> ## Documentation Index
> Fetch the complete documentation index at: https://docs.wayak.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Energy & Utilities

> Monitor asset health, forecast demand, and automate compliance reporting with AI agents

Energy and utility companies operate complex physical infrastructure spread across vast geographies. SCADA systems, IoT sensors, meter networks, and dispatch databases generate enormous data volumes, but turning that data into timely operational decisions remains a challenge. Delayed outage detection, inaccurate demand forecasts, and manual compliance reporting all increase costs and regulatory risk.

Wayak connects your operational data sources, applies engineering and business logic through a semantic layer, and deploys agents that monitor assets, forecast demand, and support compliance workflows. Playbooks automate the recurring analysis — daily health checks, demand projections, outage escalations — so your operations and compliance teams can act on data instead of assembling it.

## Use cases

<CardGroup cols={2}>
  <Card title="Asset health monitoring" icon="heart-pulse" href="/use-cases/energy/asset-health-monitoring">
    Track equipment condition scores from SCADA and IoT data, detect degradation trends, and alert maintenance teams before failures occur.
  </Card>

  <Card title="Demand forecasting" icon="chart-line" href="/use-cases/energy/demand-forecasting">
    Forecast energy demand using historical meter data and weather patterns to optimize generation dispatch and grid balancing.
  </Card>

  <Card title="Outage management" icon="bolt" href="/use-cases/energy/outage-management">
    Detect outages from SCADA events, coordinate dispatch response, and escalate unresolved incidents through defined channels.
  </Card>

  <Card title="Regulatory compliance reporting" icon="landmark" href="/use-cases/energy/regulatory-compliance-reporting">
    Compile and format regulatory submissions from operations data and regulation documents on a recurring schedule.
  </Card>

  <Card title="Energy consumption optimization" icon="leaf" href="/use-cases/energy/energy-consumption-optimization">
    Analyze consumption patterns across buildings and facilities to identify waste and recommend efficiency improvements.
  </Card>
</CardGroup>

## Platform capabilities used

| Capability       | How it's used                                                                                                                                                                                                                                                                                                                      |
| ---------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Data sources     | SCADA system (sensor readings, alarm events, equipment status), IoT platform (temperature, vibration, pressure sensors), meter data management system (consumption readings, interval data), weather API (temperature, humidity, wind, precipitation forecasts), dispatch database (work orders, crew assignments, outage tickets) |
| Knowledge spaces | Equipment maintenance manuals, regulatory compliance documents (NERC, FERC, state PUC), operating procedures, safety protocols                                                                                                                                                                                                     |
| Semantic layer   | Objects for assets, meters, outages, and facilities. Metrics for health score, peak demand, SAIDI/SAIFI, and energy intensity. Dimensions for asset type, voltage level, region, and facility type                                                                                                                                 |
| Agents           | Asset Health Analyst for equipment monitoring and degradation detection. Grid Operations Analyst for demand and outage analysis                                                                                                                                                                                                    |
| Playbooks        | Scheduled daily asset health scans, hourly demand forecasting, event-triggered outage escalation, quarterly regulatory report compilation                                                                                                                                                                                          |