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servicesense-ai

Intelligent ServiceNow-integrated chatbot | AI | ITSM automation | ServiceSense AI

πŸ€– ServiceSense AI

ServiceNow Python AI Status

Intelligent ServiceNow-integrated chatbot that transforms IT support

Typing SVG


πŸ’‘ The Problem

Current IT Support Reality:
❌ 10-12 daily status check calls
❌ Basic chatbot says "I don't understand"
❌ Manual ticket creation with missing info
❌ No proactive issue detection
❌ Same issues solved repeatedly
❌ Agents waste time on routine queries

πŸš€ The Solution β€” ServiceSense AI

An intelligent chatbot that integrates deeply with ServiceNow to provide self-healing IT support β€” resolving issues automatically, escalating intelligently, and learning continuously.


πŸ—οΈ Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚           ServiceSense AI               β”‚
β”‚                                         β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”      β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”‚
β”‚  β”‚   Chat   β”‚      β”‚   Proactive     β”‚  β”‚
β”‚  β”‚Interface β”‚      β”‚   Monitoring    β”‚  β”‚
β”‚  β””β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”˜      β””β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β”‚
β”‚       β”‚                     β”‚           β”‚
β”‚  β”Œβ”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”  β”‚
β”‚  β”‚           AI Brain                β”‚  β”‚
β”‚  β”‚  NLP + Sentiment + Learning       β”‚  β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β”‚
β”‚                   β”‚                     β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”‚
β”‚  β”‚        Decision Engine            β”‚  β”‚
β”‚  β”‚  KB β†’ Self Service β†’ Diagnostics  β”‚  β”‚
β”‚  β”‚  β†’ Smart Ticket β†’ Escalation      β”‚  β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

🎯 6 Phases of Development


Phase 1 β€” KB Search & Self Service (Starting Here)

User: "How do I reset my password?"
         ↓
Bot searches Knowledge Base
         ↓
Finds relevant article
         ↓
Guides user through steps
         ↓
Issue resolved! βœ… No ticket needed!

Phase 2 β€” Account Self-Service Flows

Password Reset β†’ Guided self-service
Account Unlock β†’ Automated unlock
MFA Setup      β†’ Step by step help
VPN Issues     β†’ Troubleshooting guide

If self-service fails:
β†’ Auto create incident
β†’ Assign to right team
β†’ Notify user of ETA

Phase 3 β€” Auto Diagnostics

User: "My C drive is full, system slow"
         ↓
Bot runs diagnostics via MID Server:
β†’ Check disk space
β†’ Identify large files
β†’ Clear temp files automatically
β†’ Check startup programs
         ↓
Issue resolved? β†’ Done! βœ…
Not resolved?  β†’ Route to helpdesk
                 with full diagnostic report

Phase 4 β€” Sentiment Analysis & Smart Escalation

User: "This is so frustrating!!!
       Nothing is working!!!"
         ↓
Bot detects: HIGH FRUSTRATION 😀
         ↓
Immediately escalates to human agent
"I can see you're frustrated,
 let me connect you to an agent right away"
         ↓
Agent gets context:
β†’ Full conversation history
β†’ Sentiment score
β†’ Issue details
β†’ Steps already tried

Phase 5 β€” Smart Enriched Ticket Creation

Instead of basic ticket:
Bot creates ticket WITH:
β†’ Screenshot of error (user uploads)
β†’ Diagnostic results
β†’ Steps already tried
β†’ Suggested assignee
β†’ Auto-set priority based on impact
β†’ CMDB CI linked automatically

Zero information gathering by agent! βœ…

Phase 6 β€” Proactive Monitoring & AI Learning

Proactive:
CMDB detects C drive > 85% full
β†’ Bot messages user:
  "Hey! Your C drive is 87% full.
   Want me to run cleanup now?" βœ…

Learning:
Every resolved ticket β†’
Bot learns:
β†’ What worked
β†’ What didn't
β†’ How long it took
β†’ Gets smarter over time! 🧠

πŸ› οΈ Tech Stack

ServiceNow:
β†’ Virtual Agent
β†’ Flow Designer
β†’ CMDB Integration
β†’ REST APIs
β†’ MID Server

Python:
β†’ NLP Processing
β†’ Sentiment Analysis
β†’ ML Learning Engine
β†’ API Integration

Integrations:
β†’ Slack (notifications)
β†’ Microsoft Teams
β†’ Email
β†’ PowerShell (diagnostics)

πŸ“… Development Timeline

Month 1 β†’ ServiceNow CSA (foundation)
Month 2 β†’ ServiceNow Developer skills
Month 3 β†’ Phase 1: KB Search bot
Month 4 β†’ Phase 2: Self-service flows
Month 5 β†’ Phase 3: Auto diagnostics
Month 6 β†’ Phase 4: Sentiment analysis
Month 7 β†’ Phase 5: Smart tickets
Month 8 β†’ Phase 6: Proactive monitoring

πŸ’° Business Impact

Problem                    Solution              Impact
─────────────────────────────────────────────────────
10-12 status calls/day  β†’ Auto notifications  β†’ 0 calls
Manual ticket creation  β†’ Smart enrichment    β†’ 60% faster
Repeated same issues    β†’ KB self-service     β†’ 40% deflection
Late issue detection    β†’ Proactive alerts    β†’ Prevention
Inconsistent support    β†’ AI standardization  β†’ Quality ↑

πŸ”— Related Projects


🀝 Connect With Me

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Interested in collaborating? Let's connect!


⭐ Star this repo to follow the journey! ⭐

Built with ❀️ by Krishna Sevitha, Hyderabad

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