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Chiv Heng Consulting — www.chivheng.consulting • LinkedIn

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Last reviewed: July 2026

The “use vs. don’t use” debate

Assuming your organization moves forward with AI use

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Privacy comes first. For specific rules and examples, use the workshop handout: Data Privacy Rules + Anonymization Examples (Workshop Handout)

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The verification habit

Bias and representation

Transparency with stakeholders

The rules are shifting

When AI is the wrong tool

The productivity paradox ("more" is not the same as "better")

A note on "appropriate use"

The line between appropriate and inappropriate use is not always obvious, and it will shift as tools evolve and your comfort grows.