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MDARIXProduct intelligence
Platform · Trust

People decide, every step is recorded, and AI stays off until it is validated.

Signed human review, a complete audit trail and customer administration today; the AI safeguards come in a pilot.

  • Available today3 capabilities
  • In a pilot2 capabilities
AI AssuranceIn a pilot

Inspect how advisory intelligence is bounded and reviewed.

Make grounding, uncertainty, provider limitations, safety controls, and human review requirements visible around every AI-assisted investigation step.

AI is off during the trial. Its assurance checks are validated in a pilot before AI is switched on.

  • Grounded or withheld. AI statements must cite authorized evidence; when the evidence is thin, MDARIX holds back rather than guess.
  • No causal overreach. Guardrails stop unsupported root-cause claims and keep interpretation separate from observation.
  • Tenant boundary enforced. AI sees only the records the requesting person is authorized to see, within their organization.
  • Measured, not asserted. Evaluation against known scenarios shows how the AI performs, including where it should abstain.
  1. Retrieve
  2. Ground
  3. Guardrails
  4. Evaluate
  5. Review
AI ProvenanceIn a pilot

Trace every insight back to its evidence context.

Connect observations, source records, temporal scope, provenance, and authorized retrieval so reviewers can inspect where an AI-assisted interpretation came from.

AI is off during the trial. Each AI output records its sources and model once AI is switched on in a pilot.

  • Cited to the source. Every AI-assisted statement links back to the evidence passages and records it was built from.
  • Model and context recorded. Keep which model, version and time view produced an output, alongside the inputs it was given.
  • Inspectable later. Reviewers and auditors can reconstruct where an interpretation came from long after it was produced.
  1. Observation
  2. Source
  3. Model
  4. Output
  5. Review
Human Review & ApprovalAvailable today

Keep accountable people at the decision boundary.

Bring evidence, contradictions, gaps, remarks, version context, and approval controls together so humans remain responsible for governed decisions.

Decisions are signed with your password and authenticator code, and whoever writes a brief never reviews or signs it.

  • Authority by role. Only roles your organization grants approval authority can approve; read-only users cannot.
  • Segregation of duties. The author of a decision cannot approve it. Another authorized person must.
  • Re-authentication and meaning. Signing asks the person to confirm their identity and records what the signature means and which version it covers.
  1. Evidence
  2. Review
  3. Authority
  4. Sign
  5. Record
Audit TrailAvailable today

Preserve the story of what changed, who acted, and why.

Follow investigation events, record versions, evidence actions, approvals, and provenance in a reviewable audit story.

Records › Audit trail holds every action, decision and signature, ready to export.

  • Append-only history. Administrative actions, decisions and signatures are recorded with who, when, what changed and why.
  • Tamper evidence. Audit events are chained so that changing a past record would be detectable.
  • Ready to export. Administrators can export the audit trail and an evidence package for review or inspection.
  1. Action
  2. Actor
  3. Version
  4. Signature
  5. Export
Enterprise AdministrationAvailable today

Operate tenants, access, integrations, and configuration from one governed control plane.

Give platform administrators a clear view of customer boundaries, identity, mappings, integrations, AI assurance, security, and operational health.

Users, roles, MFA and your own audit trail today. Connections and field mappings come in a pilot; single sign-on is planned.

  • Separate data per customer. Every record carries its organization, the database enforces that boundary on every query (row-level security), and every request is scoped to the signed-in organization.
  • Customer self-administration. Customer administrators invite users, assign roles and review their own audit trail. Connections and field mappings are configured in a pilot.
  • Identity and access. Authenticator-app MFA, session limits and immediate sign-out on suspension. Single sign-on is planned.
  • Plans and entitlements. In a pilot: plans, seats and features are set centrally and visible to each customer.
  1. Tenant
  2. Identity
  3. Access
  4. Integrations
  5. Assurance
  6. Operations
Regulations

FDA, EU MDR, UK and Canada reporting, and the standards whose evidence MDARIX organizes.

See the regulations
Security and access

Organization isolation, sessions and MFA, and what MDARIX does and does not claim today.

How MDARIX earns trust
Availability

Every capability says where it stands.

The labels are the roadmap's: nothing is marked Available today until it works in a free trial workspace.

Available today

In every workspace, including the 30-day free trial.

In a pilot

Built and validated together during a pilot.

Planned

Not available yet.

See the roadmap
Design partners

Bring one real investigation. See the whole story in one place.

Start with exports from your quality, product and supplier systems. Your systems of record stay where they are.

Start free trial