Top User Feedback Tools Brands by AI Memory Score

Ranked by AI Visibility Score across 10 AI platforms

Customer feedback collection

40 brands measured using consensus sampling methodology

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Category Monster Rankings

Brands that own AI recommendations in User Feedback Tools

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Category Monster
Userback
userback.io
81%
AI Visibility Score
4/10 models
Category Monster rankings based on AI Visibility Score • week_2025_50

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Data from LLMPageRank.com • Methodology: consensus sampling across 10 AI platforms • Updated weekly

AI memory score reflects how often brands appear in AI model recommendations. Model coverage indicates contextual emergence across platforms. Consensus measures prompt affinity agreement between models.