AI Field Service Optimization

The Problem

Reduce truck rolls and outage restoration time

Organizations face these key challenges:

1

High volume of unplanned work (outages, alarms, leaks, equipment failures) forces reactive dispatching and overtime, especially during storms and heatwaves

2

Low first-time fix due to incomplete diagnostics, wrong parts on the truck, or mismatched crew skills (e.g., HV switching authorization, gas-qualified techs)

3

Fragmented data across OMS/ADMS/SCADA, EAM/CMMS, GIS, AMI, inventory, and customer systems prevents a single, real-time operational picture

Impact When Solved

10-20% fewer truck rolls by improving first-time fix and intelligent job bundling8-15% reduction in travel time and 5-12% improvement in crew utilization via dynamic routing and scheduling10-30 minute CAIDI improvement during major events and faster restoration for critical customers (hospitals, water treatment, telecom)

The Shift

Before AI~85% Manual

Human Does

  • Review every case manually
  • Handle requests one by one
  • Make decisions on each item
  • Document and track progress

Automation

  • Basic routing only
With AI~75% Automated

Human Does

  • Review edge cases
  • Final approvals
  • Strategic oversight

AI Handles

  • Automate routine processing
  • Classify and route instantly
  • Analyze at scale
  • Operate 24/7

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