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KNOWLEDGE AI

Enterprise Knowledge Chatbot

Global Industrial Equipment Manufacturer (Fortune 500)

84%
Search Time Reduction
$12.4M
Productivity Recovered
57%
Faster Onboarding
96.2%
Citation Accuracy

The Challenge

A Fortune 500 industrial equipment manufacturer with 45,000+ employees across 12 countries faced a critical knowledge management crisis. Their engineering and service teams spent an average of 2.5 hours per day (30% of their workday) searching for information across disconnected systems—SharePoint sites, legacy documentation systems, product manuals, and tribal knowledge locked in email threads.

New technicians took 6-9 months to become productive, and institutional knowledge was walking out the door as experienced engineers retired. The company estimated they were losing $18M annually in productivity due to information fragmentation.

The Approach

PRR deployed an Enterprise Knowledge Assistant using Azure AI Foundry with a secure RAG architecture:

  • Connected 14 enterprise data sources including SharePoint, Confluence, ServiceNow, SAP documentation, and 2.3M historical support tickets
  • Implemented document-level access control ensuring users only see information they're authorized to access
  • Integrated via Microsoft Teams and Copilot Studio for seamless adoption within existing workflows
  • Custom-trained embeddings on industrial equipment terminology and part numbers for high-precision retrieval

Architecture

1
Ingestion
14+ Sources via Azure Data Factory
2
Vectorization
Qdrant + OpenAI Embeddings
3
Generation
GPT-4 Turbo with Citation Tracking

The Impact

MetricBeforeAfterImprovement
Time to find information2.5 hrs/day0.4 hrs/day84% reduction
New hire ramp time7 months3 months57% faster
First-call resolution rate62%89%+27 points
Annual value delivered: $12.4M in recovered productivity

Tech Stack

Azure AI Foundry
Azure OpenAI (GPT-4)
Microsoft Copilot Studio
Qdrant Vector Database
Azure Active Directory

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