Operating challenge
Fluctuating campus demand and ice-storage scheduling made fixed setpoints inefficient across comparable-load days.
Deployment registry
Field evidencefrom realHVAC optimizationdeployments.
A small set of verified deployments shows how supervisory AI adapts to existing cooling plants, operating constraints, and contractual baselines without turning this page into a broad market taxonomy.
Primary case // 001
Regional Energy Center
- Comparable-day savings
- 10.12%
- Monthly power-cost reduction
- CNY 150K
- Asset inventory
- 7 chillers / 12 towers
Optimization approach
Weather, load, and tariff signals informed supervisory setpoint updates for chillers, pumps, towers, and storage dispatch.
Verified outcome
Comparable-day review showed a 10.12% energy reduction while preserving operator oversight and monthly reporting.
Verified fleet performance logs
High-comfort venue hotel
High-Comfort Venue Hotel
A comfort-critical hotel plant used hard operating guardrails and local deployment to reduce tuning risk.
- Deployment tuning
- 28 days
- Recorded COP
- 6.34
- Safety boundary
- Hard guardrails
Data center cold plant
Data Center Cold Plant
A three-chiller data center plant used coordinated AI control across chillers, pumps, and towers.
- Verified savings
- 19%
- Chiller capacity
- 3 x 3340kW
- Controlled scope
- Chiller / pump / tower
Mode-split data center
Mode-Split Data Center
A data center plant separated free-cooling and mechanical-cooling modes so each operating state could be measured cleanly.
- Free-cooling savings
- 17.23%
- Chiller-mode savings
- 7.54%
- Annual PUE
- around 1.2
Phased data center campus
Phased Data Center Campus
A staged data center deployment used transfer reinforcement learning and advisory value push mode to reduce adoption risk.
- Verified savings
- 11.2%
- Learning strategy
- Transfer RL
- Interface mode
- Advisory push
Verification method.
Case data is indexed from Notion, cleaned into a public-safe resource, and checked in the browser before release.
Source truth
Notion case record
Public-safe resource
Internal fields removed
Validated surface
Browser copy check
Review your cooling plant against these patterns.
Compare your facility performance against this verified deployment set. Our engineering team can provide a tailored feasibility review.