Pulse
Your system's heartbeat — automated ticket triage, intelligent routing, and resolution tracking.
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Pulse · Agent Mesh
Ticket Creation
Tickets arrive from email, portal, phone, or chat.
Technical Design
Intelligent ticket triage and routing system with knowledge retrieval. AI agents classify, prioritize, and route tickets while suggesting relevant solutions.
System Components
Triage Engine
Multi-factor ticket classification
Routing Optimizer
Skill-based agent matching
Knowledge Retriever
RAG-powered solution suggestions
SLA Monitor
Deadline tracking and escalation
Analytics Dashboard
Operational metrics and insights
Data Flow
Technology Choice
Azure AI Foundry + LangChain
Azure AI Foundry provides fast NLP for classification. LangChain's RAG patterns enable accurate knowledge retrieval for agent suggestions.
Alternatives Considered
ServiceNow Virtual Agent + Custom ML, Freshdesk Freddy + LlamaIndex
Core Frameworks
Azure AI Foundry
NLP models for classification
LangChain
Knowledge retrieval and suggestion engine
ServiceNow API
Ticket management integration
FastAPI
Triage API endpoints
Implementation Plan
Classification Engine
- Ticket categorization
- Priority scoring
- Urgency detection
Routing System
- Skill matching
- Workload balancing
- Escalation rules
Knowledge Integration
- KB indexing
- Solution suggestions
- Template matching
Analytics & Optimization
- Dashboard
- Performance metrics
- Model tuning
Key Milestones
Risk Mitigation
Key Features
Smart Triage
AI automatically categorizes, prioritizes, and assigns tickets based on content and context.
Auto-Routing
Intelligent routing to the right agent or team based on skills, availability, and workload.
Knowledge Suggestions
AI suggests relevant knowledge articles and resolution templates to agents in real-time.
Sentiment Tracking
Monitor ticket sentiment throughout the lifecycle with escalation triggers.
SLA Management
Automated SLA tracking with alerts, escalations, and breach prevention.
Analytics Dashboard
Real-time analytics on ticket volumes, resolution times, and agent performance.
How It Works
Ticket Creation
Tickets arrive from email, portal, phone, or chat.
AI Triage
AI categorizes, prioritizes, and enriches the ticket.
Intelligent Routing
Route to optimal agent based on skills and availability.
Knowledge Delivery
Relevant knowledge articles and templates presented to agent.
Resolution Work
Agent works ticket with AI assistance and suggestions.
Quality Check
AI reviews resolution quality and completeness.
Closure & Feedback
Ticket closed with customer satisfaction survey.
Analytics & Improvement
Continuous analytics and process improvement.
Multi-Agent Architecture
Triage Agent
Automatically categorizes and prioritizes incoming tickets.
- Category detection
- Priority assignment
- Duplicate detection
- Urgency scoring
- SLA assignment
Routing Agent
Routes tickets to the optimal agent or team based on multiple factors.
- Skill matching
- Workload balancing
- Availability checking
- Priority routing
- Escalation rules
Suggestion Agent
Provides real-time knowledge suggestions and resolution templates.
- Knowledge retrieval
- Template matching
- Solution suggestions
- Similar tickets
- Best practices
Escalation Agent
Manages escalation workflows and SLA compliance.
- SLA monitoring
- Escalation routing
- Manager alerts
- Breaching prevention
- Resolution tracking
Analytics Agent
Generates insights and reports on ticket operations.
- Metrics generation
- Trend analysis
- Performance reporting
- Capacity planning
- Root cause analysis
Use Cases
IT Help Desk
Automate IT help desk operations with intelligent triage and routing.
Service Desk
Streamline IT service management with AI-powered ticket handling.
Facilities Management
Automate facilities request processing and assignment.
HR Service Center
Process HR requests with automated triage and resolution.
Customer Service
Enhance customer service with AI-assisted ticket resolution.
Incident Management
Accelerate incident response with automated triage and escalation.