Predict cooling failures, eliminate energy waste, and generate the water compliance data that gets permits approved — across any hardware fleet.
GPU-dense racks create thermal spikes that cascade across cooling zones. By the time you see the alert, training jobs are already throttling.
Adding GPU nodes without validating power headroom and cooling margin leads to failed installs, stranded hardware, and emergency rollbacks.
When infrastructure degrades, ML engineers see slow training but can't trace it to a rack. Facilities sees a hot rack but doesn't know which jobs are affected.
Large data centers consume up to 5 million gallons of water per day. $64 billion in US projects have been blocked by communities over water and energy concerns. ~80% of withdrawn water evaporates permanently.
Composite risk scoring across thermal, power, and load volatility for every GPU-dense rack. Time-to-hotspot prediction tells you exactly how long you have.
Leading hyperscalers and AI infrastructure operators run mixed GPU fleets — we're built for that reality.
Lightweight collector agent installs in your VPC in under a day
Map your rack layout, power chains, and cooling zones
Shadow mode baselines your environment for 2 weeks
Real-time risk intelligence, training impact, and change validation
Design partners get priority onboarding, dedicated engineering support, and influence over the product roadmap — including features like Cooling Efficiency Score and WUE Tracker built to your specs. Proven ROI: $400–600/rack/month in cooling savings. Free pilot period with full platform access. Water compliance reports for permitting deliver immediate value even during the pilot.