AI Visibility Is Not One Score: What You Actually Need to Measure
AI visibility isn't one score. The five diagnostic dimensions that show whether a business is recognized, understood, included, cited and recommended by AI.
Insights
Measurement & Diagnosis
How to observe what AI appears to understand, measure recognition, inclusion, citation and recommendation, and identify the active constraints behind weak or inconsistent visibility.
AI Visibility Is Competitive: What 90 Days of Citation Tracking Revealed
What 90 days of AI citation data revealed about competitive visibility, question-level movement, competing sources and why absolute improvement can mislead.
Getting Cited by AI Is Faster. Staying Cited Is Harder.
Getting cited by AI can happen fast. Staying cited is the harder, less obvious test. Mark Lowe on why citation speed and citation persistence are different problems.
You Don't Build Authority When You Suddenly Need It
SEO still sends more traffic than AI for most businesses. Mark Lowe on why traffic volume, and even attribution itself, may be the wrong way to judge what's actually changing.