Production-Ready
Agents are monitored and controlled at runtime.
Every agent is inventoried, owned, observable, access-controlled, and continuously evaluated. Policies are enforced as actions happen. Residual risk is measured, accepted deliberately, and reviewed.
Agents are treated like any other piece of production infrastructure: governed at runtime, not trusted on faith.
Residual risk is measured and managed — the failure modes are known, bounded, and rehearsed rather than discovered.
Maintain. Quarterly evaluations, drift checks, and incident postmortems keep the estate from sliding back.
The six control surfaces
What the controls look like at this stage
Maturity is measured across six control surfaces. Here is where a mature organisation — one sitting at Stage 05 — typically stands on each.
Inventory
MatureA complete, current registry. Every agent has a purpose, an owner, and a defined scope of access.
Ownership
MatureEvery agent has a named owner accountable for behaviour, change, incident response, and risk acceptance.
Runtime visibility
MatureEvery tool call, data access, and decision is logged, attributable, and visible in real time.
Access control
MatureLeast-privilege scopes granted, narrowed, and revoked without code changes. Agent identity is distinct from user identity.
Evaluations
MatureQuality, safety, and policy compliance tested continuously in production. Drift and regressions caught automatically.
Governance
MatureRuntime enforcement — policy that blocks, scopes, or escalates the instant an agent acts.
The destination
Staying production-ready
Stage 05 is not a finish line you cross once. The estate slides back without upkeep.
Maintain. Quarterly evaluations, drift checks, and incident postmortems keep the estate from sliding back.
Stage 05 — Production-Ready, answered.
Short answers for teams placing themselves at the Production-Ready stage of the agent operational maturity curve.
What is Stage 05 (Production-Ready) of the agent maturity model?
Every agent is inventoried, owned, observable, access-controlled, and continuously evaluated. Policies are enforced as actions happen. Residual risk is measured, accepted deliberately, and reviewed. In short: agents are monitored and controlled at runtime.
What is the main risk at the Production-Ready stage?
Residual risk is measured and managed — the failure modes are known, bounded, and rehearsed rather than discovered.
How do you stay production-ready once you reach Stage 05?
Maintain. Quarterly evaluations, drift checks, and incident postmortems keep the estate from sliding back.