A cautionary tale: the structural engineer and the AI-powered architect
Heard the one about the structural engineer who questioned the work of an architect who relied heavily on AI-generated calculations to justify additional roof loading, without competent engineering verification?

The Collaborative Reporting for Safer Structures UK (CROSS-UK) has recently highlighted the issue. CROSS-UK is a confidential reporting system that allows professionals working in the built environment to report on fire and structural safety issues.
The issue was reported to CROSS-UK by an experienced engineer. They were concerned that an architect placed an overreliance on AI to justify additional roof loading on a building. The output proved to be incorrect, with no verification undertaken by a competent structural engineer. “The issue is significant due to increasing use of AI across the construction industry,” CROSS-UK noted.
The building undergoing modification was less than seven storeys, with a reinforced concrete superstructure, including cast-in-situ flat slabs. Accommodating retail units on the ground floor and residential apartments above, the request from a new retail tenant was to install heavy plant on the roof.
Appointed on behalf of the landlord to review the retail tenant’s proposed alterations, the engineer confirmed to CROSS-UK that reinforcement drawings for the building were available, but not the original loading information. Nevertheless, the engineer believes that there was sufficient information for a competent structural engineer to assess and understand the building.
Inaccurate technical content
The engineer received a design calculation report from the architect purporting to justify the addition of the new heavy plant onto the existing roof. However, upon checking, the engineer found that the roof was only capable of supporting light plant. Existing ducts and small air conditioning units were already supported on a steel grillage.
CROSS-UK stated: “To a non-engineer, the report submitted by the architect appears robust, detailed and well-written with supporting structural analysis figures. However, the Reporter [engineer – ed.] observed that the technical content contained factual inaccuracies, including within the structural model images presented, despite the provision of relevant structural information.
“On further inspection, the Reporter says that they are confident that the calculation report was largely written by AI. This was supported by how rapidly the report was rewritten following the Reporter’s initial comments to the architect and how new errors were introduced in later revisions.”
The engineer reported that they were “extremely concerned” that the design may not have been produced by an engineer and that AI had been heavily relied upon. “In this case, the building may have suffered damage from overloading, but in other cases the outcome might lead to structural failure and injury,” CROSS-UK noted.
The engineer stated to CROSS-UK that the architect appeared to dismiss their concerns as lacking validity. The architect maintained that they do this type of work frequently without any issue.
CROSS-UK said: “The Reporter says that this example sets a dangerous precedent for our industry. They have yet to encounter an example of AI producing accurate technical output, but it does almost always provide a false sense of security and competency. The Reporter considers that reliance upon AI should not replace, or supplement, engineering judgement and technical understanding.”
AI is a tool requiring professional oversight
The CROSS-UK expert panel noted: “AI is not currently capable of drawing contextual inferences in the way an experienced engineer can. The interpretation of context, professional judgement, historic construction practices and deterioration mechanisms remains an important aspect of professional engineering competence.
“This reinforces the view that AI should be regarded as a tool which, like any engineering software or methodology, requires competent professional oversight and judgement. Responsibility for checking, including interpreting, validating, and approving engineering outputs, must remain with suitably qualified and experienced structural engineers.
“All building professionals involved in construction work are required to operate within the limits of their professional competence and expertise, ensuring that they only undertake work for which they possess the necessary skills, knowledge, experience and behaviours. The report refers to flat slab construction, which is a form requiring structural engineering expertise in design and checking, so specialist skills are required.
“In practice, professionals must recognise the limits of their own expertise and seek appropriate input from suitably qualified specialists where matters fall outside their competence. Failure to do so may compromise regulatory compliance, building safety, and the proper discharge of their statutory duties.”
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