The verdict
ZeroEntropy appears in 1 AI-ranked category — best position #5 for embeddings model api.
Exceptional retrieval value at $0.05/M tokens, leading graded-relevance results, multilingual support, flexible 40–2560 dimensions, and open weights; could rank first once its results have broader independent confirmation
Where ZeroEntropy falls short, per the models
- GPT Newer provider whose strongest benchmark evidence remains substantially vendor-produced—not the lowest-risk enterprise default
Poll history — On this board 1 of 7 polls since Jul 13 · now #6
– → – → – → – → – → – → #6
Top alternatives per the models: Voyage AI · Gemini Embedding · Cohere Embed · OpenAI Embeddings
Watch ZeroEntropy
Boards re-poll weekly and the models change their minds. One short email only when ZeroEntropy's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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ZeroEntropy ranks #5 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-zeroentropy)<a href="https://modelsagree.com/best/best-embeddings-model-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-zeroentropy"><img src="https://modelsagree.com/badge/zeroentropy.svg" alt="ZeroEntropy — ranked #5 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