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
Comprehensive ranking of embedding models based on retrieval benchmarks. Compare OpenAI, Cohere, Voyage, Jina, and open-source.
Rerankers
Benchmark results of the best rerankers improving retrieval accuracy. Includes Cohere, Jina, Voyage, and others.
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.
Vector Databases
Compare deployment options, cost efficiency, and features across Pinecone, Qdrant, Milvus, Weaviate, Chroma, Turbopuffer, and pgvector.