WhitestonePartners

Engineering method

Make failure visible.Then engineerthe recovery.

Production AI fails across boundaries: model decisions, permissions, tool calls, state changes, downstream systems, retries, and business outcomes. Whitestone makes those paths observable, reproduces the failures that matter, hardens the control points, and verifies the resulting business state.

Discuss your production AI system See the diagnostic
  1. Model
  2. Authority
  3. Execution
  4. Mutation
  5. Recovery
  6. Verified state

System instrumentation

We trace the systemaround the model.

We trace decisions, authority, tool calls, state changes, recovery, and the verified business state, end to end.

  1. 01ModelIntent defined
  2. 02AuthorityPolicy verified
  3. 03ExecutionTool called
  4. 04MutationState changed
  5. 05RecoveryReconciled
  6. 06Verified stateBusiness state confirmed

Failure states

One system. Seven stateswe engineer for.

Every production AI incident moves through the same states. We engineer, break, and verify each one before your customers meet it.

  1. 01IntactExpected path, expected state.
  2. 02GatedAuthority checked before any action.
  3. 03LayeredEvery tool call traced and bounded.
  4. 04MisalignedA retry repeats a refund.
  5. 05RecoveringCompensation reconciles the ledger.
  6. 06RestoredThe business invariant holds again.
  7. 07VerifiedEvidence proves the final state.

Production AI Diagnostic

Take one consequential workflow. Expose the gaps. Harden what matters.

A bounded engagement for teams whose AI already touches real systems. We map one consequential workflow, expose its control gaps, and leave a clear path to hardening and verification.

  1. Map

    Define the consequential workflow, actors, permissions, state changes, and business invariants.

    • Workflow map
    • Actor & permission model
    • State transition map
    • System trace definition

  2. Harden

    Expose failure modes and engineer the controls that make the workflow safe to operate.

    • Failure matrix
    • Authority boundaries
    • Idempotency & recovery plan
    • Observability instrumentation

  3. Verify

    Prove the resulting business state, document the controls, and hand off operating evidence.

    • Verification report
    • Runbook
    • Evidence ledger
    • Next-risk register

Real systems. Higher standards.

Bring us the AI system that has to work in the real world.

Discuss your production AI system