Performance Rankings

RAG Model Leaderboard

Benchmark and compare systems built for Retrieval-Augmented Generation. See how they perform and rank across diverse datasets. If you want to compare different models on your data, try Agentset.

Embeddings Leaderboard

Embeddings

Comprehensive ranking of embedding models based on retrieval benchmarks. Compare OpenAI, Cohere, Voyage, Jina, and open-source.

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Rerankers Leaderboard

Rerankers

Benchmark results of the best rerankers improving retrieval accuracy. Includes Cohere, Jina, Voyage, and others.

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LLMs Leaderboard

LLMs

Performance ranking of the best LLMs for RAG. Compare GPT-5, Claude Opus 4.6, Gemini 3, DeepSeek, and more on accuracy and latency.

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Vector Databases

Vector Databases

Compare deployment options, cost efficiency, and features across Pinecone, Qdrant, Milvus, Weaviate, Chroma, Turbopuffer, and pgvector.

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