# Evaluation and improvement record

Explain why a proposed change should or should not be released.

**Observed problem and evidence:** ____________________  
**Proposed change and responsible owner:** ____________________  
**Affected workflows, sources and permissions:** ____________________  
**Representative case set and expected outcomes:** ____________________  
**Comparison configuration and limits:** ____________________  
**Quality, review effort, latency and cost:** ____________________  
**Critical failures and unresolved issues:** ____________________  
**Release authority and conditions:** ____________________  
**Monitoring and recovery path:** ____________________

**Decision:** Release within the defined scope / Revise and retest / Withhold.  
**Reason:** ____________________

### Fictional improvement walkthrough

| State | Display copy | Meaning |
|---|---|---|
| Observed | Product-reference ambiguity is creating repeated review. | An improvement candidate, not permission to remove review. |
| Proposed | Match MX-20 to the case item for this account. | A rule to evaluate against the account's actual product patterns. |
| Evaluation fails | A known single-unit case would be mapped incorrectly. | Withhold the proposed rule. |
| Revised | Require an approved account-specific mapping and matching unit evidence; otherwise route to review. | A narrower proposal ready for evaluation. |
| Next decision | Review the new case results and release requirements. | No release is implied before those conditions are met. |

*These states are authored demonstration content. No evaluation was run and no performance result is claimed.*

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