When more and more operational ICT systems are being augmented with AI functionality, it becomes clear that the standard distinction between functional and quality requirements will not work anymore. In this presentation we will discuss the necessity of adding an distinct requirements category namely content and reasoning requirement in order to deal with the specific needs for including AI features in software products. We will show how content and reasoning requirements are being addressed in innovative AI applications in the public sector: healthcare, police, and municipal social welfare. We will demonstrate this with the generative AI platform of the spinoff Verticai (www.verticai.nl) of the Care2Report research program at Utrecht University.