Live Price
₸450
🅿️
▲ +12%
vs previous hour
Occupancy 72%
850 spaces
EV Station
Broad Street Hub
⚡
6
Ports
50kW
Max
₸38
/kWh
🌧️
LIVE
Rain detected · 7.2°C
Demand surge model active
The Pipeline
How It Works
Four steps from raw sensor data to an optimised dynamic price.
01
Receive
Entity pushes occupancy data via the REST API endpoint.
02
Augment
Backend auto-adds weather, time, events & holiday context.
03
Predict
Merged features feed into your trained ML model to generate a price.
04
Store & Respond
Full snapshot saved to DB; price returned instantly as JSON.
🅿️
Parking Lots
Retail, Public, Private & Park-and-Ride
- ✓ Real-time occupancy pricing
- ✓ Weather & event demand signals
- ✓ Historical transaction analytics
- ✓ Multi-lot management
⚡
EV Charging Stations
Type 2, CCS, CHAdeMO & Tesla
- ✓ Port utilisation pricing
- ✓ Peak hour & off-peak rates
- ✓ kW output-aware modelling
- ✓ Network operator integration