Agent autonomy gives leverage. Production gives the bill.
The trace dashboard problem
Observability tools show every prompt, every output, every tool call. Then someone has to read them, find repeated failures, prove they're real, and ship a fix. That work doesn't scale.
The invisible blast radius
Agents inherit tools, prompts, retrieval, approvals, tenants, and environments. Most teams cannot answer 'what can this agent actually touch?' until something breaks in front of a customer.
Two teams, two workflows
Security wants evidence and controls. Product wants velocity and metrics. Today they argue with screenshots. Vouch is the workflow both teams already need.
RiskOps for agents — risk evidence in a workflow that actually runs.
Findings are first-class engineering artifacts.
Repeated production failures cluster into a finding, get a suspected cause, a generated repro test, a remediation PR draft, and retest evidence. Engineers ship the fix; security gets the audit trail.
One score, made of evidence.
Living Cert is computed from red-team pass-rate, firewall block-rate, and intent failure-rate. It moves when behaviour moves. Customers can verify the cert from outside your stack — signed, public, embeddable.
Block what should never ship.
Pre-deploy red-team packs catch known unsafe patterns. The runtime firewall blocks the rest with prompt-injection, exfiltration, and tool-policy detectors. Both feed back into the cert.
Get a Living Cert for one agent. Today.
Local-first. No data leaves your stack until you turn it on.