incident-sentiment

Analyze ITSM incident communications to detect sentiment and escalation risk.

34|13|Updated Feb 6, 2026
One-click install
npx skills add https://github.com/Happy-Technologies-LLC/happy-servicenow-skills --skill incident-sentiment
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: incident-sentiment
Source: https://github.com/Happy-Technologies-LLC/happy-servicenow-skills/tree/main/skills/itsm/incident-sentiment
Command: npx skills add https://github.com/Happy-Technologies-LLC/happy-servicenow-skills --skill incident-sentiment

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze incident communications to detect sentiment and escalation risk.

Core Features & Use Cases

  • Analyze work notes, comments, and emails to extract sentiment and escalation signals
  • Track sentiment trajectories and identify at-risk incidents for proactive outreach
  • Generate concise sentiment reports and recommended actions for incident teams

Quick Start

Load the incident-sentiment skill and run it against open incidents to begin monitoring sentiment.

Frequently Asked Questions about incident-sentiment

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect negative sentiment in ServiceNow incident communications to prevent escalations?

Incident sentiment analysis reads work notes, comments, and emails using ServiceNow APIs to compute sentiment scores and escalation risk. It flags negative signals in ITSM incidents to guide proactive outreach and prevent customer escalations.

What is incident sentiment analysis and how does it track escalation risk?

Incident sentiment analysis evaluates ITSM communications to extract sentiment and identify escalation signals. It tracks sentiment trajectories across work notes and emails to identify at-risk incidents, generating computed scores and recommended actions for intervention.

Can I analyze work notes and email communications for ITSM incidents using ServiceNow APIs?

Yes, incident sentiment analysis uses ServiceNow APIs including incident, sys_journal_field, and sys_email to read work notes, comments, and email communications. It processes these data sources to detect sentiment and compute escalation risk scores for open incidents.

How do I monitor sentiment trajectories for at-risk ITSM incidents?

Run incident sentiment analysis against open incidents to begin monitoring sentiment trajectories. It reads communications through ServiceNow APIs, flags negative signals, and identifies at-risk incidents to guide proactive interventions and recommended actions.

Does incident sentiment analysis work with open ServiceNow incidents without additional dependencies?

Yes, incident sentiment analysis operates without listed dependencies and works with open ServiceNow incidents. It directly queries incident, sys_journal_field, and sys_email APIs to read communications and compute sentiment scores, escalation risk, and recommendations.