Use Case
AI Ticket Classification & Tagging
Automatically classify and tag every support ticket with consistent, accurate labels -- powered by AI that learns from your data.
The problem with manual tagging
Manual ticket tagging is inconsistent, time-consuming, and does not scale. Different agents tag the same issues differently, leading to unreliable reporting data. When your analytics are built on inconsistent tags, every decision you make from that data is compromised. Important trends go unnoticed, and your team spends hours on categorization instead of solving customer problems.
Why AI-powered classification matters
Consistent tagging at scale
Every ticket is classified using the same criteria, eliminating human inconsistency. Whether you process 100 or 100,000 tickets per day, accuracy stays the same.
Unlock reliable analytics
With consistent tags, your reporting becomes trustworthy. Spot emerging trends, identify root causes, and make confident decisions based on clean data.
Free your agents
Remove the tagging burden from support agents. They can focus on what they do best -- helping customers -- instead of administrative categorization.
Multi-level classification
Go beyond simple labels. Classify tickets by topic, sentiment, urgency, product area, and custom dimensions -- all simultaneously and in real time.
Continuous improvement
The AI model learns from corrections and new data, becoming more accurate over time without manual retraining.
Multi-language support
Classify tickets written in any language. No separate models needed -- one unified system handles all your markets.
How it works
Import your existing tags
Labelf analyzes your current tagging taxonomy and historical ticket data. We use your existing structure as a starting point and identify gaps or inconsistencies.
Train the model
With just a handful of examples per category, the AI learns to classify new tickets accurately. Review a small sample to validate, then you are ready to go live.
Classify in real time
New tickets are automatically tagged the moment they arrive. Tags are synced back to your helpdesk, so agents and reporting tools see them instantly.
Zendesk Integration
Labelf connects directly to Zendesk via API. Tickets are classified in real time and tags are written back as custom fields or native tags. Works with Zendesk Support, Guide, and Explore -- no changes to your existing workflows required.
- Automatic tag sync to Zendesk ticket fields
- Works alongside existing triggers and automations
- Support for custom fields and multi-select tags
- Real-time classification via webhook or polling
Ready to automate ticket classification?
See how consistent, AI-powered tagging transforms your support analytics and operations.
