> I've seen teams go for AI, do it well, and succeed.

Succeed based on what criteria? I struggle to think of a single product with "AI" that I'd call successful (excluding the already existing and established niches of recommendation algorithms and computer vision which have been rebranded AI and maybe are what you're referring to).