AI

AI Summarizer Case Study—Using AI in IT Ticketing

See how a purpose-built AI summarizer tool helped increase customer satisfaction and improve IT operations.

Dylan Grissom

Case Study

7 minutes

Aug 27, 2025

As Impact’s IT support team faced an increasing volume of service tickets, the need for a more efficient system became apparent and the AI summarizer tool was born.  

To address this challenge, Impact's dedicated AI team developed and launched the AI Ticket Summarizer in just two weeks. It streamlines ticket management by condensing key details, improving clarity, and expediting issue resolution.  

Read this AI summarization case study to explore the problem we faced, the solution we implemented, and to see how it quickly helped boost us toward our goals. 

The Problem: Quantity of IT Support Tickets Affecting Service

With a growing number of IT tickets, our support team struggled to keep up with the demand while maintaining high-quality service.  

Manually reviewing and summarizing tickets to understand the issue at hand was an inefficient and time-consuming process, delaying resolution times and impacting customer satisfaction. The increasing workload also limited the team’s ability to focus on more complex technical issues.  

When talking with our managed IT teams, we identified four major use cases for an AI tool that would have the highest impact:  

  • Escalation and shift handoffs
  • Tickets with long histories or high volume of entries
  • Follow-up & resolution tracking
  • Managerial & performance oversight 

We needed a solution that could automate ticket summarization, provide instant clarity on status and resolutions, and enable the team to work more effectively. 

The Solution: An AI Summarization Tool 

To streamline IT support operations, Impact developed the AI Ticket Summarizer, an AI-powered tool that quickly condenses key details from IT tickets. This solution provides instant summaries of ticket status, resolutions, and open items, allowing support teams to quickly gain insights and get up to speed with tickets without a long manual review.  

The AI Ticket Summarizer is an example of how agile a custom AI solution can be. After identifying the key issues, the ticket summarizer was designed, built, and launched in just two weeks, demonstrating the rapid development and value delivery of AI-powered solutions.  

By reducing the time spent reviewing tickets, the support team can now focus on resolving issues faster and improving overall service quality for customers. 

The Results

The implementation of the AI Ticket Summarizer significantly enhanced IT support efficiency at Impact. Support teams: 

  • Resolved issues faster, including saving an estimated 1,000 hours annually on unnecessary work and a 50% reduction in time spent reviewing ticket history 

  • Improved customer experience and satisfaction. This increase directly relates to company goals, creating over $81,000 in annual net ROI
  • Reduced manual workload, allowing IT staff to dedicate more time to complex troubleshooting and proactive system improvements 

By leveraging AI, Impact successfully optimized support operations, demonstrating how quickly an AI solution can be developed and deliver measurable value to the organization. 

Get Started with New AI Tools 

Want to explore using AI in your business? Whether you’re solving similar pain points, or you have other areas of your business you want to improve, speaking with one of Impact’s AI consultants can show you a world of new possibilities.  

Get started with AI in your business. 

Dylan Grissom

Dylan Grissom

Senior Copywriter

Dylan Grissom is a Senior Copywriter for Impact and DOT Security’s in-house marketing team, where he mentors writers, conceptualizes projects through detailed, imaginative creative direction, crafted a new set of brand voice guidelines, and wrote the overall brand messaging guide.

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