AI infrastructure decides whether your AI investment holds up outside a demo. In 2026, it's the difference between businesses that scale AI successfully and businesses still explaining stalled pilots to their board. The compute, cloud, and data systems behind AI aren't a technical afterthought anymore; they can play a major role in whether AI initiatives scale successfully.