“…Many authors have come up with formulation design frameworks. A generic framework for chemical product design [10], also applicable to formulated products; starts with identification of consumer needs [17], translating these needs to chemical/physical properties [2,18,19,20], to manufacturing that product [3,11,21]. Design frameworks focusing on formulated product design, discuss all three steps in formulated product design namely, generate, test, and make [3,5,15,17,20,21,11] but often without considering automated or robotic labs for the make step and without in-silico realization of test step.…”