AI Confusion Analyzer — TransCanada Digital

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.

Questions About the AI Confusion Analyzer

The analyzer is built to answer one question: if an AI assistant had to describe your business, would it get it right? It looks for the signals that make that hard, such as vague service pages, mismatched contact details and blocked crawlers.

What is entity ambiguity?

It is when an AI model cannot tell which business, industry or location your site is about, or confuses you with another company. Conflicting schema, inconsistent name, address and phone details and thin page content all contribute.

How is this different from the main audit?

The main audit scores technical visibility signals over HTTP. The analyzer deep-crawls your site and has Claude evaluate it from the perspective of an AI recommendation engine, looking for what would confuse or block a clear recommendation.

What do I get back?

A confusion score from 0 to 100, per-signal diagnostics and a prioritized fix list, with the report available to download as HTML or raw JSON.

Who can use it?

It is available to all paid users ($27 and up).