Kunnworks
A01AI & data

Energy analytics and AI for small businesses

An energy analytics platform that connects store information and monthly electricity use with bill forecasting, contracted-capacity reviews, and sales scenario analysis.

Project scope
System development
Technology & disciplines
Energy analytics · Forecasting · Scenario simulation · Data visualization
Explore the features
Energy analytics and AI for small businesses
A01 / PROJECT COVERSystem development
01 OVERVIEW

The challenge and approach

Historical usage reports are separated from AI predictions so operators can compare evidence and forecasts. Cost comparisons before and after a capacity change support operational decisions, while electricity patterns also inform opening-status estimates and neighborhood carbon visualizations.

Original project visuals are presented in Korean, with English explanations alongside them.

02 FEATURES

The features, in context

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Monthly usage comparison

Compare historical and current electricity consumption through monthly trend reports designed for store operators.

Monthly usage comparison — Compare historical and current electricity consumption through monthly trend reports designed for store operators.
Monthly usage comparisonView full-size image (new tab)
02 / 05

Electricity bill forecasting

Use current consumption to estimate month-end electricity use and the corresponding bill.

Electricity bill forecasting — Use current consumption to estimate month-end electricity use and the corresponding bill.
Electricity bill forecastingView full-size image (new tab)
03 / 05

Contracted-capacity review

Analyze usage patterns and compare electricity costs before and after a proposed capacity adjustment.

Contracted-capacity review — Analyze usage patterns and compare electricity costs before and after a proposed capacity adjustment.
Contracted-capacity reviewView full-size image (new tab)
04 / 05

Sales scenario analysis

Review sales strategies against consumption, business hours, sales bands, and weather conditions.

Sales scenario analysis — Review sales strategies against consumption, business hours, sales bands, and weather conditions.
Sales scenario analysisView full-size image (new tab)
05 / 05

Opening-status and carbon visualization

Use commercial electricity patterns to estimate operating status, and visualize per-capita carbon emissions and comparisons between neighborhoods.

Opening-status and carbon visualization — Use commercial electricity patterns to estimate operating status, and visualize per-capita carbon emissions and comparisons between neighborhoods.
Opening-status and carbon visualizationView full-size image (new tab)
03 SCREENS & DESIGN

How the design comes together

Explore the project’s information structure, interface composition, and design decisions

Project detail board — Energy analytics and AI for small businesses
Project detail boardView full-size image (new tab)