I almost always back the wrong horse. It's pretty much a character flaw.
It was only after we'd invested all the money that we discovered we'd been backing the wrong horse. (Free Dictionary)
I am not one for giving up easily but occasionally you can back the wrong horse and if a new design isn't working I will bin it and start afresh. (Google)