Enterprise Knowledge Base Chatbot + AI Search
Business EnablementDigital Strategy & Advisory

Enterprise Knowledge Base Chatbot + AI Search

Oomer Syed
November 20, 2023
Case Study

Corporate IT and HR shared services play a critical role in supporting employee productivity. When staff rely on ticket-based support for routine questions, response times increase, service desk workload grows, and employees lose time waiting for answers to common issues.

As organizations scale and policies, systems, and processes evolve, knowledge becomes increasingly fragmented across portals, documents, and internal repositories. This challenge led a corporate organization to rethink how employees accessed everyday IT and HR information.

The challenge: repetitive inquiries overwhelming shared services

The organization’s IT and HR teams managed a high volume of routine employee queries related to systems access, policies, benefits, and common troubleshooting steps. Although the information existed, it was distributed across multiple platforms, making it difficult for employees to find answers independently.

Key challenges included:

  • Large volumes of repetitive IT and HR tickets
  • Long response times for common inquiries
  • Increased service desk workload and operational strain
  • Reduced employee productivity while awaiting support
  • Inconsistent answers depending on the support channel

These inefficiencies limited the ability of shared services teams to focus on higher-value work and continuous improvement initiatives.

The turning point: enabling self-service at scale

Leadership recognized that resolving routine employee questions did not require manual intervention if accurate, up-to-date information could be delivered instantly. The organization sought to shift from a ticket-centric support model to an always-available self-service experience that employees could trust.

The objective was to provide fast, consistent answers while reducing dependency on service desk resources.

The solution: conversational AI with enterprise search

The organization implemented an enterprise knowledge base chatbot powered by conversational AI and semantic search across IT and HR repositories.

The solution enables employees to ask questions in natural language and receive precise, context-aware responses sourced from approved documentation. Semantic search allows the chatbot to understand intent and retrieve relevant content across disparate knowledge bases, ensuring consistent answers regardless of where the information is stored.

By integrating directly with existing repositories and shared services workflows, the chatbot delivers reliable self-service without compromising governance.

The impact: faster answers and improved shared services efficiency

The solution delivered clear improvements across shared services operations:

  • Substantial reduction in routine IT and HR inquiries requiring service desk intervention
  • Meaningful decrease in service desk workload, enabling teams to focus on more complex issues
  • Near-instant responses to employee questions, significantly improving the employee experience

By shifting routine inquiries to trusted self-service, the organization improved responsiveness while reducing operational strain across IT and HR teams.

Strengthening shared services efficiency

Beyond immediate efficiency gains, the chatbot established a scalable foundation for expanding digital employee services. By enabling fast, consistent access to enterprise knowledge, the organization improved support quality while creating capacity for continuous improvement across IT and HR operations.