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A practical, copy/paste Provenance Requirements Template for business analysts, systems analysts, and product managers building AI-enabled features. Use it to specify “Why should I believe this?” as testable requirements: citations and sources, freshness SLAs, confidence/uncertainty behavior, conflict handling, “what changed” explanations, and audit export fields. Includes ready-to-fill tables and a minimum set of validation tests so provenance becomes shippable product behavior—not a vague guideline.
A copy/paste Guardrails Catalog you can use to turn vague AI “be safe” guidance into testable Allowed / Not Allowed requirements. Includes a blank catalog table plus 10 starter guardrails written in acceptance-criteria style (forbidden actions, restricted data, safe defaults, refusal wording, and validation steps). Designed for business analysts, systems analysts, and product managers shipping AI-enabled features.
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