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OpenAI Embeddings
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
OpenAI Embeddings appears in 1 AI-ranked category — best position #4 for embeddings model api.
GPT #5Claude #2Gemini #3Grok #3
The de facto default with unmatched ecosystem support, Matryoshka dimension truncation, dirt-cheap pricing, and rock-solid reliability at massive scale
What would move OpenAI Embeddings up
- GPT Ship a newer frontier embedding model with multimodal support and state-of-the-art retrieval scores
- Claude Refresh the model — it's aging against newer competitors on multilingual and retrieval quality, and the lack of domain-specific variants leaves quality on the table
- Gemini Expand the context window past 8k tokens and improve performance on specialized domain tasks.
- Grok Improve context length and reduce cost for large-scale deployments
Top alternatives per the models: Voyage AI · Google Gemini Embedding · Cohere Embed · Jina Embeddings
Rankings are computed from what the models answer, re-polled continuously · raw reasoning shown verbatim · methodology