A clinical digital-twin provider models hospital outcomes, using AI to assess how different treatments could improve patient results. Operating across the EU and UK, it must evidence every model-driven inference to satisfy medical-device and data-protection regimes in both. Aegis Trace seals each inference against the applicable framework, so the provider stays compliant on both sides of the Channel from a single trail.

The regulations

  • EU MDR
  • MHRA
  • EU AI Act
  • GDPR
  • ISO 13485

The evidence

Each model-driven inference is sealed against the right framework.

POST /v1/decisions
{
  "decision": "treatment_projection",
  "regime": "EU_MDR",
  "twin_id": "tw_3391",
  "evidence": { "cohort": "anon", "metric": "los_reduction" }
}

EU- and UK-aligned evidence from one trail.

{
  "certificate_id": "crt_dt_6a24",
  "status": "sealed",
  "decision": "treatment_projection",
  "regime": "EU_MDR",
  "issued_at": "2026-03-14T09:21:07Z",
  "inputs_hash": "sha256:3f8a…c1d2",
  "model": { "name": "decision-engine", "version": "4.2.1" },
  "signature": {
    "alg": "ed25519",
    "value": "MEUCIQD…Qz9w",
    "anchored": "rfc3161"
  }
}

What the regulator receives

A sealed certificate for every model-driven inference, mapped to the applicable EU and UK frameworks, one trail that evidences compliance in both jurisdictions.

Evidence the moment the decision is made.