End-to-End
Data Engine
Transforming raw mobility data into actionable business intelligence through a unified architecture.
01 — PipelineReal-World
Real-World
Data Pipeline
A standardized architecture that seamlessly handles the flow from data ingestion to actionable APIs.
- IngestionVehicle APIs, Mobile SDKs, IoT Sensors
- ProcessingReal-time Normalization & Standardization
- DeliveryUnified API Access


02 — IntelligenceAI-Driven
AI-Driven
Prediction
Advanced analysis of time-series state and behavioral data to predict outcomes and optimize operations.
SoH Prediction
Battery State of Health forecasting.
Fault Diagnosis
Preemptive vehicle maintenance alerts.
Risk Analysis
Data-driven insurance risk assessment.
Driver Insights
Behavioral pattern analysis.
03 — ControlIoT Control
IoT Control
Layer
A unified OS layer that extends control beyond the vehicle to the surrounding facility infrastructure.
"Controlling vehicles and spaces as a single mobility environment."
