Ticket Ingestion & AI Triage
Intelligent ticket classification and routing powered by NLP
The Ticket Ingestion & AI Triage process area is the front door of your MSP's service operations. Every ticket — whether it arrives via email, client portal, chat, phone, or API integration — is captured, normalized, and immediately analyzed by the AI triage engine.
Using natural language processing (NLP), the system classifies each ticket by category, priority, urgency, and complexity within seconds. It identifies the affected client, maps to the correct SLA tier, and determines whether the issue matches known error patterns or requires human intervention.
The AI routing engine then assigns the ticket to the optimal technician based on skill match, current workload, shift schedule, and historical resolution success rates — ensuring every issue reaches the right hands at the right time.
How It Works
Ingest
Tickets arrive via email, portal, chat, phone, or API. The system normalizes all inputs into a unified ticket format.
Classify
NLP engine analyzes the ticket text to determine category, priority, urgency, and affected systems.
Score
AI assigns a confidence score and checks against known error database for potential auto-resolution matches.
Route
Smart routing assigns the ticket to the best-fit technician based on skills, workload, and SLA requirements.
Monitor
SLA timers start automatically. Predictive breach detection monitors resolution progress in real time.
AI Capabilities
NLP ticket classification
Predictive priority scoring
Smart routing based on technician skills
Auto-detection of duplicate tickets
Human-in-the-Loop Checkpoints
- Manual override on routing decisions
- Review queue for low-confidence classifications
- Escalation approval for priority changes
Key Metrics
Connected Process Areas
This process area integrates with related capabilities across the platform.
See Ticket Ingestion & AI Triage in Action
Experience AI-powered service desk automation — from insight to action in a single platform.