The desperate corporate race to physically scale AI infrastructure has become so inherently expensive that it is severely draining major tech balance sheets and actively cannibalizing standard enterprise software budgets.

- IBM watched high-value software deals collapse as enterprise clients abruptly redirected cash to hoard physical servers.

- Alphabet reported deeply negative free cash flow after pouring billions into rapid data-center infrastructure buildouts.

- Tesla plans dropping shipping-container server racks onto public Supercharger sidewalks to bypass standard grid bottlenecks.

The strict physical constraints of terrestrial power grids and land procurement are forcing historically capital-light tech giants to fundamentally operate exactly like cash-burning heavy industry.