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The trouble is, most of this data is stuck in isolation, impossible to get to quickly and out of sync with real-time business processes like sales, legal review, compliance checks or operational decision-making. This blog is a step-by-step guide to building a real-world, production-ready Document Intelligence system on the Dell Pro Max GB10 platform - one that lets organisations "tap into" their files, virtually having a conversation with them, all without needing to send sensitive data to the cloud. <br>https://www.copilots.in/blog/document-intelligence-gb10
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Building a Local Document Intelligence System on GB10 Secure, On-Premise RAG for Enterprise Knowledge Presented by Copilots.in
The Knowledge Gap The Problem Organizations sit on a "treasure trove" of unstructured knowledge—PDFs, Word docs, and emails gathering dust. Fragmented Knowledge Data is stuck in isolation, impossible to access quickly and out of sync with real-time business processes. High Cost of Retrieval Trawling through folders is slow, error-prone, and non-scalable, relying on "tribal knowledge."
The Solution: Local Document Intelligence ▹ ▹ Platform: Powered by Dell Pro Max GB10 for high-performance local AI. Privacy First: "Tap into" files without sending sensitive data to the cloud. ▹ ▹ Architecture: Retrieval-Augmented Generation (RAG) for accurate responses. Efficiency: Virtually have a conversation with your institutional intelligence.
Core Components Document Processor Vector Database LLM Runtime ChromaDB Llama 3.1 PDF Documents Qdrant Mistral DOCX Files Weaviate Qwen XLSX Spreadsheets Local Vector Storage Custom Local Models Plain Text Files
Implementation Workflow 1 Local LLM Runtime 2 Load & Chunk Set up a local LLM for private inference. Ingest documents and split into chunks. 3 Embeddings 4 Vector Storage Convert chunks to vector embeddings. Store vectors in a local DB (Chroma/Qdrant). 5 Query & Generate Retrieve context and generate responses.
Key Advantages Fast Prototyping Move from concept to a working production-ready system in just 4 to 6 hours—not months. Highly Accessible No need for advanced AI expertise. Basic Python skills are all you need to build and deploy. Open Source Transparency Full visibility into the code. Build your own version with complete control over your stack.
Unlocking Value 📈 🛡️ 💰 Scalability Compliance ROI Transition from fragmented tribal knowledge to a robust, scalable intelligence system that grows with your organization. Fully DPDP Act compliant. Keep 100% of your sensitive data on-premise, eliminating cloud security risks. Achieve significant cost reduction. Avoid unpredictable cloud GPU bills with a fixed-cost local infrastructure.
Thank You! Empowering the Next Generation of AI Professionals Website Email www.copilots.in support@copilots.in Phone Blog +91 9220313650 copilots-dellgb10.blogspot.com