AI Ticket Routing + SLA + Escalation

Title

🔷Context

Companies regularly receive an influx of support and service inquiries via email. Managing a steady volume of tickets requires quick classification, proper assignment, and strict adherence to Service Level Agreements (SLAs) to ensure customer satisfaction and prevent critical issues from escalating.

🔷Problem

Manual ticket triage is a slow process prone to human error. Support agents spend valuable time reading, categorizing, and assigning emails instead of actually resolving the core issues. Furthermore, without an automated tracking system, tickets can easily breach SLAs, leading to customer dissatisfaction. Management often lacks real-time visibility into overdue tasks and pipeline bottlenecks until a customer complains.

🔷Solution

An automated ticket routing and SLA escalation pipeline built in n8n. It uses an AI Assistant to instantly categorize incoming emails, determine priority, assign an owner, and calculate SLA deadlines. It logs all data into a centralized database and actively monitors open tickets, triggering a multi-tiered escalation process via Telegram and Email if deadlines are breached.

🔷Process

Automated Ingestion & Triage: The system checks for new support emails every minute. An AI model analyzes the content, filtering out spam, extracting the core issue, and determining the customer's sentiment. It automatically assigns the appropriate category, priority level, and responsible owner based on the context.
Intelligent SLA Assignment & Logging: Based on the ticket's priority, the AI calculates a precise SLA deadline in minutes. The complete ticket profile, including the AI's reasoning and the required timeline, is instantly logged into a Google Sheets database for real-time tracking, and a summary notification is sent to the team via Telegram.
Proactive Monitoring & Escalation: A dedicated watcher runs every 5 minutes to monitor open tickets against their SLA deadlines. If a breach occurs, the system initiates a tiered escalation process based on the overdue time: sending a direct Telegram reminder to the initial assignee, escalating to a Team Lead for extended delays, or instantly emailing the Director with full context for critical SLA breaches.

🔷Results

Over 65 Hours of Manual Labor Saved Monthly: Automatically processing and routing approximately 800 tickets per month eliminates the need for manual triage, saving the 20-person team roughly 5 minutes per inquiry.
99.5% SLA Compliance Rate: Proactive 24/7 monitoring and the multi-tiered escalation system ensure that tickets are addressed before critical deadlines, drastically reducing the number of forgotten or delayed requests.
Under 60 Seconds Routing Time: Ticket assignment latency dropped from an average of 1-2 hours to less than a minute, ensuring every customer request reaches the correct specialist immediately without manual intervention.

🔷Tech Stack

n8n • OpenAI API • Gmail API • Google Sheets • Telegram API