Moving AI from pilot to everyday use in a children’s hospital takes more than a good model. This case study follows one large pediatric academic centre through the full journey: choosing which problems to tackle, building governance and oversight structures, validating tools on pediatric populations, and monitoring performance once deployed. The session covers what worked, what had to change, and the practical lessons for institutions earlier on the same path.