Ecosystem of Alliances and Partnerships: Partnerships and collaborations that broaden our capabilities and supply access to the newest innovations. A tech startup made a decision to embed machine learning into their product growth cycle. AI analysed person feedback in real-time from social websites and helpdesk queries, suggesting new characteri