AI Visibility Intelligence: Why Ecommerce Brands Can't Trust Scraped LLM Data
Most AI visibility tools scrape LLM outputs, but large language models are non-deterministic. The same query returns different answers based on session context, location, and model updates. Only ecommerce-grounded AI visibility intelligence turns monitoring into actionable revenue insights.