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How AI describes MixedBread

Data as of Aug 25, 2026 · Based on 3,181,687 AI responses across 10,525 prompts · See how Parse measures this

MixedBread logoMixedBreadmixedbread.com

Mixedbread is a multimodal retrieval platform that ingests text, images, PDFs, video, and audio in 100+ languages and uses its own models and search engine to understand and index the data. It provides end-to-end search with sub-200ms results and integrates into AI workflows via Python and TypeScript SDKs, offering drop-in recipes for coding agents and a no-embeddings-to-tune approach to minimize tool calls. It supports cloud regional deployment as well as on-premise/self-hosted options and is SOC 2 Type II and ISO 27001 certified, with a free-to-try, production-ready promise.

Parse Score

60.0

#30 of 104 in RAG Platforms and Retrieval Tools

Strength44
Reach46
Authority38

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Sources

mixedbread.ai shapes more of what AI says about MixedBread than any other source, at 29% of its citations.

app.ailog.fr · galileo.ai · parse.gl · reddit.com

AI questions where MixedBread appears

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The market map

RAG Platforms and Retrieval Tools →
10%20%50%100%Category leadersSpecialistsIn the mixLong tailNamed in more AI answers →Appears earlier in the answer →CoherePineconeJina AIAlibaba GroupVoyage AIZeroEntropyAmazonBAAI BGE Reranke…AlphabetColbert Cooper H…ElasticSilicon FlowLlamaIndexDatabricksMixedBread

Where AI ranks MixedBread

RAG Platforms and Retrieval Tools#30
#83
Prompt
Prompt visibility
My goal is to automatically evaluate different embedding models for our specific domain. What's the best embedding model evaluation framework?0.7