Validation, traceability, contracts, and data must be framed from the start.
Technology watch
The problem is classic: it is necessary to produce quickly, without losing control. The temptation is to let AI generate variants, calculation notes, quantities, or reports. What is lacking if one goes too fast: clear human validation, version tracking, rules on data, quality control, and a procedure to suspend the tool if it becomes questionable.