Most finance teams begin seeing measurable improvements in their second or third close cycle post-go-live. The first month-end is typically slower as the team adjusts to new workflows. By month three to four, teams are usually closing faster than they were on the previous system. Significant improvements – the kind where you're cutting close time by 30 – 50% – generally emerge within six months as automated processes mature and the team builds confidence