Niv-AI exits stealth to wring more power performance out of GPUs

$12M to solve GPU power surges is either genius or the most niche problem nobody asked for. If you're running massive inference at scale, power efficiency actually matters—it eats into margins fast.

But most companies just buy more GPUs. Power management is third-order thinking.

If Niv proves real 20% power savings at scale, they've got enterprise customers. But that depends on whether cloud providers actually care about efficiency or just pass the bill through.