Metrics & Scores

Cross-Model Agreement

Also known as: Platform agreement, AI consensus

Cross-model agreement measures how often different AI models recommend the same brands for the same query.

Full Explanation

Cross-model agreement measures how often different AI models (ChatGPT, Claude, Gemini, Perplexity) recommend the same brands for the same query. Research shows AI platforms agree on brand recommendations only 14% of the time. Low cross-model agreement means your brand might dominate on one platform while being invisible on another - requiring multi-platform AI visibility strategy.

Example

GPT and Gemini agree on only 10% of brands for neutral gift queries - same question yields wildly different brand recommendations.

Research Insight

Our Cross-Model Stability Analysis research found: 14% agreement across AI platforms

Read the full research

Related Terms

Deep Dive

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