AI Evidence Plane
Discuss one workflow
For AI operations and reliability

Diagnose, evaluate and remediate agentic AI with evidence.

When agentic workflows degrade, the operational questions — what changed, what executed, what fixed it — need execution evidence, not guesswork.

Finding: tool scope mismatchrun: customer-onboarding · node: verify-identityOpen
Action: block tool bindingpolicy decision ref: pd-31f8… · approved actionApplied
Re-run under corrected profileprofile v15 · evaluation gate re-runVerified
Evidence
remediation ref rm-77b0… → linked to finding and re-run

Remediation is a governed action with its own evidence, not a quiet manual change.

A finding is resolved through a controlled action linked to its policy decision and evidence — not an untracked hotfix.

  • Actions: block, re-run, fall back or escalate to a human.
  • The remediation record links back to the finding and forward to the verified outcome.

What operations teams face

Agentic workloads fail in new ways

Quality degradation

Output quality drifts as prompts, models and data change around the workflow.

Latency

Multi-step agent runs make it hard to see which step slowed down and why.

Cost

Uncontrolled model and tool usage turns into unpredictable spend.

Agent failures

Tool errors, bad routes and rejected outputs need diagnosis, not restarts.

What evidence changes

Incident response with the trace in hand

Governance traces, judge results and execution evidence tell you what actually ran; governed remediation gives you a controlled way to fix it.

1DetectQuality degradation,latency spike, costanomaly or agentfailure.2DiagnoseOpen the governancetrace and judge resultsfor the exact runs.3CompareApproved versus executedconfiguration for theaffected scope.4RemediateBlock, re-run, fall backor escalate — throughgoverned actions.5VerifyRe-run under thecorrected profile andconfirm with evidence.

1. Detect

Quality degradation, latency spike, cost anomaly or agent failure.

2. Diagnose

Open the governance trace and judge results for the exact runs.

3. Compare

Approved versus executed configuration for the affected scope.

4. Remediate

Block, re-run, fall back or escalate — through governed actions.

5. Verify

Re-run under the corrected profile and confirm with evidence.

Every incident links to the evidence that explains it and the remediation that resolved it.

Operational capabilities

What teams gain

Governance traces

A step-by-step record of the decisions applied during each execution.

Judge results

Live evaluation verdicts recorded against approved criteria.

Execution evidence

Metadata-only events retained in the local evidence store for diagnosis and review.

Governed remediation

Block, re-run, fall back or escalate — with the fix linked to the finding.

Get started

Walk one incident end to end

See how a real failure moves from detection through diagnosis and governed remediation to verified resolution.