Budget cycles move more slowly than the technology they fund.

Annual budgeting assumes a relatively stable picture of what a tool costs and what it delivers, locked in months before the fiscal year starts.

AI infrastructure and capability shift faster than that cycle can account for, meaning a budget approved in one quarter can be built around assumptions that are outdated by the next.

The technology isn't waiting for the next planning cycle to catch up.