Accepting shared responsibility for improvement is core to safe care. This commentary submits that the use of artificial intelligence (AI) to support equitable health care for children requires development and evaluation efforts involving multiple stakeholders to embed ethical design and use requirements into AI systems for the pediatric patient population.