Electrapilot: Pioneering Deep Learning AI To Redefine Fleet Intelligence

Korean startup KKUN Inc. has developed Electrapilot, the world's first all-in-one AI-powered EV fleet management platform. Unlike legacy telematics that only report vehicle status, Electrapilot applies active AI control to orchestrate fleet operations in real time. At its core, a deep learning engine integrates CNN and LSTM models: CNN extracts external variables such as temperature, humidity, elevation, road surface, and regenerative braking history, while LSTM processes time-series data to forecast when and how much energy each vehicle will require. This dual approach allows the system to anticipate demand and allocate charging capacity before bottlenecks occur.

Electrapilot's prediction engine is trained on more than 200 million data records collected from 11 EV models since 2020. In real-world validation trials on city roads in Jeonju, it achieved a 15% higher accuracy than OEM SoC-based estimates, proving its superiority in forecasting battery consumption. By leveraging this precision, operators can prevent unexpected downtime and maintain consistent readiness across large-scale fleets.

The system introduces agent-level AI, meaning each vehicle acts as an autonomous agent capable of making context-aware charging and routing decisions. Rather than waiting for centralized commands alone, vehicles intelligently respond to their own energy forecasts and environmental inputs. This translates into fleet-wide coordination that remains adaptive, efficient, and resilient under changing conditions. Even during early phases of EV transition, Electrapilot has demonstrated up to 90% operational efficiency, rivaling combustion fleets that traditionally dominated uptime metrics.

By merging deep learning precision with scalable orchestration, Electrapilot sets a new engineering benchmark for AI-driven fleet intelligence. Beyond improving utilization and reducing idle time, it empowers fleets to embrace autonomous taxis, delivery networks, and freight operations without sacrificing reliability. With its unique combination of prediction accuracy, real-time orchestration, and agent-level autonomy, KKUN positions Electrapilot not merely as a management tool, but as the global benchmark for next-generation fleet operations powered by AI.

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