AI use case

Predictive Maintenance

Foundation models that read sensor streams alongside maintenance logs, manuals, and technician notes to predict equipment failures.

21 case studies (+83% last year)

Key figures

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Latest case studies in predictive maintenance

United Express logoU

United Express

Travel & Tourism|Enterprise

System monitoring

AgenticL2

336 hours a month combing 8M daily logs by hand, always one step behind. Now engineers ask in plain language and act in minutes, not hours.

~90%MTTR Reduction
via aws.amazon.com
Published Jun 11, 2026
Western Governors University logoW

Western Governors University

Education & Training|Enterprise

Incident investigation

AgenticL3

Teams searched blind across disconnected systems for days. An AI agent now runs the investigation, surfacing root cause automatically.

77%Resolution Time Reduct.
via dynatrace.com
Published Jun 11, 2026
Delhi Metro Rail Corporation (DMRC) logoD

Delhi Metro Rail Corporation (DMRC)

Government & Public Sector|Enterprise

Predictive maintenance

AgenticL4

Teams manually monitored 395km of track. Now, AI predicts faults like wire sagging in real time, targeting 20% less downtime.

~15%Planning Time Reduction
via cloud.google.com
Published Feb 6, 2026
Ensono logoE

Ensono

Technology|Mid-size

IT incident management

AgenticL3

Teams manually reviewed dashboards after IT issues occurred. Now, AI predicts failures and hands engineers 1-minute resolution plans.

54%MTTR Reduction
via snowflake.com
Published Feb 4, 2026
FAW Group logoF

FAW Group

Automotive & Mobility|Enterprise

Remote vehicle maintenance

AgenticL3

Manual reviews and language gaps dragged repairs to a week. AI now diagnoses faults in 100 languages, halving the cycle.

3-4 daysRepair Cycle Time
via aws.amazon.com
Published Dec 28, 2025
Cowboy Properties logoC

Cowboy Properties

Real Estate & Construction|SMB

Work order management

AgenticL4

Manual tracking across 3,000 units obscured technician performance. Now, AI auto-routes work by specialty and tracks completion times.

via eliseai.com
Published Dec 24, 2025

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