For the last two years, most businesses adopted AI the same way they adopted software in the 2000s — pick a vendor, sign the contract, build your workflows around it. But AI isn't behaving like static software. It's behaving like a market in constant motion, where the "best" model for coding, reasoning, live research, or high-volume drafting changes month to month, and where availability itself can't be taken for granted.