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Production AI Radar
Eval-driven LLM release gates
No prompt or model change reaches production without passing automated eval suite.
AdoptLLMOpsNew
- Why this ring
- Vol 2 promotes from Trial to Adopt as audit cohorts standardize on CI eval gates for LLM apps.
- Production risk if ignored
- Manual prompt edits in prod without regression tests - enterprise trust erodes in one bad deploy.
- EU AI Act relevance
- Supports accuracy monitoring and change control evidence.
- Typical effort
- weeks
- Low FinOps impact
Use cases
- RAG product releases
- Multi-team LLM apps
- Enterprise change control
Adoption steps
- Define minimum eval suite
- Block prod deploy on failure
- Track eval score trends
- Human review for edge cases
Related tools
In your assessment
LLM release gate coverage + blocker policy review