CISO • INTEGRITY

    Trust Provenance (DAG)

    Shows chain‑of‑custody for identities, devices, policies, and security events using a DAG-linked integrity model.

    What it shows

    Trust Provenance provides cryptographic traceability: how a device was onboarded, which policies were applied, and how each security decision links to prior verified states. This reduces “who changed what” ambiguity during incidents and audits.

    How it’s calculated

    • Each identity/device state transition is recorded as an event with signed metadata.
    • Events form a DAG: new events reference previous verified events (tamper-evident lineage).
    • Anchoring to an immutable ledger provides timestamping and non-repudiation.
    • Policy decisions include evidence pointers (signals used, risk score, enforcement action).

    What to do next

    1. 1
      Use provenance during investigations
      : trace the exact sequence leading to a denial/quarantine.
    2. 2
      Prove compliance
      : show auditors immutable evidence that controls were enforced at time-of-event.
    3. 3
      Validate onboarding
      for new OT/IoT fleets: ensure each device has a hardware-bound identity.
    4. 4
      Detect tampering
      : flag breaks in lineage, replay attempts, or out-of-order events.

    KPIs to watch

    Provenance score
    %
    Events anchored
    count/day
    Lineage breaks
    0 target

    Why this matters to a CISO

    AI only works if it’s trustworthy
    If models drift or confidence drops, you’re flying blind. This keeps the AI layer honest.
    Drift is normal in OT
    New firmware, new shifts, new processes—all cause drift. You need to detect it early before it erodes detection quality.
    Confidence drives automation
    You can’t let AI auto-contain based on shaky confidence. This metric ensures automation stays aligned with risk appetite.
    Feedback loops improve accuracy
    Every analyst decision sharpens the models. This closes the loop between human intelligence and machine learning.
    Reference UI Screenshot
    Trust Provenance (DAG) screenshot