UC-033
Battery Health Digital Twin (BatteryGuard)
Predicts per-VIN battery state-of-health 12 months out, triages thermal anomalies into workshop tickets, and drafts OEM warranty memos.
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The Challenge
Unplanned battery failures across thousands of packs degrade fleet uptime. Warranty claims fail without structured, bilingual evidence the OEM will accept.
How It Works
- Reads per-VIN pack telemetry and thermal history into a physics-informed twin.
- Predicts state-of-health today and 12 months out and tiers thermal anomalies by severity.
- Opens workshop tickets and writes the bilingual, evidence-backed memo the OEM requires.
What It Removes
- Unplanned battery failures taking vehicles off road
- Warranty claims rejected for want of evidence
- Thermal anomalies triaged by hand
Input Data RequirementsPer-VIN battery telemetry, charge and thermal history, workshop and ticket records, OEM warranty terms
Output FormatPer-pack state-of-health forecasts, severity-tiered workshop tickets, bilingual evidence-backed OEM warranty memos
“We replace packs before they strand a vehicle, and the OEM accepts the claim we send.”