> The times I regretted going with the 2nd or 3rd place candidate because they were cheaper ended up setting us back by months.

Roughly, how did it become clear that the second or third place candidates set the company back by months? Did the company ultimately hire the first place candidate and discover their superior effectiveness in the org?