IT Knowledge Mining Solution

AI/Data2024

Overview

A comprehensive knowledge mining solution that transforms the IT department's vast documentation into an intelligent, searchable knowledge base using Azure Cognitive Search and RAG pattern.

Challenge

The IT department struggled with managing and retrieving information from thousands of technical documents, leading to longer resolution times for support tickets and reduced efficiency.

Solution

Implemented an advanced document intelligence system that: • Processes and indexes technical documentation using Azure Cognitive Search • Utilizes RAG pattern for accurate information retrieval • Provides natural language querying capabilities • Integrates with existing support ticket system

Technologies Used

Azure Cognitive SearchAzure Document IntelligencePythonAzure OpenAIAzure FunctionsCosmos DB

Outcomes

  • 60% reduction in ticket resolution time
  • Processed over 10,000 technical documents
  • 90% accuracy in information retrieval
  • Improved knowledge sharing across IT teams