Jeffrey and Isaac discuss the fallacy of rewriting software to save money. They highlight that organizations end up running multiple systems simultaneously, resulting in increased costs. The conversation also touches on the challenges of maintaining multiple versions of a software system and the importance of continuous delivery and iteration. It concludes by emphasizing the need to prove the ability to migrate existing pages before starting a rewrite.