Orchestrating Energy, Conducting Efficiency
Total control
Total control
Choir is the AI conductor that transforms chaotic data centers, power plants, batteries, microgrids, etc. into perfectly tuned, money-saving machines (predicting demand days ahead, preventing outages before they happen, and turning waste heat into profit while never touching your raw data).
We make energy sing, machines and chips last longer, and your bottom line hit the high note every single month.

1. Data centers - 40% of energy wasted on cooling, $1M+/hour lost to downtime
2. Cooling Crisis - $1.5B/year wasted on inefficient chillers, fans, CRACs
3. AI Chips Die Early in GT Environments - Chips don’t die from heat. They die from chaos. Thermal Cycling, Voltage Spikes, Dust + Humidity, Fan failure

Choir employs hybrid major AI/ML technologies: Reinforcement Learning (RL), Digital Twins, and specialized algorithms like Graph Attention Networks (GATv2) and Federated Learning (FL) plus Edge AI to deliver dynamic, autonomous, and proactive optimization for energy efficiency and cost savings.

Choir Maestro doesn’t just monitor your data center — it conducts it like a world-class maestro, turning chaos into perfect harmony while every competitor is still waving their arms in the dark.

PredictPowr: Forecasts power and cooling loads 7–10 days ahead with 25–35% better accuracy than traditional tools, enabling proactive planning that cuts fuel waste by 18–25% ($80K–$120K/MW/year ROI).

UptimePowr: Detects faults 48 hours early with 85–95% precision, reducing downtime by 30–50% and saving $600K–$1M/MW/year in avoided outages.

FlowPowr instantly redirects waste heat into free cooling and balances every watt, slashing energy costs 15–30 % and driving PUE down to an unbeatable 1.2–1.3 — results that leave C3.ai, Palantir, and legacy BMS systems in the dust.
Choir Maestro doesn’t replace your dashboards, SCADA, or BMS — it sits on top as the brilliant conductor, instantly pulling data from Grove365®, Vertiv, Schneider, or any OPC-UA/MQTT source and orchestrating 15–30 % better performance with zero code changes.
Think of Choir as the upgrade that turns your entire software orchestra from good to world-class, while everyone keeps their seat.

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