prod-requirements-normalizer

To normalize vague product brief statements, you rewrite inconsistent or duplicated wording into single-intent REQ-* items that are unambiguous and verifiable. This process assigns unique IDs and classifies statements into functional, quality, or constraint types.

Requirements traceability links generated requirements back to source artifacts and unresolved decisions. You need to embed it during the requirements-creation phase after architecture baselines are approved, ensuring stable IDs connect each REQ-* item to its source.

You write acceptance criteria for embedded requirements by drafting measurable Given-When-Then or checklist-style tests for each item. Conforming to IREB quality gates ensures the criteria support testability and pass human review.

Yes, you can convert an approved architecture baseline into backlog planning items by generating normalized REQ-* statements with acceptance criteria and ambiguity notes. This output is specifically prepared to feed downstream verification and planning phases.

The best way to classify requirement statements is by applying requirements normalization during the planning phase, which parses product briefs to categorize each statement into functional, quality, or constraint types while flagging ambiguity notes for review.