Audit Your Ai Visibility

Why Platform Ranking Misses AI Detection Entirely

Traditional platform rankings measure visibility within closed ecosystems—Google search positions, social media reach me...

Channel Growth Can Hide AI Visibility Decline

Businesses experiencing strong performance across traditional marketing channels often assume their overall discoverabil...

Comprehensive Audits Often Miss the Core Problem

Organizations investing in AI Visibility audits frequently encounter a paradox: the more comprehensive the audit, the le...

AI Visibility Isn't About Being Online

The assumption that online presence equals discoverability no longer holds in the era of generative AI. AI Visibility op...

Define End State Before Measuring Current State

Auditing AI Visibility without a defined end state produces measurement without meaning. Organizations tracking citation...

Expertise That Doesn't Show Up in AI Context

Professionals with decades of expertise often discover their knowledge fails to surface when AI systems generate recomme...

Reach Metrics vs Recognition Metrics

The measurement frameworks that defined digital marketing success for two decades no longer capture performance in gener...

More Data Means Slower Decisions, Not Better Ones

Auditing AI Visibility generates substantial data: citation frequency, entity recognition rates, semantic association sc...