Every AI Visibility Tool Is Lying to You

Other: AI visibility measurement critique(canonry.ai)view on HackerNews

AI visibilitymeasurementcritiqueprecisionaccuracycomplexityvariabilityCanonry

Author: arberx

Date: 7/3/2026

Article Summary:

A critique of AI visibility measurement tools, arguing that they often oversell precision and accuracy, and that honest measurement requires considering the complexity and variability of AI systems.