Removing Broken URLs

When I run a performance test, I get the message that there are broken URLs on the site. I go to the page where the link supposedly resides, but I can’t find it to know if I should redirect it or where to redirect it or to just ignore it. Will the site be slower because of the presence of these links?
Thanks