No. The mapping decisions require payroll knowledge, not engineering. A payroll specialist uploads a sample file, reviews the AI-predicted field mappings, and confirms them. No file specifications, no code. From the second integration onward, roughly 90% of mappings are correct on the first pass. See how KMod works.