Usage and AI bill forecasts
Compared corresponding monthly usage and separated current accumulated usage and bills from month-end forecasts. The service also supported reviewing base-charge differences after changing contract capacity.
↗WORK / KEPCO
KEPCO Energy Analysis & AI Platform
Connected electricity analysis, bill forecasting, contract-capacity comparison and sales simulation into a service for store operating decisions.
ATTRIBUTIONKunnworks delivery
CONTRIBUTIONService planning · UX/UI · AI · Frontend · Backend · Integration · Deployment
RELEVANCEEvidence for complex projects that connect product structure, AI and system implementation.
01CONTEXT
From electricity data
to store decisions
Small-business owners needed to understand usage patterns and contract conditions in the context of their stores. The service connects usage analysis to reviewing bills, contracts and operating scenarios.
Shared data, different contexts
Store cost review, facility operating information and regional environmental information serve different purposes. The electricity data was connected to the services and interfaces appropriate to each purpose.
Connected responsibility
The contribution covered service planning, UX/UI, AI implementation, frontend, backend, integration and deployment: a connected product and system scope.
02DELIVERY SCOPE · EXPLANATORY
Connected delivery,
from planning to deployment
01Business & product
02UX & workflows
03Frontend & backend
04Integration & AI
05Deployment & delivery
An explanation of the confirmed contribution, not a diagram of the client’s system architecture.
03SERVICE OUTPUTS
From reading data
to comparing possibilities
Sales strategies using store conditions
Created a simulation for reviewing projected sales and contributing factors as electricity use, contract capacity, hours, customer mix and weather conditions change.
Information at facility and regional scale
The scope included facility operating-status and opening-hours prediction from electricity patterns, and regional carbon footprints, monthly trends and comparisons.
What the evidence shows
The supplied material shows service structure and interfaces. Bills, sales, confidence, emissions and operating states shown in the screens are examples, not verified business outcomes or accuracy metrics.
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