Topic: quarterly trend compounding

Measuring AI Visibility After Precision: The Micro-Macro Shift

The funnel query pathway (FQP) serves as the core measurement framework for AI visibility, requiring quarterly analysis to inform strategic action, as precision micro instruments like rankings no longer work in opaque assistive and agent environments. Brand-user-algorithm (BUA) opacity , with fou...