Should tensorflow have a dedicated server in a business environment?

Apologies if this information is readily available and I couldn’t find it. Would it be appropriate to set up a dedicated server strictly for tensorflow in a business environment? The goal would be classifying document imagines. The volume, I can only estimate, would be 1 to 4 million.