Resources

Resources

Reference documents and governance principles for AI brand management.

Reference

AI Brand Misrepresentation

A canonical reference on how artificial intelligence systems describe organizations without their visibility or control. Covers definition, types, causes, business impact, and governance approaches.

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Principles

Governance Principles

Five core principles that define responsible practice: measurement over manipulation, transparency, harm reduction, continuous monitoring, and context-aware interpretation.

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Build Your AI Visibility Infrastructure

Organizations that establish structured observation and governance frameworks now will define the standards for AI brand representation.

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