Mixedbread Rerank
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
Visit mixedbread.com ↗The verdict
Mixedbread Rerank appears in 1 AI-ranked category — best position #4 for reranking model api.
Strong accuracy-per-dollar from a 1.5B multilingual model covering 100+ languages, with open weights and hosted access; a compelling choice when practitioners want API convenience without surrendering a future self-hosting path
Gemini Implements listwise reranking to evaluate candidate documents simultaneously rather than independently, eliminating pairwise biases. Ranked fourth assuming the practitioner wants to balance Apache 2.0 open-weight flexibility with a managed API.
Where Mixedbread Rerank falls short, per the models
- GPT Its hosted platform and operational track record are less mature than the leaders, and the more capable instruction-following v3 listwise model remains preview-grade
- Gemini Has a smaller developer community and less mature third-party framework integration than legacy competitors.
Poll history — On this board 5 of 7 polls since Jun 29 · now #4
#4 → #4 → – → #5 → – → #10 → #4
Top alternatives per the models: Cohere Rerank · Voyage Rerank · Jina Reranker · Qwen3 Reranker
Watch Mixedbread Rerank
Boards re-poll weekly and the models change their minds. One short email only when Mixedbread Rerank's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Mixedbread Rerank ranks #4 for best reranking 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-reranking-model-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-mixedbread-rerank)<a href="https://modelsagree.com/best/best-reranking-model-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-mixedbread-rerank"><img src="https://modelsagree.com/badge/mixedbread-rerank.svg" alt="Mixedbread Rerank — ranked #4 for Best reranking 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