Google AI ModeSep 20, 2026
Mixedbread AI (mxbai) : Another exceptional open-weight community favorite for self-hosting high-performance re-ranking models
Data as of Oct 15, 2026Based on 12,160 AI responses
Reviewed by Dimitry Apollonsky
AI summary
MixedBread is a multimodal retrieval platform that ingests text, images, PDFs, video, and audio to provide end-to-end search and integration into AI workflows.
<1%
of 12,160 answers across MixedBread’s markets · since Jul 5
The market map
RAG Platforms and Retrieval ToolsMentioned in
Share of answers in RAG Platforms and Retrieval Tools each week · 435 answers since Jul 5
Each engine’s share of its own answers across MixedBread’s markets · since Jul 5
This page was cited in 5 AI answers that named MixedBread.
Review how this page presents the business before deciding whether to contact its publisher. The citation evidence does not establish that the page mentions the brand or needs a correction.
All-time evidence through 2026-10-15.
Review the page on mixpeek.com (opens in a new tab)Where MixedBread ranks in AI
Question: Our RAG (Retrieval-Augmented Generation) pipeline is retrieving irrelevant chunks of text. Who offers re-ranking services to improve retrieval accuracy?
ChatGPT SearchSep 16, 2026
Mixedbread / mxbai rerankers — Open-weight reranking models suitable when you want to run the reranker yourself
Question: Best reranking service to boost retrieval quality?
Google AI ModeSep 8, 2026
Mixedbread (mxbai-rerank) : A compact, highly efficient cross-encoder under a permissive Apache 2.0 license.
mixedbread.com 0%Other sites 100%
Excerpts where MixedBread appeared in the AI's answer
Mixedbread mxbai-rerank-v2 / Qwen3-Reranker: Fast, lightweight, open-weight cross-encoders
Mixedbread (mxbai-rerank-v2): A fantastic lightweight, fast cross-encoder if you need low latency on smaller local hardware without sacrificing massive amounts of accuracy.
Excerpts where MixedBread appeared in the AI's answer
Mixedbread (mxbai-rerank) : A compact, highly efficient cross-encoder under a permissive Apache 2.0 license.
Excerpts where MixedBread appeared in the AI's answer
Mixedbread AI (mxbai) : Another exceptional open-weight community favorite for self-hosting high-performance re-ranking models
Mixedbread / mxbai rerankers — Open-weight reranking models suitable when you want to run the reranker yourself
Excerpts where MixedBread appeared in the AI's answer
Open-Weight / Hosted Alternatives (e.g., BGE Reranker via SiliconFlow or Mixedbread)
Mixedbread (mxbai-rerank) —Offers high-precision reranking for technical documents and complex RAG queries.