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Energy Visibility

#1Per-rack energy efficiency ranking normalized by workload type#2Per-application energy intensity (Joules per request/inference/epoch)#3Tenant-level energy cost allocation with anomaly flags#4GPU vs CPU vs memory power attribution modeling#5Idle power leakage detection by cluster and service#6Power draw variance analysis under identical workloads#7Energy baselining for new hardware generations#8Stranded capacity identification across power and cooling domains#9Real-time PUE decomposition by subsystem#10Feeder-level power quality and efficiency tracking#11UPS efficiency curve analysis and load optimization#12Long-tail energy waste analysis (zombie VMs, persistent keepalives)#13Rack overprovisioning audit#14Energy attribution for shared infrastructure (network, storage)#15Cross-site energy benchmarking and efficiency comparison

Cooling Intelligence

#16Containment efficiency optimizer#17Chiller plant efficiency curve modeling#18Free cooling opportunity detection#19Hot spot prediction and prevention#20Cooling setpoint optimization by zone#21Overcooling mitigation engine (rack granularity)#22CRAH/CRAC unit efficiency analysis#23Cooling tower performance optimization#24Airflow balancing and optimization#25Liquid cooling integration efficiency#26Delta-T optimization across cooling loops#27Humidity control optimization#28Thermal mass utilization for load shifting#29Cooling redundancy optimization (N+1 to N efficiency)#30Seasonal cooling strategy optimization

Workload Optimization

#31Energy-aware job scheduling with SLO constraints#32Carbon-conscious workload placement#33GPU power capping optimization#34Workload consolidation for energy efficiency#35Training job energy optimization (checkpoint/resume)#36Inference batch sizing optimization#37Node hibernation strategy optimization#38Multi-tenant workload isolation energy impact#39Preemption-aware energy scheduling#40Memory tier optimization for energy efficiency#41Network-aware workload placement for energy#42Storage I/O energy optimization#43Autoscaling energy-aware policies#44Spot/preemptible instance energy arbitrage#45Cross-cluster workload migration for energy

Forecasting & Planning

#46Short-term energy demand forecasting (1-24h)#47Medium-term capacity planning (1-12 months)#48Long-term infrastructure planning (1-5 years)#49Peak demand prediction and management#50Workload growth modeling#51Energy price forecasting integration#52Carbon intensity forecasting#53Scenario-based capacity stress testing#54Renewable energy integration planning#55Battery storage optimization planning#56Demand response program optimization#57Hardware refresh energy impact modeling#58Site selection energy analysis#59Cooling capacity expansion planning#60Power distribution capacity planning

Anomaly Detection

#61Cross-domain anomaly detection (power/thermal/workload)#62Efficiency regression detection#63Intelligent root cause analysis#64Sensor drift and calibration detection#65Power quality event detection#66Cooling system performance degradation#67Workload-energy correlation anomalies#68UPS battery health anomaly detection#69Network equipment energy anomalies#70Predictive failure detection for energy systems#71Metering discrepancy detection#72Environmental condition anomalies#73Load balancing anomaly detection#74Seasonal pattern deviation detection#75Incident correlation and pattern mining

Economic Intelligence

#76Real-time energy cost optimization#77Demand charge management#78Energy arbitrage optimization#79PPA optimization and tracking#80Energy budget tracking and forecasting#81Tariff optimization analysis#82Energy procurement strategy#83Energy cost benchmarking#84ROI analysis for efficiency investments#85Financial KPI alignment for energy

Sustainability & Compliance

#86Scope 1/2/3 emissions attribution#87ESG reporting automation#88Regulatory compliance monitoring#89Carbon abatement planning#90REC and carbon offset management#91Water usage efficiency (WUE) optimization#92E-waste and lifecycle management#93Science-based target tracking#94Green building certification support#95Sustainability dashboard and KPI tracking

Human Intelligence

#96Executive energy narrative generation#97Operator decision support#98Knowledge capture and institutional memory#99Training and competency gap analysis#100Cross-functional collaboration optimization

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