> Every major tech company - the ones poised to get the first best rewards, have already gotten good incremental revenue from AI via ads ranking/recommendations (Google, Meta, etc.)

That's just software evolving. It happened before LLMs, it would happen without LLMs.

> good productivity increases due to scale of workforce and advanced in house tooling.

Exactly same case.