
Redefining Customer Support With a Custom AI Ticketing System
Challenge
Manual email triage and ticket routing led to a time-consuming, inconsistent, and error-prone process, often leading to misclassified or delayed tickets.
Roadblocks Faced In The Existing Systems
-
Manual email triage and ticket routing.
- Time-consuming and error-prone processes.
-
Excessive manual efforts. Reduced productivity.
-
Misclassified and delayed tickets.
- Reduced customer satisfaction.
Manual email triage and ticket routing led to a time-consuming, inconsistent, and error-prone process, often leading to misclassified or delayed tickets.
Roadblocks Faced In The Existing Systems
-
Manual email triage and ticket routing.
- Time-consuming and error-prone processes.
-
Excessive manual efforts. Reduced productivity.
-
Misclassified and delayed tickets.
- Reduced customer satisfaction.
Solution
Fingent’s Approach - A Custom AI-Powered Ticketing System
The custom AI Ticketing System built on Microsoft .NET, PowerApps, and Azure AI Services is tightly integrated with the client’s in-house platform. The solution automates the entire lifecycle of incoming customer inquiries — from email receipt to ticket creation and intelligent routing — eliminating manual handling while ensuring precision, visibility, and compliance across the support organization. The AI Ticketing System is orchestrated through an agentic architecture. Distinct agents handle specific reasoning tasks.
The AI layer functions as a distributed agentic system operating within the client’s Azure environment.
Running on a serverless architecture using Azure Functions and Event Grid, the system scales automatically to process high email volumes in near real time.
All agent interactions are captured within a central observability stack powered by Azure Monitor and Application Insights, providing end-to-end transparency, compliance, and explainability.
Fingent’s Approach - A Custom AI-Powered Ticketing System
The custom AI Ticketing System built on Microsoft .NET, PowerApps, and Azure AI Services is tightly integrated with the client’s in-house platform. The solution automates the entire lifecycle of incoming customer inquiries — from email receipt to ticket creation and intelligent routing — eliminating manual handling while ensuring precision, visibility, and compliance across the support organization. The AI Ticketing System is orchestrated through an agentic architecture. Distinct agents handle specific reasoning tasks.
The AI layer functions as a distributed agentic system operating within the client’s Azure environment.
Running on a serverless architecture using Azure Functions and Event Grid, the system scales automatically to process high email volumes in near real time.
All agent interactions are captured within a central observability stack powered by Azure Monitor and Application Insights, providing end-to-end transparency, compliance, and explainability.
Results
Making An Impact On Client Success
The AI Ticketing System architecture employs a modular, service-oriented design, integrated via secure REST APIs with internal tools, identity management systems (AD), and reporting interfaces. Built within the client’s private Azure infrastructure, the solution adheres to enterprise-grade governance, security, and data retention standards, ensuring robust performance, auditability, and operational resilience. Although the system has recently been deployed, the anticipated impact based on pilot results and performance projections is transformative. The company anticipates a dramatic reduction in manual labor and a surge in productivity.
- Efficiency Improvement: Time spent on manual ticket creation, categorization, and routing will be reduced by up to 80%.
- Increased Productivity: Expected to increase overall agent productivity and capacity by an estimated 40%.
- Faster Resolution Times: Time-to-resolution is expected to decrease significantly, directly boosting customer satisfaction.
- Enhanced Transparency: The new Admin Dashboard provides managers with real-time visibility into ticket volumes, agent activity, and more.
Benefits
- Reduced manual efforts
- Boosted agent productivity
- Faster & simplified processes
- Enhanced customer experience
Making An Impact On Client Success
The AI Ticketing System architecture employs a modular, service-oriented design, integrated via secure REST APIs with internal tools, identity management systems (AD), and reporting interfaces. Built within the client’s private Azure infrastructure, the solution adheres to enterprise-grade governance, security, and data retention standards, ensuring robust performance, auditability, and operational resilience. Although the system has recently been deployed, the anticipated impact based on pilot results and performance projections is transformative. The company anticipates a dramatic reduction in manual labor and a surge in productivity.
- Efficiency Improvement: Time spent on manual ticket creation, categorization, and routing will be reduced by up to 80%.
- Increased Productivity: Expected to increase overall agent productivity and capacity by an estimated 40%.
- Faster Resolution Times: Time-to-resolution is expected to decrease significantly, directly boosting customer satisfaction.
- Enhanced Transparency: The new Admin Dashboard provides managers with real-time visibility into ticket volumes, agent activity, and more.
Benefits
- Reduced manual efforts
- Boosted agent productivity
- Faster & simplified processes
- Enhanced customer experience