Best RagMetrics Alternatives in 2025
-
Stop guessing. Ragas provides systematic, data-driven evaluation for LLM applications. Test, monitor, and improve your AI with confidence.
-
Companies of all sizes use Confident AI justify why their LLM deserves to be in production.
-
Deepchecks: The end-to-end platform for LLM evaluation. Systematically test, compare, & monitor your AI apps from dev to production. Reduce hallucinations & ship faster.
-
Boost your LLMs with RAG-FiT: a modular framework for Retrieval-Augmented Generation optimization. Fine-tune, evaluate, and deploy smarter models effortlessly. Explore RAG-FiT now!
-
Accelerate reliable GenAI development. Ragbits offers modular, type-safe building blocks for LLM, RAG, & data pipelines. Build robust AI apps faster.
-
Agenta is an open-source Platform to build LLM Application. It includes tools for prompt engineering, evaluation, deployment, and monitoring.
-
Opik: The open-source platform to debug, evaluate, and optimize your LLM, RAG, and agentic applications for production.
-
RAGFlow: The RAG engine for production AI. Build accurate, reliable LLM apps with deep document understanding, grounded citations & reduced hallucinations.
-
OpenRag is a lightweight, modular and extensible Retrieval-Augmented Generation (RAG) framework designed to explore and test advanced RAG techniques — 100% open source and focused on experimentation, not lock-in.
-
HelloRAG is a no-code, easy-to-use and scalable solution to ingest human and machine generated multi-modal data for LLM-powered applications
-
Ragdoll AI simplifies retrieval augmented generation for no-code and low-code teams. Connect your data, configure settings, and deploy powerful RAG APIs quickly.
-
LightRAG is an advanced RAG system. With a graph structure for text indexing and retrieval, it outperforms existing methods in accuracy and efficiency. Offers complete answers for complex info needs.
-
Boost Language Model performance with promptfoo. Iterate faster, measure quality improvements, detect regressions, and more. Perfect for researchers and developers.
-
Find the best-performing RAG setup for YOUR data and use-case with RagBuilder’s hyperparameter tuning. No more endless manual testing.
-
UltraRAG 2.0: Build complex RAG pipelines with low-code. Accelerate AI research, simplify development, and ensure reproducible results.
-
Ragie is a fully managed RAG-as-a-Service built for developers, offering easy-to-use APIs/SDKs, instant connectivity to Google Drive/Notion/and more, and advanced features like summary index and hybrid search to help your app deliver state-of-the art GenAI.
-
LiveBench is an LLM benchmark with monthly new questions from diverse sources and objective answers for accurate scoring, currently featuring 18 tasks in 6 categories and more to come.
-
Literal AI: Observability & Evaluation for RAG & LLMs. Debug, monitor, optimize performance & ensure production-ready AI apps.
-
SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
-
VERO: The enterprise AI evaluation framework for LLM pipelines. Quickly detect & fix issues, turning weeks of QA into minutes of confidence.
-
Evaligo: Your all-in-one AI dev platform. Build, test & monitor production prompts to ship reliable AI features at scale. Prevent costly regressions.
-
Braintrust: The end-to-end platform to develop, test & monitor reliable AI applications. Get predictable, high-quality LLM results.
-
LLMO Metrics: Track & optimize your brand's visibility in AI answers. Ensure ChatGPT, Gemini, & Copilot recommend your business. Master AEO.
-
LazyLLM: Low-code for multi-agent LLM apps. Build, iterate & deploy complex AI solutions fast, from prototype to production. Focus on algorithms, not engineering.
-
Agentset is an open-source RAG platform that handles the entire RAG pipeline (parsing, chunking, embedding, retrieval, generation). Optimized for developer efficiency and speed of implementation.
-
Debug LLMs faster with Okareo. Identify errors, monitor performance, & fine-tune for optimal results. AI development made easy.
-
Struggling to ship reliable LLM apps? Parea AI helps AI teams evaluate, debug, & monitor your AI systems from dev to production. Ship with confidence.
-
BenchLLM: Evaluate LLM responses, build test suites, automate evaluations. Enhance AI-driven systems with comprehensive performance assessments.
-
AutoArena is an open-source tool that automates head-to-head evaluations using LLM judges to rank GenAI systems. Quickly and accurately generate leaderboards comparing different LLMs, RAG setups, or prompt variations—Fine-tune custom judges to fit your needs.
-
Laminar is a developer platform that combines orchestration, evaluations, data, and observability to empower AI developers to ship reliable LLM applications 10x faster.