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Provenance Requirements Template

Provenance Requirements Template
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Posted by: Adrian M on Saturday, February 7, 2026

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.

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