Clio tool
Clio is Anthropic's tool for analyzing real-world language model use and distilling conversations into topic clusters.
Clio is a tool developed by Anthropic to understand how people are using their AI models in the real world.
It works by analyzing conversations and identifying patterns and common themes. This helps Anthropic see what users are asking for and how they are interacting with the AI, allowing them to improve the models and their safety features.
Clio is an automated analysis system designed by Anthropic to process and distill large volumes of real-world language model interactions. It identifies emergent topics and conversational patterns, providing insights into user behavior and model performance.
The system aims to move beyond simple metrics to understand the qualitative aspects of AI deployment, informing development and safety strategies.
The term Clio is relevant now due to Anthropic's recent observations on AI's limited role in the 2024 elections. This highlights the ongoing effort by AI labs to analyze and understand real-world AI usage, especially concerning safety and societal impact.
- Elections and AI in 2024: Anthropic observations and learningsAnthropic · Anthropic News ·
- Anthropic Claude
- Anthropic uses Clio to analyze real-world language model use and distill conversations into understandable topic clusters.
Clio is a proprietary tool developed by Anthropic. Specific details about its origin beyond its function are not publicly available.
You can observe how AI models like Claude handle different topics by asking it to summarize complex information or explain a concept in simple terms. Notice how it structures its answers and if it identifies key themes within your prompt.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- PromptRole-play a student struggling with math for AI tutor simulationSimulate a student's math struggles and uncertainty for AI tutor evaluation. · 5 min
- TemplateReusable workflow templates for healthcare teamsTeams can create and share templates for common workflows like documentation or prior authorizations. · 15 min
- TemplateTemplate for building an AI tool tailored to your workA structured approach to defining and building a custom AI tool for specific business needs. · 15 min
- TemplateEvals CSV prompt list for agent skillsA CSV file template for listing prompts used in evaluating agent skills. · 20 min
- HeuristicDouble coding agent task completion with docs linksProviding coding agents with a documentation link significantly increases their task completion rate. · 2 min
Questions people ask
- What kind of data does Clio analyze?
- Clio analyzes real-world conversations and interactions that users have with Anthropic's language models.
- What is the main goal of Clio?
- The main goal of Clio is to distill these conversations into understandable topic clusters, helping Anthropic understand usage patterns and improve their AI.
First seen on Subvolts Dec 12, 2024. Updated Sep 14, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

