As someone who does ML for a living, couldn't agree more. Usually your initial research only constitutes a tiny portion of your spent resources, it's putting it in production that makes you a 500 mil company. As always the devil is in the details, and it's unreal how much can go wrong once you actually have to ACT using the model and not just theorize. Sounds like someone hasn't left academia yet...