This UNFPA Strategy aims at leveraging the benefits of responsible and ethical generative artificial intelligence (GenAI) while minimizing risks: it draws on the assessment of GenAI use cases in evaluation, and presents an implementation plan for GenAI-powered evaluation. It emphasizes a phased approach to digital transformation in evaluation, development of custom GenAI solutions for evaluation, and ensuring sustainability of GenAI-powered evaluation efforts.