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-causality
AI Visibility Is Not Value, Part 1 — AI Visibility Is Not a Direct Optimisation Outcome
Appearing in AI-generated answers is not proof that optimisation caused visibility, attribution, traffic, or retained value. AI visibility is an observed output inside a larger source-selection system.