Building robust data foundations and governance to enable responsible scale as opposed to ad hoc deployments. A tech startup made a decision to embed machine learning into their merchandise development cycle. AI analysed consumer suggestions in real-time from social websites and helpdesk queries, suggesting new feature Concepts or bug fixes.