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AI Governance

What Is Governed AI — and Why CX Teams Need It

Trust is an architecture, not a disclaimer.

Sofia KellerCompliance Lead, InsightNarrator9 min read

How knowledge packs, human-in-the-loop approval and confidence scoring make AI trustworthy enough for business decisions.

Ungoverned analysis fails quietly

A model that invents a category does not throw an error. It produces a plausible chart. Governance is what makes failure visible.

Three controls that carry most of the weight

  • A versioned knowledge pack defining the concepts and taxonomy
  • Human approval before an analysis plan runs
  • Confidence scores and QA on every output

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Key takeaways

  • Version your definitions or your trends are noise.
  • Approval gates cost minutes and save quarters.

About the author

Sofia Keller

Compliance Lead, InsightNarrator

Advises European CX teams on GDPR, transfer impact assessments and hosting architecture. Based in Zurich.

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