Use Cases

Real deployments by sector

Practical applications across utilities, government programs, industry, and investment teams — powered by AI, AR dashboards, and computer vision.

Energy & Utilities

Smart grid

Peak demand forecasting

Predict next-day and intra-day peaks to reduce stress on the grid and improve dispatch planning.

Renewable forecasting

Improve solar/wind visibility to support scheduling, reserves, and grid stability.

Predictive maintenance signals

Detect early warning signs to prioritize inspections and reduce downtime risk.

Typical outputs

  • • Forecast curves and confidence bands
  • • Alerts and asset risk scoring
  • • Optimization recommendations

Green Finance

ESG

ESG scoring & benchmarking

Compare assets and portfolios with consistent sustainability signals and transparent scoring.

Climate risk insights

Identify exposure to climate-related risks using scenarios and key indicators.

Carbon asset optimization

Support decisions around carbon credits with tracking, analytics, and optimization signals.

Typical outputs

  • • ESG scorecards and peer comparisons
  • • Risk dashboards and scenarios
  • • Audit-ready reporting summaries

Industry & Manufacturing

Efficiency

Energy efficiency monitoring

Track energy KPIs by line, machine, and facility — then identify savings opportunities.

Waste reduction insights

Find waste drivers and process losses with practical dashboards and alerts.

AR-assisted maintenance

Provide technicians with guided views and real-time operational context.

Typical outputs

  • • Efficiency dashboards and KPIs
  • • Alerts for abnormal usage and drift
  • • Guided maintenance workflows

Environmental Monitoring

Compliance

Air and water quality analytics

Monitor trends and detect anomalies to support compliance and proactive response.

Satellite imagery insights

Use computer vision to detect change over time and flag potential issues remotely.

Sustainability reporting support

Consolidate evidence and analytics into clear reporting for stakeholders and regulators.

Typical outputs

  • • Trend dashboards and alerts
  • • Image-based monitoring summaries
  • • Compliance-oriented reports

Want a tailored pilot plan?

Share your sector, timeline, and data sources. We’ll propose a scope and expected outputs.