Confident AI's DeepEval remains the premier open-source LLM evaluation framework in late 2025, powering reliable testing for RAG, agents, and production apps with 50+ metrics, advanced tracing, red teaming, and synthetic data generation. Trusted by thousands and enterprises alike, it excels at regression testing and production monitoring—free open-source core with scalable cloud plans.