Best Ragas Alternatives in 2025
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Evaluate & improve your LLM applications with RagMetrics. Automate testing, measure performance, and optimize RAG systems for reliable results.
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Accelerate reliable GenAI development. Ragbits offers modular, type-safe building blocks for LLM, RAG, & data pipelines. Build robust AI apps faster.
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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.
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RAGFlow: The RAG engine for production AI. Build accurate, reliable LLM apps with deep document understanding, grounded citations & reduced hallucinations.
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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!
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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.
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HelloRAG is a no-code, easy-to-use and scalable solution to ingest human and machine generated multi-modal data for LLM-powered applications
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Ragdoll AI simplifies retrieval augmented generation for no-code and low-code teams. Connect your data, configure settings, and deploy powerful RAG APIs quickly.
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Find the best-performing RAG setup for YOUR data and use-case with RagBuilder’s hyperparameter tuning. No more endless manual testing.
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RagaAI Catalyst: The unified platform for building & deploying reliable AI agents. Get end-to-end testing, LLM guardrails, & multi-agent tools.
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UltraRAG 2.0: Build complex RAG pipelines with low-code. Accelerate AI research, simplify development, and ensure reproducible results.
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Deepchecks: The end-to-end platform for LLM evaluation. Systematically test, compare, & monitor your AI apps from dev to production. Reduce hallucinations & ship faster.
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Ragcy turns your custom business data into powerful AI assistants. Build no-code chatbots, knowledge bases & search tools, no complex vector DBs.
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Ragenaizer: Transform documents into AI for bias-free recruitment, easy data analysis, & 24/7 customer engagement. Unlock insights & boost efficiency.
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Agenta is an open-source Platform to build LLM Application. It includes tools for prompt engineering, evaluation, deployment, and monitoring.
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SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
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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.
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Opik: The open-source platform to debug, evaluate, and optimize your LLM, RAG, and agentic applications for production.
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VERO: The enterprise AI evaluation framework for LLM pipelines. Quickly detect & fix issues, turning weeks of QA into minutes of confidence.
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Cognita: The modular RAG framework for MLOps. Build scalable, production-ready RAG applications from your prototypes.
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Introducing RAGstack, a secure, scalable ChatGPT alternative. Connect your knowledge base, empower customer support, and automate document processing with powerful open-source LLMs like GPT4All. Discover the benefits of custom AI solutions for your organization.
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Companies of all sizes use Confident AI justify why their LLM deserves to be in production.
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Accelerate LLM app development in Rust with Rig. Build scalable, type-safe AI applications using a unified API for LLMs & vector stores. Open-source & performant.
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Debug LLMs faster with Okareo. Identify errors, monitor performance, & fine-tune for optimal results. AI development made easy.
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Boost Language Model performance with promptfoo. Iterate faster, measure quality improvements, detect regressions, and more. Perfect for researchers and developers.
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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.
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Krux AI is a toolkit that helps integrate your data into your AI apps using Retrieval Augmented Generation (RAG).
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Evaligo: Your all-in-one AI dev platform. Build, test & monitor production prompts to ship reliable AI features at scale. Prevent costly regressions.
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RLAMA is a powerful AI-driven question-answering tool for your documents, seamlessly integrating with your local Ollama models. It enables you to create, manage, and interact with Retrieval-Augmented Generation (RAG) systems tailored to your documentation needs.
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Activeloop-L0: Your AI Knowledge Agent for accurate, traceable insights from all multimodal enterprise data. Securely in your cloud, beyond RAG.