A fairly obvious solution (IMO) would be to have multiple people buying the ingredients, some even buying unused ingredients. That would cover purchasing.

The mixing, again, spreading it out, have factory A mix ingredients x, y, and z, factory B mix ingredients Alpha, Beta, Gamma, and factory C mix factory A and B's mixtures.