Data Center Energy Optimization

Reveal tariff, Power Purchase Agreement (PPA), and carbon‑mix tradeoffs to minimize cost and emissions for AI workloads; plan procurement and demand‑response strategies.

KPIs

Blended Effective Rate

All-in blended electricity rate including energy, demand charges (amortized), riders, PPA settlements, DR credits and REC costs.

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Unit: USD/MWh
Confidence: 50%
Higher is worse

Grid Carbon Intensity

Carbon intensity of grid electricity at the site’s location and hour.

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Unit: kgCO2e/MWh
Confidence: 83%
Higher is worse

Compute Energy Cost per 1k Tokens

Energy cost attributable to 1k AI tokens (training or inference), based on blended rate and energy per token.

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Unit: USD/1k tokens
Confidence: 76%
Higher is worse

Emissions per 1k Tokens

Operational emissions allocated to 1k tokens using hourly carbon intensity and energy per token.

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Unit: kgCO2e/1k tokens
Confidence: 51%
Higher is worse

Renewable Coverage Share

Portion of site load matched by renewables via PPAs and REC retirements.

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Unit: percent
Confidence: 54%
Higher is better

Procurement Cost Volatility Index

Normalized volatility of the blended effective rate over a trailing window.

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Unit: index (0–1)
Confidence: 61%
Higher is worse

Demand Response Net Benefit

Net economics from DR participation after opportunity cost of curtailed compute.

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Unit: USD (millions)
Confidence: 90%
Higher is better

Capacity Headroom Index

Normalized margin between site capacity limit and measured peak demand.

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Unit: index (0–1)
Confidence: 64%
Higher is better

Internal Factors

Storage State of Charge

Battery state of charge (energy content).

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Unit: MWh
Confidence: 59%
Higher is better

Thermal Storage State of Charge

Thermal storage energy available for cooling shift.

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Unit: MWh
Confidence: 89%

PPA Energy Bank Balance

Banked PPA energy available to settle against load.

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Unit: MWh
Confidence: 55%

REC Inventory

Available Renewable Energy Certificates inventory (energy-matched).

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Unit: MWh
Confidence: 65%

Shiftable Workload Backlog

Deferred compute that can be scheduled into future low-cost/low-carbon hours (energy-equivalent).

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Unit: kWh
Confidence: 90%

Settlement Balance

Running balance of unsettled energy program cash flows (PPA collars, DR credits, riders).

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Unit: USD (millions)
Confidence: 60%

Levers

Workload Shift Share

Share of flexible compute scheduled into preferred (low-cost/low-carbon) hours.

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Unit: 0–1 ratio
Confidence: 88%

Storage Dispatch Power Setpoint

Battery dispatch command (positive discharge, negative charge).

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Unit: kW
Confidence: 78%

Demand Limit Setpoint

Target maximum site demand for peak-shaving during tariff demand windows.

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Unit: kW
Confidence: 89%

PPA Contract Coverage Target Share

Target fraction of site load to be covered by PPAs over the planning horizon.

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Unit: 0–1 ratio
Confidence: 52%

REC Retirement Rate Policy

Policy for retiring RECs against load (fraction of available inventory to retire each period).

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Unit: 0–1 ratio
Confidence: 60%

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