Performance Rankings

RAG Model Leaderboard

Benchmark and compare systems built for Retrieval-Augmented Generation. See how they perform and rank across diverse datasets.

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 4.5, 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.