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AI Engines Disagree on 37% of Brand Recommendations — Your Visibility Depends on Which AI Users Ask

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AI Engines Disagree on 37% of Brand Recommendations — Your Visibility Depends on Which AI Users Ask

We tested 1,159 brands across ChatGPT, Claude, Gemini & Perplexity. On 427 brands, the engines can't agree. One AI loves you, another ignores you entirely.

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GeoBuddy Team
March 10, 202610 min read

Key Findings

We tested 1,159 brands across all four major AI engines. 427 brands (37%) received different treatment from different engines — from complete invisibility on one to 100% visibility on another.

Each AI Has a Distinct "Personality"

  • Perplexity (25.8%) — The generous recommender with the most brand mentions
  • ChatGPT (24.4%) — The comprehensive lister with many alternatives
  • Claude (21.8%) — The cautious analyst with lower sentiment scores
  • Gemini (14.4%) — The selective curator with premium positioning

The Gemini Paradox

Gemini mentions the fewest brands but treats them the best: average rank #1.97 vs #3.50 for ChatGPT. 50% of Gemini mentions are primary recommendations.

Implications

Your brand's AI visibility isn't a single number — it's four different numbers that can wildly contradict each other. Testing only one engine gives you 25% of the picture.

Check your brand across all 4 engines free →

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GeoBuddy Team

AI Visibility Experts

We've spent the last two years studying how AI assistants recommend brands. What started as curiosity about ChatGPT's responses has turned into a full-time obsession with understanding the mechanics of AI visibility.

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