AI can speed up financial processes and reduce repetitive work, but it does not always lower costs. Drawing on examples from Kcell, Freedom Life and EA Group Holding, we explore how to assess the impact of AI implementation, address data quality challenges and determine which decisions should remain under human control.
Managing KPIs throughout the month takes more than frequent reporting. It requires consistent data, agreed calculation rules and a system that highlights performance gaps while managers can still act. Freedom Bank Kazakhstan built this model step by step, moving from Excel reports to a DWH and the daily use of BI.
