This is a joint project with Worthless.Dev. The goal is to build a data pipeline that takes raw battery cell data from Light Electric Vehicles (LEVs) and turns it into something useful in the cloud. The use cases we're targeting are Battery-as-a-Service (BaaS) rental programs, fleet management, and battery leasing.
What We're Building
Data Translation Layer
The biggest challenge is that different BMS brands speak different protocols. We're building a hardware and software bridge that takes data from JBD, ANT, and JK systems and normalizes it into a single format. That way a fleet with mixed hardware can still report to one server.
Cellular-Edge Telemetry
Each battery unit gets a dedicated low-power cellular module. It pushes key data (State of Charge, State of Health, thermal profiles) to the cloud without the rider needing to do anything. No Bluetooth pairing, no manual sync. The data just flows.
Health Monitoring & Alert Filtering
We're working on a backend that filters out the noise. Battery systems throw a lot of false "Critical" and "Warning" flags caused by transient electrical spikes. The system we're developing only surfaces alerts when there's an actual safety or performance concern, so fleet operators aren't drowning in phantom warnings.