Singapore is shifting its AI strategy from experimentation towards measurable outcomes, with organisations expected to demonstrate improvements in productivity, service quality, and operational efficiency. Senior Minister of State for Digital Development and Information Mr Tan Kiat How said successful AI deployment requires businesses and governments to redesign workflows, integrate AI safely and scale solutions that deliver practical value. The article highlights SP’s responsible industrial AI initiatives, which focus on applying AI in operational settings while preparing the workforce for adoption. TP is also featured through a student who developed a machine-learning pre-vetting tool during an internship with Singapore Airlines’ Base Maintenance Division. The tool reduced the time needed to manually check records in billing workflows and has since been put into operational use. The example illustrates the importance of combining technical skills with an understanding of real workplace requirements.