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Wayam AI
AutomotiveMaintenance & ReliabilityRepresentative scenario

EV Battery Degradation & Thermal Runaway Monitoring for Transit Fleets

A metropolitan transit authority operating 600 electric buses under demanding urban stop-and-go driving conditions and extreme summer temperatures.

Run on Vahana · Asset Reliability & Fleet

A stack of cells held even, with warmth rising in a single cell

The challenge

    01

    High-voltage battery pack degradation was uneven across the fleet, reducing vehicle operating range unpredictably.

    02

    Thermal stress spikes during fast-charging cycles threatened cell degradation and catastrophic thermal runaway risks.

    03

    Transit managers lacked real-time visibility into State of Health (SoH) and remaining range across individual battery packs.

How Vahana solves it

    01

    High-Voltage Telemetry Ingestion

    Vahana streams cell-level temperature, voltage differentials, current draw, and State of Charge (SoC) metrics in real time.

    02

    Thermal Anomaly & Runaway Prevention

    Flags anomalous cell temperature rises during fast-charging, automatically throttling charge rates to protect battery health.

    03

    Battery State of Health (SoH) Profiling

    Computes dynamic SoH degradation curves for every battery pack based on historical thermal cycles and depth of discharge.

    04

    Smart Route & Depot Dispatching

    Assigns buses to routes dynamically matching vehicle battery health to route terrain severity.

    05

    Warranty Claim Data Package Generation

    Generates verifiable telemetry packages to claim OEM battery warranty replacements for prematurely degraded cells.

The outcome

OEM battery replacement warranties backed by indisputable cell
$0MOEM battery replacement warranties backed by indisputable cell
  • Extended fleet battery pack lifespan by an estimated 2.5 years through thermal risk throttling.

  • Eliminated unexpected EV bus route stalls by matching battery SoH to route severity.

  • Recovered $1.4M in OEM battery replacement warranties backed by indisputable cell telemetry logs.

Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.

Capabilities used

Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.

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