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Wayam AI
LogisticsMaintenance & ReliabilityRepresentative scenario

Automated Remote ECU Diagnostics & Over-The-Air (OTA) Campaign Validation

An automotive OEM deploying Over-The-Air (OTA) software updates to 250,000 connected consumer vehicles across multiple continent regions.

Run on Vahana · Asset Reliability & Fleet

An update propagating outward and confirming back unit by unit

The challenge

    01

    Deploying OTA ECU software patches risks bricking vehicle modules or introducing unexpected battery drain if updates fail mid-flashing.

    02

    OEM software leads lacked real-time visibility into post-update vehicle health across diverse customer environments.

    03

    Failed updates required customer visits to dealership service centers, generating high warranty costs.

How Vahana solves it

    01

    Pre-Update Vehicle Readiness Verification

    Vahana checks battery voltage, connectivity strength, and vehicle stationary state before authorizing OTA update installation.

    02

    Phased Rollout Telemetry Monitoring

    Monitors post-update ECU telemetry on a 1% vehicle sample batch, watching for anomalous fault codes or current draws.

    03

    Automated Update Hold & Rollback

    Instantly halts OTA campaigns and triggers automated ECU rollback if post-update error rates breach target thresholds.

    04

    Post-Update Health Certification

    Verifies 100% successful flash completion and diagnostic clean state across all connected vehicle modules.

    05

    Executive OTA Campaign Cockpit

    Displays global map visualizations of update completion percentages and ECU health metrics.

The outcome

OTA update completion success rate on first attempt
0%OTA update completion success rate on first attempt
dealer service visit expenses for software patch installations
$0Mdealer service visit expenses for software patch installations
  • Zero vehicle bricking incidents across 250,000 connected vehicles during major software releases.

  • 99.4% OTA update completion success rate on first attempt.

  • Eliminated $4.5M in dealer service visit expenses for software patch installations.

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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Every engagement is fixed-scope and outcome-guaranteed. The scoping conversation starts with your systems, not with a template.