For AI engineering leads whose agents are in production but whose next audit is not.
Built on the same mechanism CISOs asked for: trace, identity, and audit correlated at write-time.
Curatoz is built for engineering leaders who need to answer for what their AI agents are doing.
At growth-stage companies with agents already shipped to production.
Preparing for enterprise customer security reviews within the next quarter.
Accountable for governance evidence to the board and to auditors.
Whose next audit now explicitly includes AI systems in scope.
Retrofitting governance onto shipped agent fleets without rewrites.
Every AI agent action generates four questions from auditors, customers, and boards. Curatoz makes sure you can answer all four.
Know exactly what every agent in your environment is doing, right now. Including the shadow agents your engineers didn't tell you about.
Every agent action tied to a named human owner and a cryptographic identity that survives an audit.
Policies block unauthorized agent actions in real time, in the hot path, before harm happens.
Generate compliance evidence in minutes, not weeks, mapped to NIST AI RMF and EU AI Act.
Three steps. No rewrites. No infrastructure changes. Compatible with LangGraph, CrewAI, OpenAI Agents SDK, Claude Agent SDK, and Microsoft Agent Framework.
We map every agent in your environment, including the shadow agents your engineers didn't tell you about.
We install identity and policy enforcement in the hot path, without changing your agent code.
Your compliance evidence generates on demand. Auditors get answers. You stay focused on shipping.
Most teams stitch three tools together. The data models never connect. Curatoz was built the other way.
Trace tool + identity tool + custom audit scripts. Every trace carries agent identity. Every identity carries trace history. One query answers what happened, who did it, and whether it was allowed.
Observability tools adding identity as a feature. Incumbents are catching up on identity. That's a 12–18 month window we use to lock in design partners and ship the audit ledger format that becomes the standard.
Generic instrumentation that misses agent semantics. Built for LangGraph, CrewAI, OpenAI Agents SDK, Claude Agent SDK, and Microsoft Agent Framework. No abstraction layers. No brittle wrappers.
You know exactly what every AI agent in your environment is doing. Shadow agents surface. Identity gets attached to every action.
Policy enforcement blocks unauthorized behavior in real time. Alerts route to your existing Slack, email, and PagerDuty channels.
Audit evidence generates in under five minutes. You stop being the leader who blocks AI deployments and become the one who ships them safely.