Decision-Stage AI Visibility: The Engines Buyers Ask
Buyers ask AI which option to choose before they reach your site. Decision-stage AI visibility is whether you win that recommendation, not just appear.
Jul 12, 2026•21 min read
Do AI Engines Confuse Your Brand With Someone Else?
When a brand shares its name with another company, person, or product, AI engines can describe the wrong one. Brand Disambiguation checks whether ChatGPT, Claude, Perplexity, and Gemini link your name to the right entity.
This is Named Entity Disambiguation (NED). Radar reads your real identity from your site and llms.txt, asks each AI engine an open question about your brand, and judges whether the answer describes you or a different thing that happens to share your name. An entity collision means buyers asking an AI about you get details about an unrelated company, quietly redirecting trust and traffic away from you.
Pay a one-time $5 to run this check. Your report opens right here.
Example output (not your brand)Northwind Labs
62
Grade C1
High
1
Medium
0
Low
ChatGPTConfused withHigh
GeminiConfused withMedium
ClaudeIdentified correctly
PerplexityIdentified correctly
The entity each engine confused you with, plus the fixes, unlock inside Radar.
What the full check does
Your verified identity
Reads your homepage, about pages, and llms.txt to extract who you actually are: category, products, and leadership.
4 AI engines
ChatGPT, Claude, Perplexity, and Gemini each get an open identity question about your brand.
Entity collisions
A judge compares each answer to your real identity and names the different, same-named entity it described instead.
Fixes that reclaim you
Severity scoring plus the schema and llms.txt moves that make the correct entity dominate.
Why entity disambiguation matters
Citation tracking asks whether AI mentions you. Disambiguation asks whether the AI mentioning you is describing the right you. A strong citation score still loses if the engine attaches your name to someone else.
