Rag-in-a-Box
From Raw Docs to AI Apps—in Minutes
Joinable's RAG-in-a-Box is the fastest way to prototype AI-powered knowledge apps. Built for AI builders of any experience level, it lets you upload documents, choose a model, and deploy in minutes—no coding required.
What is RAG?
Retrieval-Augmented Generation (RAG) is an AI framework that combines large language models with your own data. It retrieves relevant information from your documents in real time to generate accurate, context-aware responses.
Powerful RAG Solution for
every type of AI builder
Quickly prototype, customize, and deploy AI knowledge apps—no matter your experience level.
How it works
Rapid prototyping in 3 steps — no code required:
Upload
Your Documents
PDFs, Word, Excel, PowerPoint, Markdown, and more. Joinable cleans and transforms it all behind the scenes.
Choose
Your LLM Model
Pick from dozens of open-source LLMs. Easily compare performance, tune behavior, and optimize response quality.
Click Deploy
Your working AI knowledge app is live—ready for testing, iteration, or production.
Platform features
Zero-Setup,
Fully Hosted
End-to-end platform is ready to use out of the box. No installation, configuration, or infrastructure required—just upload your data and start building.
Built for Every Builder
Whether you're using the intuitive no-code UI or integrating through the developer-friendly API, Rag-in-a-Box supports AI builders of all experience levels with a modular and customizable environment designed for speed and flexibility.
Out-of-the-Box Accuracy
Rag-in-a-Box includes advanced components for document processing, retrieval, grounded generation, and evaluation. All modules are optimized to work as a unified system, delivering reliable performance across use cases.
Fast to Deploy,
Easy to Maintain
Go from raw documents to a live prototype and AI application in minutes. Rag-in-a-Box streamlines the entire RAG pipeline, removing integration complexity and accelerating time to production.
Enterprise-Grade Security
and Controls
Data privacy and compliance are built into the core of the platform. Whether deployed via our fully managed SaaS, in your VPC, or on-premises, Rag-in-a-Box meets stringent enterprise security standards.
Scalable and Flexible Deployment
Deploy your applications where you need them. Rag-in-a-Box supports a range of deployment models and provides the governance, entitlements, and operational tooling required for enterprise-scale adoption.
Use Cases—
Powered by Your Data
Empower Wealth Management
and Capital Markets Teams
Help financial professionals surface and synthesize key insights across large volumes of data.
- Analyze earnings reports, market research, and investor briefs
- Track compliance and regulatory updates with ease
- Access deal memos, investment theses, and call transcripts instantly
Centralize Knowledge for Cross-Functional Teams
Turn scattered documentation into a unified, searchable AI assistant for internal collaboration.
- Enable faster onboarding and knowledge sharing
- Provide instant access to project docs, meeting notes, and internal policies
- Reduce time spent searching across systems
Enhance HR Support and Employee Experience
Help HR teams build intelligent tools that improve efficiency and access to critical information.
- Automate responses to employee FAQs and policy questions
- Centralize onboarding materials, benefits information, and training resources
- Support employees with 24/7 access to HR knowledge, tailored to your organization
Support Sales Teams with On-Demand Knowledge
Equip sales teams with real-time access to critical information, helping them stay prepared and responsive.
- Build intelligent sales FAQ bots for objection handling and product positioning
- Surface case studies, pricing documents, and competitive insights instantly
- Support onboarding and ongoing enablement with searchable internal resources
Brian Shin
co-founder & CEO of Joinable
Time-to-Intelligence—
Up to 50x Faster
"We built RAG-in-a-Box so builders could go
from idea to prototype in minutes—not months."
Your Data,
Your Advantage
Traditional LLMs lack context from your proprietary company's data. RAG-in-a-Box integrates your documents into the response generation process, delivering relevant, data-aware answers.
No Complex Setup Required
Building a RAG pipeline is complex. You need to handle chunking, embeddings, vector databases, retrieval logic, etc. RAG-in-a-Box eliminates that complexity by combining all components into one fully managed, ready-to-use platform.
Accessible to Any AI Builder
Whether you're technical or not, RAG-in-a-Box lets you create AI-powered knowledge apps quickly and securely—no engineering team or AI expertise required.
Let's get started
At Joinable, our mission is to empower builders of all backgrounds to create intelligent, data-driven applications—
quickly, securely, and without complexity.
Join our community of AI Builders on Discord to share ideas, get support, and collaborate with others
building the future of private AI.