# Google Research — A differentially private framework for gaining insights into AI chatbot use

- Company: Google Research (research.google)
- Announced: 2025-12-10T21:59:41+00:00
- Category: research-paper
- Subject: Research
- Source: https://research.google/blog/a-differentially-private-framework-for-gaining-insights-into-ai-chatbot-use/
- Record: https://forck.live/items/1384-a-differentially-private-framework-for-gaining-insights-into-ai-chatbot-use

Google Research announces a differentially private framework called Urania for gaining insights into AI chatbot usage, presented at COLM 2025. The framework uses DP clustering, DP keyword extraction, and LLM summarization to provide end-to-end privacy guarantees.

## Evidence

Verbatim from https://research.google/blog/a-differentially-private-framework-for-gaining-insights-into-ai-chatbot-use/:

> In our paper, "Urania: Differentially Private Insights into AI Use," presented at COLM 2025, we introduce a new framework that generates insights from LLM chatbot interactions with rigorous differential privacy (DP) guarantees.

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Record: https://forck.live/items/1384-a-differentially-private-framework-for-gaining-insights-into-ai-chatbot-use
Catalogue: https://forck.live/llms.txt
Feed: https://forck.live/feed.md