Engine Bias

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.