# Production Service Review

## Service and review period

- Service, version, and eligible population:
- Review window:
- Accepted outcome and guardrails:
- Accountable operating owner:
- Metric owner and independent verifier:

## Outcome and adoption

| Measure | Baseline | Target | Current | Evidence | Limitation |
| --- | ---: | ---: | ---: | --- | --- |
| Business outcome |  |  |  |  |  |
| Adoption or use |  |  |  |  |  |
| Human review load |  |  |  |  |  |

## Service evidence

| Dimension | Current result | Objective or limit | Trend | Owner | Required action |
| --- | --- | --- | --- | --- | --- |
| Model behavior |  |  |  |  |  |
| Reliability and latency |  |  |  |  |  |
| Safety and authorization |  |  |  |  |  |
| Cost and capacity |  |  |  |  |  |
| Exceptions and support |  |  |  |  |  |

## Incident or regression trace

- Observable impact:
- Detection:
- Model, software, workflow, human, or source contribution:
- Containment and recovery:
- Root-cause evidence:
- Corrective action and regression test:

## Change review

List model, prompt or policy, data, tool, dependency, workflow, or policy changes. Use typed dependencies to identify affected evidence and controls; do not let the graph authorize the change.

## Full operating economics

- Model and infrastructure:
- Human review and exceptions:
- Support and incidents:
- Evaluation and change:
- Adoption-adjusted value:
- Cost ceiling or saturation signal:

## Decision

- Continue / constrain / scale / pause / retire:
- Evidence basis and limitations:
- Owner:
- Next action and trigger:
- Next review date: