AI-MODEL-GOVERNANCE5 MIN READ
When Explainability Sounds Like Extra Work
Negotiate an explainability requirement by tying explanations to user, reviewer, and audit decisions.
Dev D Data science lead 1 Clarify 2 Map 3 Agree Explainability tension 20 sec The moment Legal asks for explainability. Data Science hears a demand to make a complex model simple or delay launch. The real need is audience-specific evidence, not a single explanation artifact. audiences lead score Audit review path
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