Client Overview
A U.S.-based global manufacturer of industrial equipment partnered with Qinfinite to modernize its IT support experience across its worldwide operations. 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—integrated seamlessly into Microsoft Teams, Slack, WhatsApp, and email.
Strategic Context
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
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
Business Impact
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
Quantified Benefits
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:
