We at mappes.io are doing something similar in industrial domain. Our knowledge graph has few layers

Products (Raw Material <> Application use) Products to company (Supplier <> Buyer) People connected via companies and products

We are already seeing benefits of this in being able to easily discover new connections across products and companies. Our focus is right now on few verticals in manufacturing sector and hope to expand to wider manufacturing space at some point.