AI Support Triage & Auto-Resolution
How a SaaS company eliminated 70% of L1 tickets by deploying an AI triage agent that classifies, routes, and resolves support requests autonomously.
The Challenge
A fast-growing SaaS platform was drowning in repetitive L1 support tickets — password resets, billing questions, and how-to requests that consumed the majority of their support team’s capacity. Response times were climbing, CSAT was slipping, and hiring more agents was not a sustainable path. The team needed a way to handle volume without sacrificing quality.
The Solution
We deployed an AI triage agent integrated directly into their helpdesk, trained on their documentation, past ticket resolutions, and product FAQs. The agent classifies incoming tickets, resolves straightforward cases autonomously with templated or generated responses, and escalates complex issues to the right human agent with full context already attached. A confidence threshold ensures the AI only closes tickets it can handle reliably.
The Impact
- 58% of all incoming tickets resolved without any human involvement
- 70% reduction in L1 ticket volume reaching the human support queue
- 18-point improvement in CSAT driven by faster first-response times
- Support team redirected from routine queries to high-value customer interactions
- Average first response time dropped from 4 hours to under 8 minutes