AI Confusion Analyzer

What Is AI Confusion?

AI confusion happens when ChatGPT, Claude, or Gemini cannot clearly identify what your business does, where it operates, or what makes it different from competitors. Conflicting signals in your schema markup, inconsistent NAP data, vague page content, and missing structured data all contribute to entity ambiguity — the root cause of AI invisibility.

What This Tool Detects

• Entity ambiguity — when AI models confuse your business with another company, industry, or location
• Content gaps — missing service descriptions, location pages, or FAQ content that AI needs to recommend you
• Conflicting signals — mismatched phone numbers, addresses, or business names across your website and schema markup
• Technical blockers — blocked crawlers (GPTBot, ClaudeBot), missing llms.txt, or absent structured data that prevents AI indexing

How It Works

The analyzer deep-crawls your website using Apify, then sends the extracted content to Claude AI for entity analysis. Claude evaluates your site from the perspective of an AI recommendation engine — identifying exactly what would confuse or prevent a clear recommendation. Results include a confusion score (0–100), per-signal diagnostics, and a prioritized fix list.

Available to all paid users ($27+). Run your first audit or learn how AI visibility works.