AI-Powered Ticket Classification, Prioritization & SLA Management

Transforming customer inquiries into structured support workflows through AI-powered routing, prioritization, and escalation management.

AI Automation · Customer Support Operations · Ticket Management  · SLA Monitoring · n8n · AI Agents

📌 Context

BRO Barbershop is a barbershop chain with four locations that receives customer inquiries through email, phone calls, Telegram, and online channels.

The business handles approximately 400 customer inquiries per month, including:

• Appointment bookings
• Appointment changes
• Service and pricing questions
• Customer complaints
• Promotional and partnership inquiries

Existing Process

Customer requests were handled manually by administrators who were simultaneously serving customers in-store.

As a result:

• Urgent requests could be missed
• Response times varied significantly
• Ticket prioritization was inconsistent
• SLA compliance could not be monitored
• Managers had limited visibility into unresolved inquiries

❗️ Problem

As customer inquiry volume increased, the support team struggled to process requests efficiently.

Key challenges included:

• Same-day booking requests were sometimes overlooked, resulting in lost revenue opportunities
• Customer complaints were mixed with standard inquiries and not prioritized appropriately
• No structured system existed for ticket classification or priority assignment
• Support staff manually reviewed and routed every request
• Managers had no visibility into overdue tickets or SLA performance
• Response times varied significantly depending on workload

Business Impact

• Delayed responses reduced customer satisfaction
• Potential bookings were lost due to slow follow-up
• Support operations lacked consistency and accountability
• Management could not proactively identify service bottlenecks

💡 Solution

I developed an AI-powered Ticket Intelligence & SLA Escalation System that automatically classifies incoming customer inquiries, assigns priorities based on business rules, routes tickets to the appropriate owner, and continuously monitors SLA compliance.

The system combines AI-driven ticket analysis with automated escalation workflows to ensure that urgent customer requests receive immediate attention while maintaining full visibility across support operations.

Core Capabilities

• Automatic email intake and ticket creation
• AI-powered ticket classification
• Priority assignment (P1–P4)
• Automatic owner assignment
• SLA deadline calculation
• Centralized ticket logging
• Real-time Telegram notifications
• Multi-level escalation workflow
• SLA breach monitoring
• Executive escalation alerts

💼 Business Value

The solution helps businesses:

• Respond faster to customer inquiries
• Prevent lost bookings and revenue opportunities
• Improve customer satisfaction
• Standardize ticket handling processes
• Reduce manual triage work
• Automatically detect SLA breaches
• Increase operational visibility
• Scale support operations without increasing administrative workload

🧩 Process

1. Discovery & Analysis

• Analyzed customer inquiry types and support workflows
• Identified common operational bottlenecks
• Defined ticket categories and routing requirements
• Established SLA targets based on business priorities
• Designed the ticket prioritization framework

2. Solution Design

Designed the core ticket management logic.

Categories

• Booking
• Appointment Changes
• Pricing & Services
• Complaints
• Spam / Other

Priority Levels

• P1 → 15 minutes
• P2 → 120 minutes
• P3 → 24 hours
• P4 → 48 hours

Escalation Structure

• Level 0 → Assigned Owner
• Level 1 → Team Lead
• Level 2 → Director

🖼️ Screenshots / Workflow

n8n Workflow

Експортовані JSON-файли воркфло