The supplies produced by your factories can be carried by starship to new planets to be used to build new factories, mines and defense outposts.You can also sale supply units for one megacredit each.
Alchemy ships can use supplies to make minerals and fuel.
Supplies are also used to repair damaged ships. Five KT units of supplies will repair 1% of damage to a starship (automatically).