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OpenAI text-embedding-3-large
What ChatGPT, Claude, Gemini & Grok actually say · July 2026 · incumbent
The verdict
OpenAI text-embedding-3-large appears in 1 AI-ranked category — best position #3 for embeddings model api.
GPT —Claude #3Gemini #3Grok #3
the ecosystem default — cheapest path to solid quality, native Matryoshka dimension reduction, batch API discounts, and first-class support in virtually every vector DB and framework
What would move OpenAI text-embedding-3-large up
- Claude ship a refreshed flagship; the model is years old and now measurably trails Voyage and Gemini on retrieval and multilingual benchmarks
- Gemini Lack of native multimodal embedding capabilities or context window expansions beyond 8k tokens.
- Grok Improve context length and reduce cost for large-scale deployments
Top alternatives per the models: Cohere Embed 4 · Voyage voyage-4-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