AI Visibility Is Not Value
A series on AI visibility, source eligibility, platform-specific selection, attribution, measurement, value transfer, platform capture, and the citable archive that remains worth returning to.
Tag
ai-visibility-measurement
AI Visibility Is Not Value, Part 6 — AI Visibility Measurement Cannot Prove Value
AI visibility metrics can observe mentions, citations, answer presence, and prompt-level appearances. They cannot by themselves prove causation, representation quality, traffic, conversion, or retained value.