Business Scenario It is the last working day of the month. The Finance team is preparing management reports. Data must be collected from multiple systems, validated, transformed and consolidated before reports can be distributed. Most of the process has already been automated, but only one or two specialists understand the workflow. Every enhancement request waits for their availability. Management wants to introduce AI to improve productivity without rebuilding years of work