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Best embeddings model API

3 models · updated 2026-06-29

The verdict

Voyage AI leads — 2 of 3 models rank Voyage AI the top startup.

Not unanimous: ChatGPT picks Voyage AI voyage-3-large.

Combined ranking

  1. 1
    Voyage AI—9 pts
    GPT —Claude #2Gemini #1· Exceptional retrieval accuracy optimized for code and technical documents.
  2. 2
    Voyage AI voyage-3-large—4 pts
    GPT #2Claude —Gemini —· Excellent retrieval accuracy with strong domain-tuned variants.
  3. 3
    Jina AI—2 pts
    GPT —Claude #5Gemini #5· Long-context, open-weight multilingual embeddings with a cheap, flexible API.
  4. 4
    Jina Embeddings v4—1 pts
    GPT #5Claude —Gemini —· Flexible long-context multimodal embeddings with open weights.

Not ranked (incumbents): OpenAI, Cohere, Google Gemini Embedding 2, OpenAI text-embedding-3-large, Cohere Embed v4, Google, Google Gemini

By model

ChatGPT

  1. 1.Google Gemini Embedding 2
  2. 2.Voyage AI voyage-3-large
  3. 3.OpenAI text-embedding-3-large
  4. 4.Cohere Embed v4
  5. 5.Jina Embeddings v4

Claude

  1. 1.OpenAI
  2. 2.Voyage AI
  3. 3.Cohere
  4. 4.Google
  5. 5.Jina AI

Gemini

  1. 1.Voyage AI
  2. 2.Cohere
  3. 3.OpenAI
  4. 4.Google Gemini
  5. 5.Jina AI

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously