⚠️ AI Visibility Tools Provide False Metrics
Canonry criticizes modern AI Visibility measurement services for providing false precision. They output fixed metrics (e.g., "Rank #4") for systems that are inherently non-deterministic and depend on geolocation, account history, and model parameters.
🌍 Companies in the field of AI Optimization (AEO/GEO) need to move away from chasing a fixed ranking toward analyzing the probability distribution of mentions and the variability of answers across different regions.
👤 Do not trust simple dashboards showing "brand position" if they do not provide confidence intervals, a list of prompts, and raw answers from different geographic locations.
Source 1: https://canonry.ai/blog/ai-visibility-tools-are-lying