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How a Leading Manufacturer Reduced L1 Ticket Volume by 33% with Qinfinite’s Conversational AI

Qinfinite-Chaos-Engineering

About the Client:

A leading U.S.-based global manufacturer of industrial equipment trusted Qinfinite to transform and modernize its IT support experience – delivering seamless, intelligent support across its worldwide operations. 

Business Need

Managing a complex enterprise IT environment—including SAP, Oracle, SharePoint, and ServiceNow—the company struggled with fragmented support workflows, high ticket volumes, and inconsistent user experiences. 

To address these challenges, the organization deployed Qinfinite’s Conversational AI and Virtual Agent (VA) framework to deliver intelligent, proactive, and autonomous support that integrated seamlessly into Microsoft Teams, Slack, WhatsApp, and email. This resulted in: 

  • End-User Experience (EX): Consistent, contextual, and conversational support experience 
  • Operational Efficiency: 33% L1 ticket volume reduction through zero-touch resolution 
  • Risk Mitigation: Proactive alerts reduce outages and compliance gaps 
  • Governance & Auditability: Traceable AI actions with human-readable justifications 

The Qinfinite Solution

The enterprise aimed to move beyond static service desks and reduce support load by enabling context-aware, channel-native IT support that could resolve issues without human intervention. The transformation was driven by Qinfinite’s AI-powered VA solution, which now acts as the first line of support across communication channels—automating resolution, providing intelligent guidance, and only escalating when necessary. 

Scope of Integration

Qinfinite was integrated within the following core systems: 

System 

Purpose 

ServiceNow ITSM 

Ticket creation, routing, and execution of support workflows 

SAP & Oracle 

Auto-discovery and real-time health checks of enterprise applications 

SharePoint 

Knowledge repository access for user queries 

Azure Active Directory 

User identity, role, and department mapping for personalized support 

Key Capabilities Deployed

1. Context-Preserved Conversations

Users interact with the VA across Teams, Slack, or email. Qinfinite maintains the conversation context, even across channel switches or interruptions. 

  • User profile obtained via Azure AD 
  • Intent inferred using Knowledge Graph + AI Agents 
  • Multi-turn conversations supported for guided resolution 

2. Seamless VA-to-Human Handoff

When escalation is required, Qinfinite hands off the interaction to a live agent—transferring all session data, inferred context, and suggested actions to ensure continuity and minimal repeat effort. 

3. Feedback-Driven Learning

Each session ends with a feedback prompt, enabling continuous improvement of NLU models and detection of knowledge gaps or escalation patterns. 

4. Proactive Multi-Channel Engagement

The VA proactively engages users when: 

  • System alerts (e.g., failed jobs, expiring certs) are raised 
  • Threshold breaches are detected in SAP or Oracle 
  • Business Events like PO confirmations or IT events like access reviews occur 

This has helped shift the support model from reactive to preemptive. 

5. Autonomous ITSM Execution & Ticket Avoidance

Qinfinite can trigger workflows like ticket creation, log retrieval, and account resets—but more importantly, it often prevents ticket creation entirely. 

For example: 

A user says, “I can’t log in.” 
The VA automatically checks login status via Active Directory and SAP/Oracle access logs. 
If the account is active, it replies with details and so ticket is avoided 

This “zero-touch resolution” capability has significantly reduced L1 ticket volume. 

6. Native Voice Interaction and Transcription

With an integrated open-source STT engine, Qinfinite supports: 

      • Voice-based ticket creation 
      • Generation of KB articles from knowledge transition recordings 
      • Voice based support for field technicians 

Architectural Highlights

  • Channel-Agnostic Interface Layer (Teams, Slack, Email) 
  • Enterprise Identity Awareness via Azure AD, SAP, and CRM integration 
  • Knowledge Graph Backbone spanning SharePoint, CMDB, ERP, and historical tickets 
  • Audit & Compliance Ready with full interaction logs and traceability 
  • Explainability Engine to justify non-deterministic AI decisions 

Our Key Differentiators

Unlike traditional chatbots or domain-agnostic AI assistants, Qinfinite’s VA is: 

      • Deeply integrated into the enterprise stack (SAP, Oracle, ServiceNow) 
      • Contextually intelligent, using live system checks and dynamic persona mapping 
      • Operationally autonomous, capable of acting—not just informing 
      • Proactively engaged, offering smart nudges and preemptive resolution 

Benefits We Delivered

Following the deployment of Qinfinite’s Conversational AI and Virtual Agent, the manufacturing enterprise observed measurable improvements across several key IT support KPIs within the first 120 days: 

      • Ticket Volume Reduction: 33% reduction in L1 tickets due to automated resolution and deflection 
      • First Response Time: Improved by 65% through intelligent triage and conversational workflows 
      • MTTR (Mean Time to Resolve): 41% faster resolution on average for SAP and Oracle-related incidents 
      • Self-Resolution Rate: 28% of user queries were resolved without ticket creation 
      • User Satisfaction (CSAT): 22% increase in CSAT scores from internal IT satisfaction surveys 
      • Agent Productivity: 30% fewer escalations to L2/L3, allowing focus on high-complexity issues 
      • Proactive Alert Conversions: 70% of system-triggered nudges resulted in user action within 1 hour 
      • Time Savings per Interaction: Average of 4–6 minutes saved per interaction through automation 

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