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Open-source RAG evaluation tool for assessing accuracy, context quality, and latency of RAG systems.

Tonic Validate is an open-source RAG (Retrieval-Augmented Generation) evaluation tool designed to rigorously assess and improve the performance of RAG systems. It provides custom-built metrics to isolate and test each component of a RAG application, including accuracy, context quality, and latency. The tool allows users to track RAG parameters and responses, visualize metric changes across experiments, and monitor RAG system performance in production. By logging real user queries, context-augmented prompts, and LLM responses, Tonic Validate enables comprehensive monitoring and iterative improvement of RAG systems. Integration with LlamaIndex allows for advanced evaluation metrics directly within the LlamaIndex platform, with UI-based experiment visualization and RAG performance monitoring.
Tonic Validate is an open-source RAG (Retrieval-Augmented Generation) evaluation tool designed to rigorously assess and improve the performance of RAG systems.
Explore all tools that specialize in automated data validation. This domain focus ensures Tonic Validate delivers optimized results for this specific requirement.
Explore all tools that specialize in performance monitoring. This domain focus ensures Tonic Validate delivers optimized results for this specific requirement.
Define and apply custom metrics to isolate and test specific components of your RAG application.
Log RAG parameters and responses to track and compare performance across different experiments.
Collect real user queries, context-augmented prompts, and LLM responses to monitor production performance.
Integrate Tonic Validate directly within LlamaIndex's platform for seamless evaluation and monitoring.
Use a web-based user interface to monitor and observe the performance of your RAG system.
Install Tonic Validate using `pip install tonic-validate`.
Connect to your LlamaIndex vector store and query engine.
Log RAG parameters and responses to Tonic Validate.
Define custom metrics for your RAG application components.
Run evaluations at scale and visualize results in the Tonic Validate UI.
Monitor real user queries and system responses in production.
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