What it replaces
Manual ticket reading and routing by support agents.
Reads incoming tickets, classifies intent (WISMO, returns, damage, sizing), routes to correct workflow or human queue with full context.
✓ Good fit when
High ticket volume (50+ per day) with repetitive ticket types.
✗ Skip it when
Complex B2B support requiring deep product knowledge or relationship management.
Manual ticket reading and routing by support agents.
Cuts triage time by 70% and ensures consistent routing. Agents start with context instead of reading from scratch.
85-90% accuracy for common ticket types after training on your historical data.
Yes, with proper language model configuration and training data.
Need this agent live?
I architect the data sources, reasoning loops, and human-in-the-loop guardrails so the agent actually replaces manual effort instead of spamming hallucinations.