A person typing on a laptop and using a tablet. Only their upper torso, arms and hands are visible. Text superimposed on the image shows AI . Data governance is unglamorous work. It is also the reason most AI strategies stall before they scale. Spending on models, platforms and use cases keeps growing. But the disciplines that make those investments effective – data quality, ownership and governance – often receive far less attention.