Definition
To support or choose someone or something that turns out to be unsuccessful or a failure.
I think he's backed the wrong horse again; that company doesn't seem to be doing well.
In politics, backing the wrong horse can have serious consequences.
For this investment, I'm sure we've backed the wrong horse; we should have gone with the competitor.