Working template
Production Service Review
Production Service Review, a learner-facing working resource from the free and open-source Lumyn FDE School.
Evidence boundary
- Evidence mode: live field evidence / sanitized retrospective / synthetic practice:
- Evidence classes used: assertion / observation / policy / measured operations / exact-build test / exercised capability:
- Intended use or decision:
- Scope and applicability:
- Current limitations and prohibited claims:
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: