## 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](https://app.agentset.ai/).

Embeddings

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

[View leaderboard](/content/embeddings/index.html)

Rerankers

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

[View leaderboard](/content/rerankers/index.html)

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.

[View leaderboard](/content/llms/index.html)

Vector Databases

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

[View comparison](/content/vector-databases/index.html)