AI for IT Leaders: Secure Internal Chatbot Deployment with RAG & MCP | Prevent Data Leaks

AI for IT Leaders: How to Safely Deploy Internal Chatbots and Knowledge Tools Without Data Leaks

Ravi Jain
IT leaders on the secure deployment of internal AI chatbots and knowledge automation tools within an organization. It emphasizes that while these tools offer significant productivity benefits, they pose serious risks, including data exfiltration, prompt injection attacks, and compliance violations (especially for regulated industries like healthcare and finance). To mitigate these dangers, the text advocates for implementing specific architectures like Retrieval-Augmented Generation (RAG) and Model Context Protocol (MCP), which keep sensitive corporate data separate from the AI model's training process and enforce strict access controls. The guide then outlines a six-phase step-by-step approach covering governance definition, technology selection, data protection measures, access control integration, continuous monitoring, and user training to ensure safe and effective adoption. ... Read More
RAG Database for Microsoft 365 AI

RAG Databases 101: How to Build a Secure Knowledge Layer for AI in Microsoft 365

Ravi Jain
How to build a secure Retrieval-Augmented Generation (RAG) database specifically within the Microsoft 365 environment, detailing the architecture needed to enable intelligent and accurate AI responses using proprietary business data. It explains that RAG systems convert text into vector embeddings to allow AI models like Copilot to access internal documents while maintaining existing security permissions and mitigating issues like "hallucinations." The document outlines the technical components required, such as vector databases and appropriate chunking strategies, and emphasizes critical implementation factors like identity integration, data compliance, and performance optimization. Finally, the text transitions into a promotional section, describing how the company Technijian offers consulting and managed services to help organizations implement these complex, secure RAG solutions within their Microsoft 365 ecosystems. ... Read More