The AlfaOPA platform integrates the dry and wet experimental platforms of Great Bay Bio to establish a key component metabolic model for multiple cell lines. By comparing and simulating with the optimal metabolic model, it generates optimized supplements. The culture media development work can be completed in a single step by adding these to the existing culture media.