Liquid cooling solution for 10,000-GPU AI training clusters

Scenario analysis

GPU hotspots keep rising

  • Hotspot temperature keeps increasing
  • Performance throttling becomes likely

Air-cooling energy use is too high

  • Fan power consumption stays high
  • PUE continues to increase

High-density deployment is limited

  • Air cooling cannot keep up
  • Space utilization declines

Dynamic training load fluctuates

  • Traditional PID control lags behind
  • Temperature control precision is insufficient

Solution architecture

Liquid cooling system architecture for 10,000-GPU AI training clusters

Solution value

Higher cooling capacity3000W+
Higher heat flux density200W/cm²+
Lower PUE≤1.05
Lower total cost30%+ reduction

From chip cooling to room-level operation, the solution value is reflected in higher performance, released space, and converged energy use.

Reliability
Space
Cooling capacity↑↑
Energy use

Synthcool advantages

For high-density AI cluster liquid-cooling delivery, Synthcool builds a complete capability loop from terminal hardware, flow control, state sensing, intelligent adjustment, and stable operation.

Phase-change terminal
Flow control
State sensing
Intelligent tuning
Stable operation

Complete liquid-cooling product matrix

Covers single-phase liquid cooling, phase-change liquid cooling, and closed-loop adaptive liquid-cooling control units (CDU), supporting multi-level deployment for full-scenario liquid-cooling needs across compute centers.

Self-developed core technologies

Independently masters cold-plate design, phase-change heat transfer, fluid control, intelligent adjustment, and other core technologies to build a full-stack liquid-cooling technology system from terminal cooling to system control and overall thermal management.

System-level control capability

Builds a full-link sensing and closed-loop control system covering flow, temperature, pressure differential, and operating status to achieve intelligent adjustment, efficient coordination, and long-term stable operation.

Validation and continuous evolution

Relies on professional experimental platforms to provide rapid customization and reliable delivery, while supporting continuous technology evolution from single-phase liquid cooling to phase-change liquid cooling and protecting long-term investment value.