The Search API for your data
Turn your documents into discoverable
and understandable context for AI.
The perfect Search.
Just two steps away.
Upload
No matter the format such as PDFs, images, documents, code, videos and more.
Mixedbread automatically understands and processes your data with our own models and search engine.
Search
Perfect results in sub 200ms. High-quality parsed content ready for any downstream task and your AI.
from mixedbread import Mixedbread
from pathlib import Path
mxbai = Mixedbread( api_key="YOUR_API_KEY")
store = mxbai.vector_stores.create( name="My Knowledge Base")
mxbai.vector_stores.files.upload(store.id,
Path("document.pdf"))
results = mxbai.vector_stores.search( query="How does this technology work?",vector_store_identifiers=[store.id]
)
The most accurate Search.
Optimized by our advanced retrieval research. Our models are built from the ground up by our research lab, pushing the boundaries of multimodal and multilingual retrieval. We don't just adapt existing models. We create new architectures that understand your data better.
↑ Higher is better (BrowseComp-Plus with Gemini 2.5 Flash)
The most capable Search.
Search your data across any format, language and modality. For any task like enterprise search, e-commerce, context engineering and more.
2023 Q4 Earnings Report - TechCorp Global
PDF, English, 42 pages
市场分析报告：电子商务趋势 - 华联咨询
Video, Chinese, 10 minutes
Product Launch Presentation - InnovateLabs
Audio, English, 45 minutes
Multimodal
Search your data no matter the type, PDFs, images, documents, audio, video, code and more.
商业合作协议详细规定了双方的权利义务、付款条款、交付时间表和知识产权保护条款。包括保密协议、违约责任、争议解决机制以及合同变更和终止条件。本协议自双方签字盖章之日起生效。
Quarterly financial report with revenue analysis, growth metrics, and strategic initiatives for sustainable business development. Includes regional performance breakdowns and market expansion opportunities.
新製品開発のスケジュール、チーム役割分担、予算配分、マイルストーンを記載した包括的な計画書。品質管理プロセス、リスク評価、ステークホルダー戦略を含む。プロジェクトの成功に向けた詳細なロードマップを提供。
Detaillierte Marktanalyse mit Wettbewerbsübersicht, Kundensegmentierung und Preisstrategien. Enthält SWOT-Analyse, Markttrends, Prognosen für die nächsten fünf Jahre und Empfehlungen für Markteintrittsstrategien in neue geografische Regionen.
100+ languages
Supports hundreds of languages.
Auto Parsing
Turn documents into structured data. Extract text, tables, and layouts from PDFs, images, and complex documents. Get clean, AI-ready content without manual preprocessing.
Self improving
The results are getting better over time as the system learns from your interactions.
Billions of queries. Zero overhead.
Use Mixedbread to serve your data to billions of queries per day. Scale without any extra effort. Pay only for what you use.
Scalable
Scales to billions of requests
Full Observability
Get insights over quality and performance for every query.
Trusted Research
Leading open-source models with millions of downloads worldwide.
Model Downloads on Hugging Face
Monthly Downloads on Hugging Face
Languages supported by mxbai-rerank-v2
Lower costs with Binary Quantization
All the tools you need.
Inegrate the best search into your workflow.
SOC2 Type II
Certified security
ISO 27001
Certified compliance
Region Deploy
Deploy in your region
On-premise
Self-hosted available