AI Powered Energy System

HQZN brings demand forecasting, dynamic pricing, edge recognition and digital twins into one intelligence layer behind every charging decision.

Built on the industry's leading stack

  • DGX Spark
  • Jetson Thor
  • Omniverse
  • OpenUSD
  • RK3568
  • OCPP
Demand Forecasting/Dynamic Pricing/Predictive Maintenance/Edge Intelligence/Digital Twin/Grid Coordination/Demand Forecasting/Dynamic Pricing/Predictive Maintenance/Edge Intelligence/Digital Twin/Grid Coordination/

01 / Command Center

From network status to AI recommendations, operations teams monitor, analyse and act inside one light, legible command surface.

Open the command center
app.hqzn.ai / command-centerDemo data

AI Command Center

Good morning, Operator.

Automations running

08

2 activated today

Connected chargers

1,286

98.7% availability

AI decisions today

1,842

+18.6% vs. baseline

Optimisation value

¥428K

+¥64.2K projected

Agent activity

Autonomous decisions

  • AI decisions
  • Operator actions
00:0004:0008:0012:0016:0020:0024:0020:00+31% predicted demand

Live activity

  • Load rebalanced

    14 chargers · 2m ago

    ¥12.4K
  • Failure predicted

    Unit 08 · 8m ago

    Review
  • Price optimised

    Zone C · 14m ago

    +8.2%
Open the command center

40%+

lower O&M cost (customer-reported)

6

core AI capabilities

5

solutions

4

end-to-end stack layers

02 / Core capabilities

Not a general chatbot, but a set of specialised models trained, deployed and continuously tuned for charging operations.

Explore the platform
01

Energy AI

Know demand before the peak.

Site-level demand forecasting from historical load, tariffs and weather, feeding dispatch and pricing decisions.

  • Intelligent dispatch
  • Demand forecasting
  • Dynamic pricing
02

Edge AI

Millisecond recognition, on site.

Jetson Thor and RK3568 run vision inference locally for millisecond recognition, safety detection and anomaly alerts.

  • Jetson Thor
  • RK3568
  • Millisecond recognition
  • Safety detection
  • Anomaly alerts
03

Digital twin platform

Simulate in the twin, then execute on site.

NVIDIA Omniverse-based station twins with 3D visualisation, scenario simulation and remote operations.

  • Omniverse
  • 3D visualisation
  • Simulation
04

Edge interaction

Terminals that listen and see.

RK3568-powered on-site terminals with voice interaction, gesture recognition and guided flows that lower the barrier for drivers.

  • RK3568
  • Voice interaction
  • Gesture recognition
  • Smart guidance
05

Charging-scene AI

From plate to battery, end to end.

Plate recognition, charging-behaviour analysis and battery health diagnosis make every session measurable and optimisable.

  • Plate recognition
  • Behaviour analysis
  • Battery health
06

Intelligent operations

Fix failures before downtime.

Multi-source time-series anomaly detection and predictive maintenance that open work orders early and cut O&M cost by 40% or more.

  • Predictive maintenance
  • Work-order automation
  • 40%+ lower O&M cost

03 / Full-stack AI capability matrix

DGX Spark handles training and simulation, Jetson Thor runs real-time inference on site, and Omniverse and OpenUSD keep the physical station and its twin in sync.

COMPUTE01

DGX Spark

Desktop AI supercomputer

Train and fine-tune charging models on site without sending operating data off campus.

EDGE02

Jetson Thor

Real-time edge inference

Run vision and time-series models at the station with millisecond response to safety events.

SIMULATE03

Omniverse

Physically based simulation

Build interactive station twins and rehearse dispatch strategies virtually.

INTEROP04

OpenUSD

Open scene description

Let equipment, BIM and simulation data flow in one format.

05 / Digital twin

Map real equipment, live telemetry and AI predictions onto an interactive digital twin of the charging station.

Enter live monitoring

Charging station digital twin · live

Live sync · Demo data

P1P2P3Grid connectionStorageSolar canopy3# Fault2# Idle1# Charging

HQZN / AI charging operating system

Bring your own station data and see forecasting, dynamic pricing and the digital twin at work.