As formulations design is a combinatorial problem of ingredients selection, we often have a very large design space to explore, yet we have a limited experimental budget. This is generally true for chemical/chemical engineering problems as experiments are time-, resource-, and labour-intensive, but particularly for formulations design, as developing a fully automated, high-throughput liquid formulations workflow is very challenging .