Notary captures real AI decisions as sealed evidence, replays failures, verifies fixes against the same recorded conditions, and turns overrides into regression tests for future releases.
Regulatory pressure is moving from policy to examination. NAIC AI governance expectations are being operationalized through AI evaluation toolling in 2026. The EU AI Act's high-risk obligations apply from December 2027. Insurers, lenders, and health plans need evidence of remediation and release controls before examiners ask.
When an autonomous AI agent fails in production, your logs show the error — but not the cause, and not that your fix actually works. Regulators require more. The EU AI Act, NIST AI RMF, SEC disclosure rules, and OCC guidance all demand forensic proof: what went wrong, why, and evidence the fix prevents recurrence.
HMAC-SHA256 sealing with a Merkle chain. Alter one byte and the proof breaks.
Replay runs from sealed cassette by default. Sandbox is an escalation path where configured. Production is capture-only.
A cryptographically signed certificate regulators and courts can verify independently.
Your decision history is a scenario mine, not a log.
Every escalation, override, denial, and complaint your AI agents have produced is a candidate scenario. Notary clusters historical decisions by intent, outcome, policy, and override pattern to surface failure modes your team may not have reviewed yet. Each candidate is checked for replayability and labeled with the customer-approved expected outcome before it enters your release gate.
In a mid-size contact center, this can mean hundreds of candidate scenarios a month — failed handoffs, human overrides, complaints, and policy breaches that usually disappear into transcripts.
Cluster overrides, escalations, denials, and complaints to surface recurring failure patterns your team may not have reviewed.
Compare stated policy against actual AI outcomes and human overrides to find where your agent drifts from intent.
Map candidate scenarios to HIPAA, FCRA, GLBA, NAIC, ADA, and EU AI Act obligations where applicable.
Notary surfaces candidates monthly. Your team labels expected behavior. The scenario library compounds over time.
SDK captures agent decisions in production. Every prompt, tool call, and output is sealed as it happens.
Reviewers send tickets, claims, escalations, or complaints from source systems directly into Notary for analysis.
Historical records are clustered into candidate scenarios, checked for replayability, and labeled with expected outcomes.
Each scenario is a real decision captured, replayed, fixed, verified, and added to your release gate.
Instrument the agent. Replay the failure. Verify the fix. Add the scenario to the next release gate.
~5 lines. Every run sealed as it happens.
No production call. No sandbox required unless the fix introduces new external behavior.
Scenario saved: failed_handoff → ESCALATE_TO_HUMAN
Future releases must pass this scenario.
Observability sees failures. Analytics measures them. Governance tools document policies. Notary replays real failures, verifies fixes, saves scenarios, and gates future releases.
Most tools tell you an eval score changed. Notary proves the exact recorded failure no longer reproduces under the same conditions that caused it the first time. That's the difference between probably better and verified fixed.
| Category | What it does |
|---|---|
| Observability | Traces, logs, latency, errors |
| Contact-center analytics | Handoff rate, CSAT, QA scores |
| Governance | Policy approvals, inventories, risk registers |
| Notary | Sealed replay, fix verification, scenario library, release gate, proof |
Operations, compliance, legal, and AI teams get the same answer: what failed, what fixed it, and whether the next release will repeat it.
Stop repeat AI failures.
A mid-size contact center escalates thousands of AI conversations a month. Most overrides disappear into QA notes and transcripts. Notary converts them into a compounding replay suite so the failure your agents corrected last week cannot ship again next quarter.
Recurring usage, not a one-time audit.
Prove remediation.
Show what happened, why it happened, how it was fixed, and that the proof was not altered.
Test against real failures.
Replay production failures before every prompt, model, policy, or code release.
Scale AI without repeating failures.
Keep automation gains while controlling risk, support quality, and release confidence.
Start with core replay and fix verification. Add Scenario Intelligence, regulatory packs, and managed library expansion as your AI footprint grows.
What decision was made, and why.
The fix produced the customer-approved expected outcome under the same recorded conditions.
The evidence has not been altered.
The proof remains verifiable from sealed evidence years later.
Today, Notary flags scenario failures for manual release review. Automated CI/CD gating is the next step.
Seal runs with your own key; Notary never has to hold it.
Certificates signed with asymmetric keys (ECDSA/RSA) — verify with a public key, no secret required.
Append-only, write-once evidence log. Nothing can be silently altered.
Evidence flows into ServiceNow, OneTrust, and AuditBoard, mapped to the right controls.
Three tiers. Start free. Scale as your AI footprint grows.
| Free | RECOMMENDED Professional |
Enterprise | |
|---|---|---|---|
| Price | Free forever | Contact us | Custom |
| For | Developers | Compliance + legal | Large orgs, critical infra |
| SDK: capture + HMAC sealing + local verify | ✓ | ✓ | ✓ |
| Framework support | Raw / basic | All frameworks | All + custom |
| Deterministic replay | Limited (free quota) | Unlimited | Unlimited |
| Live sandbox validation (escalation) | — | Select providers where configured | Custom sandbox providers |
| Branching & experiments | 1 branch / incident | Unlimited | Unlimited |
| Scenario Intelligence / Managed Library | — | Included / limited | Custom / managed |
| Mutation testing | Manual | Automated | Automated |
| Proof of Mitigation certificates | ✓ | ✓ | ✓ |
| Certificate signature | ECDSA | ECDSA + RSA | Custom |
| Compliance reports | — | All frameworks | Custom |
| GRC connections | — | 5 | Unlimited |
| Audit logging / RBAC | — | ✓ | ✓ |
| SSO | — | — | ✓ |
| SLA | — | 99.5% | 99.9% |
| Support | Community | Priority | Dedicated |
| Data retention | 30 days | 1 year | Custom |
| Install the SDK | Contact us | Talk to sales |
Usage limits and pricing shown are indicative and subject to change.