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Why Generative AI can’t fix complex equipment - Dezide have 25 years of experience helping businesses of all sizes capture, organize, and optimize expert knowledge using Causal AI. Our clients range from the world’s largest enterprises in the wind industry, mining sector, and air compressors to consumer printing and telecom.

Why Generative AI can’t fix complex equipment

By Lars Hammer | Blog | Comments are Closed | 24 February, 2026 | 3

For more than two decades, I have worked with service organizations, learning from and helping them move from reactive troubleshooting to structured, guided troubleshooting using causal reasoning. Today, as AI systems enter the field, the same lesson applies at a new scale, as reasoning matters more than prediction, which is how generative AI works. AcrossRead more

Industrial technician using a tablet to monitor and troubleshoot a robotic arm in a manufacturing facility

Data, Information, knowledge – why is it so important?

By Lars Hammer | Blog | Comments are Closed | 2 February, 2026 | 2

According to Webster’s Dictionary, knowledge is “the fact or condition of knowing something with familiarity gained through experience or association.” In the context of business enterprises, we see that knowledge tends to be interpreted as possession of experience (tacit knowledge) as well as possession of factual information (explicit knowledge) – or where to get it.Read more

How to optimize machine troubleshooting with IoT data

By Lars Hammer | Blog | Comments are Closed | 21 January, 2026 | 2

In our last post, we discussed handling complex issues in advanced machines by breaking down the troubleshooting process into component-level troubleshooting and then building more sophisticated hierarchies for handling high-level symptoms. This post will take this concept further and see how we can optimize the machine troubleshooting flow using IoT machine data to improve precision,Read more

Dezide Knowledge Value Chain

Knowledge Value Chain – Acquisition: Unlocking Knowledge’s Source

By Lars Hammer | Blog | Comments are Closed | 3 January, 2026 | 3

In the world of knowledge management for technical troubleshooting of advanced products, the Acquisition phase is where it all begins. From tapping into internal expertise to harnessing external sources, both explicit and tacit, this phase identifies what knowledge is needed to tackle challenges and drive progress. This first phase of the Dezide Knowledge Value ChainRead more

Welcome to the Dezide “All about knowledge management” blog

By Lars Hammer | Blog | Comments are Closed | 8 September, 2025 | 6

Welcome to the Dezide “All about knowledge management” blog. In this space we will be sharing our experiences with capturing, formalizing, structuring and distributing knowledge in organizations.Read more

How do we capture knowledge?

By Lars Hammer | Blog | Comments are Closed | 16 April, 2025 | 8

How do we actually capture all that knowledge embedded within the organization?Read more

Troubleshoot high level symptoms

Troubleshoot High Level Symptoms in Complex Machines

By Lars Hammer | Blog | Comments are Closed | 9 April, 2025 | 3

When I visit customers all around the world in various industries that manufacture very complex machinery, we always end up spending a lot of time on one thing in particular – getting our heads around how to troubleshoot high-level symptoms that the field service engineers face all the time out there.Read more

Industrial technicians reviewing equipment data on a tablet inside a manufacturing facility

The right knowledge for the right people at the right time

By Lars Hammer | Blog | Comments are Closed | 6 March, 2024 | 6

Making the right knowledge available for the right people at the right time is essentialRead more

How much time should you invest in a technical troubleshooting knowledge base?

By Lars Hammer | Blog | Comments are Closed | 24 February, 2024 | 4

The benefits of a high-quality, continuously updated technical knowledge base are numerous and proven; information enablement, reduced troubleshooting time, errors fixed on the first visit, and instant transfer of skills to new generations of field service engineers, to name a few. However, one question in particular always comes up quickly in any knowledge base softwareRead more

Construction technicians using a tablet to troubleshoot heavy machinery on-site

Streamlining Troubleshooting: How the Knowledge Value Chain Enhances Field Service Efficiency

By Lars Hammer | Blog | Comments are Closed | 13 December, 2023 | 2

In a previous blog post, we delved into the intriguing question of “How much time should you invest in an expert troubleshooting knowledge base?” It provided valuable insights into the time-consuming nature of building and maintaining a knowledge base and pinpointed where the hours and effort are invested. This understanding underscores the importance of theRead more

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Recent Posts

  • Why Generative AI can’t fix complex equipment
  • Data, Information, knowledge – why is it so important?
  • How to optimize machine troubleshooting with IoT data
  • More than 50% of the wind turbine industry has chosen Dezide
  • Siemens Gamesa Renewable Energy solves problems up to 70% faster using Dezide
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