Runtime evaluation & policy
Testing agent policies before production rollout
Fixture-driven evaluateAction tests, shadow enforcement, and promotion checklists for safe agent policy launches on Auctra before you ship production traffic.
May 15, 2026 · 9 min read · Markdown version
Fixture libraries
Maintain JSON fixtures for allow, block, and approval scenarios per action type. Run them in CI on every policy or delegation template change.
Auctra staging organizations on Team plan mirror production policy packs without touching live delegations. Tag fixtures with sponsor and delegation IDs used in tests.
Shadow enforcement
Log would-block decisions without enforcing for one week when tightening limits. Compare shadow blocks to actual business outcomes before flipping enforcement.
Shadow mode is especially valuable for agentic commerce paths where false positives anger customers. Document shadow start and end dates in change management tickets.
Promotion checklist
Confirm sponsor coverage, expiration dates, reviewer pool availability, and audit retention tier. Verify idempotency handling on approval resume paths.
Business plan required when you need hash-chained audit for production compliance sign-off. Enterprise customers add custom SLAs and security review packets.
Regression signals
Alert when block rate spikes or approval queue depth exceeds SLO. Sponsors should review weekly accountability summaries during the first month after rollout.
Auctra ties sponsors, expiring delegations, and pre-action evaluation into one accountability chain your security and finance teams can audit.
Key takeaways
- Authority is enforced before side effects — use Authority policies and evaluateAction together.
- Every production agent needs a named sponsor and bounded delegation visible in the console.
- Blocked and approval-required outcomes are evidence, not failures — review them in Authority policies.
Implementation checklist
- Sign up at console.auctra.tech and open Authority policies (/console/policies).
- Register one agent with a named human sponsor accountable for its actions.
- Create a narrow delegation aligned with this article's workflow (Testing agent policies before production rollout).
- Call evaluateAction from your agent or SDK before the consequential tool executes.
- Confirm sponsor, delegator, decision, and outcome appear in Audit or Authority policies.
People also ask
- How do you test AI agent policies?
- Use fixture-driven evaluateAction calls in CI, shadow enforcement in staging, and sponsor review of accountability reports before full rollout.
- Can policy tests run on the free Builder plan?
- Yes for functional testing; longer retention on Team helps compare shadow-mode weeks.
- How does Auctra help with agent authority?
- Auctra registers sponsors, issues expiring delegations, evaluates actions before execution, and preserves auditable accountability records.
Try in Auctra Console
Maps to: Authority policies
Pilot runtime testing in Auctra Console
Use Authority policies to apply this guide — register an agent, delegate authority, evaluate one real action, and inspect the audit trail. Free on Builder.
- Create a free account: https://console.auctra.tech/auth/signup?utm_source=blog&utm_medium=cta&utm_campaign=agent-policy-testing-before-rollout
- In Authority policies (https://console.auctra.tech/console/policies), run a free Builder pilot for one production workflow.
- Issue a bounded delegation with limits and expiration matching this guide.
- Integrate evaluateAction (SDK or REST) before money, data, or infrastructure changes execute.
- Open Audit to verify sponsor, delegator, reviewer, and decision are recorded.
Part of guide
Runtime evaluation & policy
Pre-action gates, policy engines, approval routing, and the difference between observing agents and governing side effects.
Browse full guide →Related guides
Make authority executable.
Evaluate agent actions against bounded, expiring delegation before they reach the real world. Start free on Builder — upgrade when audit retention and accountability matter.
Auctra