The method
Articles
Six articles on a recurring fault, a fault code, a service call report and a clause that does not exist: how AI fails engineers, and the check.
A technician photographs a table from a standard. He asks the tool for the value in one row. The tool answers with a clear number, without hesitation.
- human in the loop
- AI hallucinations engineering calculations
- check against the source
- manufacturer manual
- fault code
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A split air conditioning unit shows fault code E3. A technician asks a generative AI tool what the code means. The tool answers at once and with confidence, without saying which manual it used.
- recurring fault
- fault code
- work order
- AI for maintenance
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An engineer asks an AI tool for the legal inspection frequency of a component. The tool answers with a clause number, the wording of a requirement and a frequency. It all looks like a standard.
- ChatGPT makes things up
- who uses ChatGPT
- recurring fault
- audit
- check against the source
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An engineer asks an AI tool to calculate a load, a flow rate or a stress. The tool writes a formula, substitutes values and returns a number. The number enters a report, and the report is signed.
- on what basis did you sign
- audit
- AI hallucinations engineering calculations
- check against the source
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A technician finishes a service call and asks an AI tool to draft the service call report. He feeds in what he remembered: the unit, the fault, the arrival time. The tool fills in the rest.
- service call report
- root cause
- work order
- recurring fault
- fault code
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A plant worker photographs a pressure gauge and asks an AI tool for the reading. The tool answers with a number, in units, in a confident tone. The worker copies it into a report.
- AI in industry
- Shadow AI
- ISO 42001
- AI usage policy
- AI governance
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