Aipedia: Structural and civil engineers
AI code-checking tools must be validated against the code version a project actually uses, and IStructE says tools built for first-generation Eurocodes may need retiring when the second generation takes effect. An outdated checker can produce compliant-looking results against the wrong rules.
Part of: AI in structural and civil engineering
In short
Code-checking software, including AI-assisted tools that interpret clauses or automate checks, embeds a particular version of the Eurocodes and their National Annexes. IStructE's AI guidance asks firms to evaluate tools regularly against current standards and to plan their lifecycle, giving the example of retiring tools built for first-generation Eurocodes when the second generation takes effect. Without version control and validation records, a firm may not be able to show which rules a design was checked against. PI usually responds to negligent design, but disputes about the applicable code can be costly to defend.
Engineers use analysis packages with built-in Eurocode checks, AI assistants that explain clauses or locate the governing check, plug-ins that automate member and connection verification, and LLMs asked to summarise what a code requires. Each sits on top of a specific edition of the code and, for UK work, the UK National Annex values. As the second-generation Eurocodes are introduced, firms will run both generations side by side for a period, which raises the risk of mixing them.
AI layers add another variable. A general chatbot may have been trained on a mix of code editions, draft documents and commentary, and will not necessarily say which one it is drawing on. A specialist plug-in may be updated by its supplier without the engineer noticing that a clause interpretation has changed.
The IStructE and Engineering Council guidance explainer covers the wider expectations.
Version drift is the obvious risk: a tool updated to new clauses while the project specification still references the old code, or the reverse. AI assistants can also quote clause numbers or formulae that do not exist in the edition being used, or blend National Annex values with recommended values. More generally, CROSS-UK's Report 1554 warned that AI-written structural content can look robust to a non-engineer while being fundamentally wrong.
Illustrative scenario: a firm upgrades its checking plug-in mid-project. Some members are checked under the new rules and some under the old, and partial factors differ between them. A later independent review cannot reconstruct which checks were done under which version, and the client alleges the design is non-compliant and claims for a full re-check and delay.
PI usually responds to a claim that a design was negligently checked against the wrong or outdated rules. Defending it, though, depends on evidence: tool versions, validation runs and the code edition agreed with the client. Poor records can turn a defensible claim into a costly one. Our guides on PI for structural engineers and what to document about AI use explain why. Cover is subject to the policy wording and accurate disclosure of how the firm works.
Related: LLMs and structural calculations and AI design checking. Back to AI in structural and civil engineering.
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IStructE's guidance gives retirement of first-generation Eurocode tools, once the second generation takes effect, as an example of lifecycle planning. The practical point is to use tools that match the code edition each project is designed to and to plan the changeover.
Use it as a pointer only. AI tools can misquote or invent clauses and mix National Annex values. Always check the published code edition that applies to the project before relying on any clause or value.
The engineer issuing the design remains responsible to the client. Whether you can recover anything from the supplier depends on the licence terms. Controlling updates and re-validating after them is the practical protection, and IStructE expects tools to be evaluated regularly.
The agreed code edition, the tool versions used, validation runs against benchmark calculations, and notes of any mid-project upgrade. These let you show what the design was checked against and help your insurer defend the claim.
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