The verdict
OpenAI Embeddings appears in 1 AI-ranked category — best position #4 for embeddings model api.
The safe default — dirt cheap ($0.13/M tokens, and -3-small at $0.02/M), extremely reliable infrastructure, shortening-friendly dimensions, and first-class support in virtually every framework, vector DB, and tutorial; if your team already uses OpenAI, the integration cost is near zero
Gemini Industry-standard integration with near-universal developer ecosystem support, offering a strong price-to-performance ratio and native Matryoshka dimension truncation with minimal accuracy loss.
Grok Excellent general-purpose reliability, massive ecosystem/integration ease, consistent high performance, and enterprise trust
Where OpenAI Embeddings falls short, per the models
- Claude Quality has stagnated — unchanged since early 2024 and now measurably behind Voyage, Cohere, and Gemini on retrieval and multilingual benchmarks, so you're trading accuracy for convenience.
- Gemini Ranks below specialized competitors on deep multilingual and long-context complex retrieval tasks, and lacks multimodal input support.
- Grok Improve context length and reduce cost for large-scale deployments
Poll history — On this board 6 of 7 polls since Jun 29 · #4 the last 2
#6 → #5 → #5 → #2 → – → #4 → #4
Top alternatives per the models: Voyage AI · Gemini Embedding · Cohere Embed · ZeroEntropy
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Boards re-poll weekly and the models change their minds. One short email only when OpenAI Embeddings's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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OpenAI Embeddings ranks #4 for best embeddings model api by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-embeddings-model-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-openai-embeddings)<a href="https://modelsagree.com/best/best-embeddings-model-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-openai-embeddings"><img src="https://modelsagree.com/badge/openai-embeddings.svg" alt="OpenAI Embeddings — ranked #4 for Best embeddings model API by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology