Primary challenges

• Occupancy swings across weekdays, events, and amenities drive constant schedule overrides
• Hot water and chilled water systems operate in silos without shared comfort KPIs
• Corporate sustainability teams need auditable portfolio reporting to justify retrofits

Solution highlights

• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. aligns comfort, indoor air quality, and energy KPIs across guestrooms, ballrooms, and wellness amenities
• Occupancy-aware sequencing automates chillers, boilers, and thermal storage dispatch
• Portfolio dashboards provide verified savings artifacts ready for ESGEnvironmental, social, and governance disclosures that document verified sustainability performance for stakeholders. disclosure

Primary challenges

• Multiple asset types share a central plant but require different comfort envelopes and schedules
• Tariff windows and ice storage assets stay underutilized without predictive dispatch
• Operators lack a unified way to retune pumps, towers, and air handlers as tenants change

Solution highlights

• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. co-optimizes chillers, pumps, towers, and airside equipment within comfort guardrails
• Tariff-aware forecasting orchestrates thermal storage and demand response participation
• Lifecycle reporting links verified savings to leasing, ESGEnvironmental, social, and governance disclosures that document verified sustainability performance for stakeholders., and asset valuation goals

Primary challenges

• Passenger peaks and overnight lows swing loads far beyond manual playbooks
• Large AHU and PAU fleets with parallel chillers lack closed-loop coordination
• Safety teams require explicit guardrails before approving automated adjustments

Solution highlights

• Theory-of-mind reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. stabilizes plant staging across chillers, pumps, towers, and air-handling fleets
• Digital twins maintain hydraulic and temperature-field visibility for operations and safety audits
• Layered protections preserve manual override paths and real-time compliance evidence

Primary challenges

• Critical care spaces demand precise pressurization and humidity limits year-round
• Legacy BMSBuilding management system: the supervisory controls and dashboards that coordinate HVAC setpoints and sequencing. logic cannot coordinate isolation wards, labs, and public areas simultaneously
• Facilities teams need audit-ready evidence to satisfy compliance and finance stakeholders

Solution highlights

• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. keeps surgical suites, wards, and labs within comfort and infection-control envelopes
• Dynamic zoning recommendations tie central plant settings to downstream air systems
• Alternating-day validation produces documentation accepted by hospital governance

Primary challenges

• Process cooling loads shift with batch schedules and production changeovers
• High-spec cleanrooms and dry rooms require coordination between process and comfort systems
• Limited predictive insight into energy cost drivers constrains continuous improvement programs

Solution highlights

• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. harmonizes process and comfort cooling while preserving strict temperature tolerances
• Energy diagnostics highlight deviations by line, shift, and utility tariff
• Edge deployment keeps control autonomy even when corporate networks segment traffic

Primary challenges

• Seasonal events and uneven occupancy cause over-conditioning and manual overrides
• Temporary installations disrupt airflow balance and central plant scheduling
• Budget owners require transparent payback narratives for public funding approvals

Solution highlights

• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. schedules chillers, air handlers, and dehumidification to follow exhibition comfort setpoints
• Scenario planning tools adapt strategies to event calendars and maintenance windows
• Verified reporting supports grant applications and public accountability requirements

Primary challenges

• Hybrid heating and cooling networks need seasonal playbooks that outpace manual tuning
• No shared KPI links central plant assets, storage, and downstream comfort outcomes
• Tariff and fuel volatility demands optimization across multiple energy streams

Solution highlights

• Single optimization layer covers chillers, heat pumps, boilers, storage, and distribution
• Reinforcement learningMachine learning control technique that improves decisions by iterating on live feedback from the plant it supervises. targets efficiency, resilience, and energy cost with tariff awareness
• Actionable reporting informs capital planning and daily dispatch decisions

Primary challenges

• Tight thermal tolerances require traceable safeguards on every control action
• Tower, pump, and CRAHComputer room air handler, which manages chilled air distribution and humidity across data hall zones. coordination is complex and often reactive to weather swings
• Operators lack automated runbook recommendations for staging and frequency control

Solution highlights

• Closed-loop optimization of CRAHComputer room air handler, which manages chilled air distribution and humidity across data hall zones. discharge temperatures and chilled water flow
• Operator-selectable auto-execute or approval workflows for equipment staging
• UPSUninterruptible power supply that keeps edge controllers and critical systems powered during electrical disruptions.-backed edge platform maintains control continuity during power events