Production evidence
- Production traces or execution logs
- Expected and actual outcomes
- Prompt, tool, model, and code versions
- User feedback or incident reports
RESOURCE / READINESS CHECKLIST
Is your team ready to improve agents from production evidence?
Use this checklist to assess whether your agent, evidence, evaluation process, and team are ready for an incident-to-fix reliability workflow.
Measurable correctness
- A terminal business outcome
- Deterministic checks where possible
- Domain-specific evaluation criteria
- Cost, latency, and policy thresholds
Safe change process
- A reusable regression suite
- Recorded replay, mocked tools, or isolation
- Human approval before production
- A reviewable deployment record
Pilot readiness
- Recurring meaningful incidents
- Sanitized evidence for review
- Read-only repository context when relevant
- A technical owner and executive sponsor
START WITH EVIDENCE
Bring us one agent failure your team could not explain quickly.
No generic sales demo. Start with a real production incident from your agent.