Negative Topic Cluster Finder

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This workflow groups negative or weak sentiment by topic so teams can see the root causes behind poor AI perception. It is useful for deciding whether the issue is messaging, product positioning, outdated content, missing proof, or competitor framing.

Find the topics where AI responses are most negative or least favorable toward our brand, and explain the recurring themes.