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Governance precedents matter because unchecked demos can become expensive commitments.

This page tracks evidence for safe review controls and boundary-setting patterns.

Product leader reviewing customer feedback, reports, and dashboard evidence at a desk. — The problem is not effort. It is expert Product time spent turning scattered feedback into decisions.

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Claim supported

Read-only, source-visible, human-reviewed AI workflows are easier to govern.

Evidence still needed

Precedents from enterprise pilots
Control-language examples
Criteria for operational use tied to safe adoption