Embedding Model Leaderboard

Choose top-performing models like

OpenAI text-embedding-3-large

or

Voyage 3 Large. These models deliver the highest accuracy scores and are ideal for production applications where retrieval quality is paramount.

Best for:

• • High-stakes RAG applications
• • Customer-facing chatbots
• • Complex technical documentation

Open-source models like

BAAI/bge-m3

and

Jina Embeddings v3

offer excellent performance with full control over deployment. These models can be hosted on your infrastructure, ensuring data privacy and cost control.

Best for:

• • Data privacy requirements
• • High-volume applications
• • Custom fine-tuning needs

Gemini text-embedding-004

and

OpenAI text-embedding-3-small

offer fast response times, making them ideal when processing speed is critical for your use case while maintaining good accuracy.

Best for:

• • Real-time applications
• • High-concurrency scenarios
• • Mobile applications

Qwen3 Embedding 8B

and

BAAI/bge-m3

excel at multilingual tasks, supporting 100+ languages with strong cross-lingual retrieval capabilities. Perfect for international applications.

Best for:

• • International applications
• • Multilingual documentation
• • Cross-language search