Why clean data should be every bank’s New Year’s resolution 

Clean data in banking

As retail banks increase AI investment, many risk hitting an “AI wall” caused by fragmented legacy systems and inconsistent data. Mahesh Paolini-Subramanya, CTO at BKN301, argues that without clean, governed, real-time data foundations, AI in banking cannot scale safely or reliably in 2026.