Energy Intelligence through AI Disaggregation

Turn smart-meter and sensor data into appliance-level insights - fast, continuous, and without manual tagging.
Voltaware app showing appliance-level energy insights with floating intelligent insight cards

Why It Matters for Utilities

  • Increase digital engagement

    with appliance-level journeys that improve app adoption, satisfaction, and retention.

  • Reduce cost-to-serve

    by lowering high-bill contacts through clearer, appliance-level explanations.

  • Target offers and programmes with confidence

    (EVs, heat pumps, efficient appliances, tariffs) using verified usage patterns and segments.

  • See where your money goes

    with clear bill breakdowns by appliance.

  • Cut wasted energy with intelligent insights

    that reveal what’s consuming power unnecessarily.

  • Feel safer at home

    with unusual-use notifications and optional elderly activity signals.

Core Engine Explained Simply

Voltaware analyses a home’s overall electricity signal. Each device leaves a unique electrical fingerprint when it turns on, off, or changes state. Our ML models translate these patterns into appliance-level usage and events, delivered via the app or through APIs.

Diagram “Home electricity usage → fingerprints → appliances → insights.”Diagram “Home electricity usage → fingerprints → appliances → insights.”

What Appliances Can Be Recognised?

High-impact categories typically include heating & hot water, cooling/HVAC and pumps, EV charging, cooking, refrigeration, laundry and dishwashing, entertainment/IT, lighting, and more.

Coverage varies by region, appliance mix, and data resolution, and expands as the appliance library grows.

Insights That Drive Outcomes

to explain high bills and prioritise actions.

to identify unusual or inefficient consumption.

to support engagement and programme participation.

unusual-use notifications and optional wellbeing indicators.

Utility-facing insight cards (e.g., High-bill explanation, EV charging pattern, Heat-pump performance, Anomaly alerts)Utility-facing insight cards (e.g., High-bill explanation, EV charging pattern, Heat-pump performance, Anomaly alerts)

For Utilities & Energy Providers

B2B card set: EV detection, heat-pump insights, API export.B2B card set: EV detection, heat-pump insights, API export.

Deploy fast. Engage deeply. Integrate cleanly.

deliver appliance insights using interval data, with APIs for integration into apps, portals, and analytics stacks.

support near-real-time engagement where higher-frequency data is available (e.g., compatible devices or approved data pathways).

add a compact sensor for ultra-high-resolution analytics where required (e.g., pilots, specific cohorts, or markets without suitable data feeds).

How You Benefit

Lower cost-to-serve

by reducing high-bill contacts and improving first-contact resolution.

Higher MAU and session depth

with appliance-level journeys designed to drive repeat engagement.

Better targeting and measurement

for EVs, heat pumps, efficient appliances and tariff initiatives.

How It Works (at a glance)

1

Capture

from a single measurement point (smart meter data, compatible dongle, or Voltaware sensor).

2

Disaggregate

AI maps the whole-home signal to appliance-level usage and events.

3

Enrich & learn

models update as new patterns appear and as users provide optional feedback.

4

Deliver insights

clear, intelligent energy insights such as bill breakdowns, targeted offers, and safety signals - available in the app or via APIs.

FAQs