AI Energy Storage Arbitrage

Uses AI to optimize charge/discharge decisions under price uncertainty to maximize market and tariff value while managing degradation.

The Problem

Analysis in progress...

The Shift

Before AI~85% Manual

Human Does

  • Review every case manually
  • Handle requests one by one
  • Make decisions on each item
  • Document and track progress

Automation

  • Basic routing only
With AI~75% Automated

Human Does

  • Review edge cases
  • Final approvals
  • Strategic oversight

AI Handles

  • Automate routine processing
  • Classify and route instantly
  • Analyze at scale
  • Operate 24/7

Solution Spectrum

Four implementation paths from quick automation wins to enterprise-grade platforms. Choose based on your timeline, budget, and team capacity.

1
Quick Win

Predictive Dispatch

LSTM forecasting for demand and renewables

Deploy a forecasting-driven storage arbitrage MVP that uses AI to capture complex patterns in historical data and produce short-term predictions of renewable generation and demand. This supports basic charge/discharge scheduling decisions using predicted conditions (without claiming full autonomy or grid-wide coordination).

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Market Intelligence

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Batch Processing to Real-Time Intelligence pattern detected

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