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Machines That Understand Maintenance: How LLMs and RAG Are Rewriting Diagnostics, Troubleshooting, and Field Support

The sentient computer HAL 9000 in Stanley Kubrick’s 1968 film 2001: A Space Odyssey remains one of cinema’s most memorable visions of artificial intelligence. HAL knew the spacecraft around it, monitored systems, interpreted events, related information to the operational world in which it was acting, and relayed information to the crew.

R&D

28.09.2026

When knowledge walks out the door

As experienced maintenance professionals retire, decades of knowledge can disappear with them. European master’s Thesis Award winner Louis Morias believes generative AI could help industrial companies preserve that expertise, but technology alone is not the answer.

News

28.09.2026

Gas Detection Equipment Market Forecast to Reach $15 Billion by 2031

Asia Pacific was the largest regional market in 2025.

News

03.09.2026

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AI Cuts Aircraft Engine-Change Manual Searches From 16 Hours to 20 Minutes

Finding the right maintenance instruction can take a significant share of an aircraft technician’s time.

Asset Management

03.09.2026

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Metso Expands South American Service Network With New Brazil Hub

The investment is part of a wider effort to modernise Metso’s service centre network across South America.

Asset Management

03.09.2026

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PARTNER ARTICLES
03.09.2026
Why Equipment Failure Analysis Falls Short Without a Criticality-Driven Asset Strategy
How reliability teams can move from fixing what just broke to protecting what matters most.
3/2026

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LAST ISSUE

  • Rethink your leadership
  • Rethinking Military Maintenance: Why Data Alone Isn’t Enough
  • From Apprentice to Global Innovator
  • Creating Value through Maintenance
  • Circular sludge systems don’t fail on technology—but do on insufficient maintenance
  • The Spanish Maintenance Association at 50: Raising the Strategic Value of Maintenance
  • Maintenance in Pharma: “Basics First” is the key to quality, safety and successful digitalisation
  • Flexible Machines, Reliable Operations?
  • Sensor replaced, Machine restarted: the four words quietly erasing your plant’s memory
  • Competence Strategy: The Missing Piece of Industrial Performance
  • Turning Spare Parts into a Strategic Asset
  • Figuring out Maintenance in a brand-new Industry
  • The Future of Maintenance: Automating Industry’s Last Manual Workflow
  • From Pilots to Impact
  • If Everything Is Critical, Nothing Is: Fixing Asset Criticality at Its Root
  • Machines That Understand Maintenance: How LLMs and RAG Are Rewriting Diagnostics, Troubleshooting, and Field Support
  • When knowledge walks out the door
PARTNER ARTICLES
Why Equipment Failure Analysis Falls Short Without a Criticality-Driven Asset Strategy
PARTNER ARTICLES
Is Your MRO Strategy a Roadmap or Just a “Firefighting” Cycle?

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Topics

  • News
  • Asset Management
  • HSE
  • R&D
  • EFNMS
  • Partner Articles

Magazine

  • Subscribe
  • Editorial archive
  • Read digipaper
  • Media Information

Advertising

  • Sales Director
  • Mr. Otso Aunola
  • otso@maintworld.com
  • Tel. +358 (0) 45 3158233
  • Why advertise

Contact Us

  • Editor-in-chief
  • Mr. Jari Kostiainen
  • jari.kostiainen@kunnossapito.fi
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