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How AI describes BERTopic

Data as of Aug 25, 2026 · Based on 3,181,687 AI responses across 10,525 prompts · See how Parse measures this

BERTopic logoBERTopicbertopic.com

BERTopic is a modern topic modeling framework that uses transformer-based embeddings like BERT for contextual document understanding and clustering. Developed by Maarten Grootendorst, it combines dimensionality reduction with HDBSCAN clustering and class-based TF-IDF for interpretable topic representation.

Parse Score

51.2

#40 of 104 in Voice of Customer Text Analytics Platforms

Strength10/ 100
Reach38/ 100
Authority39/ 100

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Sources

arxiv.org shapes more of what AI says about BERTopic than any other source, at 69% of its citations.

abstractapi.com · aemcorp.com · mercity.ai · sprinklr.com

AI questions where BERTopic appears

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The market map

Voice of Customer Text Analytics Platforms →
2%5%10%20%Category leadersSpecialistsIn the mixLong tailNamed in more AI answers →Appears earlier in the answer →AlphabetIBMMicrosoftAmazonOpenAISentiSumMedalliaZendeskLexalyticsChattermillThematicEnterpretTalkwalkerArya.aiBERTopic

Where AI ranks BERTopic

Voice of Customer Text Analytics Platforms#40

  • Excerpts where BERTopic appeared in the AI's answer

    ChatGPT Search · excerpt
    BERTopic — among the strongest for discovering coherent topics from customer reviews.
    ChatGPT Search · excerpt
    BERTopic has consistently shown strong performance on customer-review datasets