End-to-End
Data Engine

Transforming raw mobility data into actionable business intelligence through a unified architecture.

01 — Pipeline

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
Real-World Data Pipeline Visualization
AI-Driven Prediction Visualization
02 — Intelligence

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 — 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."

IoT Control Layer Visualization