An AI system can produce a spreadsheet that looks correct, contains plausible formulas, and returns a coherent financial result while still encoding the wrong assumptions. That is a difficult failure to detect because spreadsheet quality has several dimensions. A workbook may be syntactically valid but semantically wrong. Its formulas may calculate correctly while referencing the wrong inputs. Its output may be internally consistent but depend on unsupported source data. These are differen...