Extreme thermal density：Modern accelerators push rack power well beyond air cooling limits, liquid keeps GPUs within spec at high utilization.
Stable long runs：Prevents thermal throttling during multi-day training and large scale simulations.
Compact footprint：Higher rack densities deliver more compute per square meter.
Energy & sustainability：Lower PUE and total energy use vs. air-only systems, supports corporate and regulatory targets.