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Dev.to
7/6/2026
An AI Governance Framework That People Actually Follow

An AI Governance Framework That People Actually Follow

Short summary

Three-tier data classification (public, internal, sensitive) paired with five common decision scenarios creates governance that employees actually follow. Fast 24-hour escalation and leadership behavioral modeling trump comprehensive but ignored policies.

  • •Three-tier classification lets employees decide quickly: public tools freely, internal with enterprise agreements, sensitive on-premises only
  • •Five scenarios (client emails, meeting summaries, market research, proposals, data analysis) cover 80% of real decisions without exhaustive policy
  • •Incomplete but followed governance beats comprehensive but ignored—prioritize fast escalation and visible leadership adherence

Generated with AI, which can make mistakes.

#regulation-policy#ai-tools
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