Agentic AI in finance is not a single technology — it is the disciplined matching of the right AI to the right micro-task. Across 1,100+ HighRadius transformations, the finance organizations getting real ROI are the ones that stopped chasing GenAI demos and started running their own time studies, demanding proof of value from vendors, and treating data quality as a permanent discipline rather than a prerequisite.