The AI market is reaching critical mass. UBS CDIO Group Functions is embarking on this exciting AI journey across a wide range of functions such as IT, Real Estate, Legal, Risk, Finance, HR, etc. To capitalize the potentials AI can offer, in this talk, I would like to overview the key success factors to drive AI in practice. A selective set of case studies will be presented to highlight the best practices and lessons learnt in our growing journey.