TerraAI Battery Intelligence
An AI layer within Terra-Byte.ai that links battery BMS, battery IoT, vehicle IoT and charger data, showing what is happening now, what is likely to happen next, and what action to take.
TerraAI Battery Intelligence at a glance.
An AI layer within Terra-Byte.ai that links battery BMS, battery IoT, vehicle IoT and charger data, showing what is happening now, what is likely to happen next, and what action to take.
follows the battery across vehicles
checked against independent measurement
charging efficiency made visible
no gaps when the signal drops
What TerraAI Battery Intelligence does.
One digital profile per pack
Pack-to-vehicle history, charger-to-session links, and driver and route context.
Battery IoT
Voltage, current, cell voltages, temperatures, BMS SoC, SoH and fault flags, throughput and cycles.
Vehicle IoT
GPS and route, distance, speed and stops, motor current, trip start and stop, load.
Charger & AC energy
Session start and stop, AC energy from the grid, DC energy into the pack, charging efficiency.
When the BMS is closed
A profile from independent voltage, current and temperature sensing, plus BMS data wherever it can be read.
Predict & protect
Prediction and anomaly models feed the fleet dashboard, alerts, API and service workflow.
TerraAI Battery Intelligence, mapped.
- 1One digital profile per pack
- 2Battery IoT
- 3Vehicle IoT
- 4Charger & AC energy
- 5When the BMS is closed
- 6Predict & protect
From battery data to fleet decisions.
Builds on the Terra-Byte.ai AC → charger → DC battery → vehicle model, adding AI where fleets need answers they can trust.
- 1Connect every sourceBattery BMS where accessible, battery IoT, vehicle IoT and GPS, chargers and AC energy meters.
- 2Terra-Byte.ai data layerOne live data fabric with quality checks in place before any model is trained.
- 3Battery digital profileA living record per pack: cycles, temperatures, charge throughput and usage history.
- 4TerraAI predicts & actsPrediction and anomaly models feed the fleet dashboard, alerts, API and service workflow.
Not another silo.
- 1Battery BMS
- 2Battery IoT
- 3Vehicle IoT
- 4GPS
- 5Chargers
- 6AC energy
AC grid → charger → DC battery → vehicle.
- 01
AC grid
What the charger draws from the supply.
- 02
Charger
Which charger delivered which session.
- 03
DC battery
What the pack actually received.
- 04
Vehicle
The duty cycle behind every kWh used.
FAQ
Frequently asked questions
What is TerraAI Battery Intelligence?
TerraAI Battery Intelligence is an AI layer within Terra-Byte.ai that links battery BMS, battery IoT, vehicle IoT and charger data to show what is happening now, what is likely to happen next and what action to take.
What can you do with TerraAI Battery Intelligence?
Keep one digital profile per battery pack, read voltage, current, cell voltages, temperature, SoC, SoH and fault flags, join vehicle and charger data, measure AC to DC charging efficiency, and predict and protect against faults with prediction and anomaly models.
Do we need to replace our existing systems to use TerraAI Battery Intelligence?
No. Terra-Byte.ai works with the meters, BMS, SCADA, PLCs, inverters and IoT devices you already run, using open protocols such as BACnet, Modbus, MQTT and OPC-UA and open APIs, so there is no rip-and-replace. TerraAI Battery Intelligence runs on the same live data layer as the other Terra-Byte.ai applications, so you can start with one application and add others later.
See TerraAI Battery Intelligence on your data.
Book a tailored walkthrough with our team. No new hardware required to start: your meters already know.