Mixbread by Mixedbread
Open embedding and reranking models for retrieval.
Embeddings & Retrieval Usefulness score 53.4 October 2026 edition
Why Mixbread ranks #82
Mixbread sits at #82 in the October 2026 Top 100 AI Models ranking, placing it among the embeddings & retrieval we consider most useful to practitioners this month. Our editors weigh real-world capability, reliability across repeated tasks, cost and latency efficiency, how easy the model is to access, and the strength of its tooling ecosystem.
Best suited for
Teams evaluating embeddings & retrieval should shortlist Mixbread when they need open embedding and reranking models for retrieval. As always, run your own evaluation on your data before committing.
How to move up
Rank changes come from measurable improvements — new releases, better documentation, broader availability, or stronger independent benchmark results. Vendors can submit updates through our How to Rank page. Sponsorship cannot move a model's position.
More in Embeddings & Retrieval
- #83 Cohere Embed — Cohere
- #84 BGE M3 — BAAI
- #85 Voyage 3 — Voyage AI
- #86 ColBERTv2 — Stanford
- #87 Contriever — Meta
- #88 Jina Embed — Jina AI
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