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Cohere Embed 4
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
Cohere Embed 4 appears in 1 AI-ranked category — best position #1 for embeddings model api.
GPT #4Claude #4Gemini #1Grok #4
Industry-leading multilingual retrieval, native multimodal support for text and images, a 128k context window, and flexible Matryoshka dimension compression.
What would move Cohere Embed 4 up
- GPT Close its retrieval-quality gap versus Voyage AI
- Claude sharper pricing and developer mindshare — it wins enterprise bake-offs but rarely the default choice for new builds
- Gemini High API request latency compared to lightweight competitors.
- Grok Increase max sequence length and push further on specialized domain accuracy
Top alternatives per the models: Voyage voyage-4-large · OpenAI text-embedding-3-large · Google Gemini Embedding 2 · Google gemini-embedding-001
Rankings are computed from what the models answer, re-polled continuously · raw reasoning shown verbatim · methodology