IT Knowledge Mining Solution
AI/Data•2024
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