Timelines depend on deal complexity and how complete the borrower package is, but AI shortens the document and spreading stages most. Uptiq customers have seen 41% faster underwriting and 36% less financial spreading time. Measure your own baseline first, then compare analyst touch time and spread-to-memo cycle time after go-live.