# Mixedbread > Publicly sourced profile assembled by Optimly, in the Optimly AI Brand Index. Last refreshed 2026-10-04. - **Business Profile:** https://optimly.ai/brand/mixedbread - **Dataset:** https://optimly.ai/brand/mixedbread.json - **Markdown:** https://optimly.ai/brand/mixedbread/llms.txt - **Official website:** https://mixedbread.com - **Slug:** mixedbread - **Categories:** ai-machine-learning ## Overview - **Tagline:** Mixedbread offers a uniquely co-designed and integrated retrieval stack where every layer (embeddings, database, reranker, search agent) is built to work seamlessly together, outperforming assembled solutions in token efficiency, search accuracy, and speed, specifically for private enterprise data. Source: Brand's website (https://mixedbread.com) · 2026-10-04 - **Description:** Mixedbread provides an AI-powered retrieval stack for agents, allowing them to efficiently access and act on diverse internal enterprise data (PDFs, videos, code, Slack, Drive) with significantly fewer tokens and improved context, offering an integrated solution for building auditable and performant AI applications. Source: Brand's website (https://mixedbread.com) · 2026-10-04 ## Offerings - **Core capabilities:** - An integrated AI retrieval stack comprising the Toast 1 search agent - mxbai-rerank listwise reranker - Wholembed V3 embeddings - and the Silo multi-vector engine. Source: Brand's website (https://mixedbread.com) · 2026-10-04 - **Pricing:** Freemium with usage-based pricing; offers free credits to start. Source: Brand's website (https://mixedbread.com) · 2026-10-04 ## Audience - **Target industry:** Businesses and developers building AI agents, RAG systems, knowledge agents, coding agents, or agent memory solutions that require efficient, accurate, and cost-effective access to their private, internal data. Source: Brand's website (https://mixedbread.com) · 2026-10-04 ## Landscape - **Competitors:** - Exa - Parallel - Firecrawl - Turbopuffer - Voyage Source: Brand's website (https://mixedbread.com) · 2026-10-04 Page last updated 2026-10-17.