AI Technology
Battery Health Prediction
Predictive battery health monitoring for vehicle fleets and IoT-powered assets — using voltage pattern analysis to predict battery failure 5–14 days before it occurs, eliminating unexpected breakdowns.
Live on this site: Guardian Tags located in Apple Find My and Google Find Hub, plus the Customer Portal (register paid serials, last-seen when we have it, geofences, in-app and email alerts). Personal and Business subscriptions are self-monitoring. Akilapa watch is a paid add-on in staffed hours.
Not live here: native Guardian apps, continuous Tag GPS, WhatsApp/SMS, engine immobilisers, CCTV, AI theft scores, or a 24/7 household SOC / 94-minute recovery SLA. Fleet and government programmes are quote-only.
How it works
Battery Prediction monitors voltage decay patterns and charging behaviour to identify batteries approaching end-of-life before they fail in the field.
Step 1
Continuous Voltage Monitoring
The IoT device monitors vehicle battery voltage at 1-minute intervals, building a high-resolution picture of charging and discharge patterns.
Step 2
Pattern Analysis
AI compares the current battery's voltage signature against a library of 50,000+ battery profiles — identifying anomalies like slow recharge, voltage drop under load, and overnight drain.
Step 3
Failure Prediction
When the model confidence for battery failure within 14 days exceeds 80%, a maintenance alert is issued to the fleet manager — with estimated days remaining.
Data inputs
- Real-time battery voltage (1-minute resolution)
- Engine start/stop voltage patterns
- Ambient temperature data
- Vehicle age and battery install date
Outputs
Battery Health Score (%)
Current battery health percentage per vehicle
Predicted Failure Alert
14-day advance warning for batteries approaching failure
Maintenance Queue Entry
Automatic work order creation in connected CMMS systems
Example insight
Vehicle ABUJA-TRK-017 battery health: 23%. Predicted failure within 8 days. Last replacement: 31 months ago. Recommend immediate replacement before next long-haul trip.
See Battery Health Prediction on your fleet
Buy Guardian Tags and run self-monitoring in the Customer Portal. Cellular GPS, CCTV, and 24/7 recovery are sales conversations — not this checkout.