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The Ungoverned AI Gap in Quality and Compliance

A practitioner look at the general-purpose AI already drafting CAPAs, deviations, and regulatory correspondence on quality teams, why that creates a different exposure than validated software, and a five-dimension framework for scoring where your own team stands today.

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30% faster quality processes
90% reduction in quality admin
5x faster external audits

The teams that will move fastest are the ones who treat AI governance like any other quality process: define the scope, document the controls, validate the outputs, and build change control around the tooling before someone else defines those boundaries for you. Governance is not a brake on adoption. It is what makes adoption defensible.