Every AI Visibility Tool Is Lying to You
Summary
Canonry's blog post critiques AI visibility dashboards, arguing that precision claims are often misleading due to measurement via frontend scraping vs provider APIs, geography, and prompt design. It advocates showing distributions, variance, and evidence rather than single numbers, and offers best practices for evaluating vendors.