They had factions, which turned almost immediately into parties: the Federalists and Anti-federalists, which morphed into the Democratic-Republicans. There were always two after that, until the former died off and the latter split into what we have had since.
The US Founders also did not have political parties, and the tribal/clan thinking that goes along with them.