This workshop will focus on generative AI methods for simulating proteomics experiments to optimize experimental design and interpret data, bringing together experts in chemistry, molecular biology and AI for themed sessions talks, breakouts and brainstorming to improve our understanding of how AI can assist experimental design and data analysis in proteomics.