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Wayam AI
Industries

Automotive

Durability, validation, and connected-vehicle intelligence, from R&D test data to telematics at fleet scale.

Automotive AI visual with a vehicle form, calipers, and telemetry sensors

Overview

From R&D test rigs to connected fleets, automotive teams sit on enormous volumes of durability and telemetry data. We turn that data into validation throughput and fleet-scale reliability signal – fixed-scope and outcome-guaranteed.

Use cases

The work we run in automotive.

15 modelled workflows, each with the steps it runs and the outcome it moves.

Automotive

Engineering

Harmonizing EBOM to MBOM Discrepancies During Electric Vehicle Ramp

An Electric Vehicle (EV) original equipment manufacturer ramping up a new dual motor SUV platform across two high volume vehicle assembly plants.

ECO reconciliation and MBOM update cycle time slashed
3 weeksECO reconciliation and MBOM update cycle time slashed
BOM mismatch related assembly line stoppages reduced
94%BOM mismatch related assembly line stoppages reduced
SamaRepresentative scenario

Automotive

Engineering

Aligning Hardware EBOM and Embedded Firmware Software BOM

A smart automotive Tier 1 supplier producing Advanced Driver Assistance System (ADAS) domain controllers integrating radar sensors, cameras, and microcontrollers.

elimination of hardware silicon and firmware build flashing
100%elimination of hardware silicon and firmware build flashing
end of line vehicle electrical validation failure rate reduced
8.5%end of line vehicle electrical validation failure rate reduced
SamaRepresentative scenario

Automotive

Finance

Field Service BOM Alignment for Warranty & Aftermarket Operations

A commercial bus and truck manufacturer with a global dealer network managing 150,000 active fleet vehicles across 25 international markets.

service catalog update latency reduced
6 monthsservice catalog update latency reduced
dealer parts ordering errors and return logistics costs reduced
72%dealer parts ordering errors and return logistics costs reduced
SamaRepresentative scenario

Automotive

Quality & Compliance

Complex Configuration & Option Variant BOM Governance

A luxury commercial coach and specialized vehicle builder offering over 2,500 customizable options, seating layouts, powertrain configurations, and interior trims.

custom vehicle order BOM validation time reduced
4 dayscustom vehicle order BOM validation time reduced
elimination of invalid option combinations and missing harness
100%elimination of invalid option combinations and missing harness
SamaRepresentative scenario

Automotive

Engineering

Closed Loop Product Lifecycle Sama & Digital Twin Alignment

An aerospace and defense contractor manufacturing satellite systems, avionics enclosures, and unmanned aerial vehicles.

traceability audit preparation time cut
3 weekstraceability audit preparation time cut
data integrity maintained across 20 year product lifecycle
100%data integrity maintained across 20 year product lifecycle
SamaRepresentative scenario

Automotive

Operations

Dynamic Resequencing Following Unplanned Primary Line Failure

A high-volume automotive stamping and welding plant producing body panels for 3 concurrent vehicle assembly platforms.

schedule disruption analysis and replanning execution time cut
6 hoursschedule disruption analysis and replanning execution time cut
customer delivery commitments maintained despite a catastrophic
94%customer delivery commitments maintained despite a catastrophic
NiyojanRepresentative scenario
See all 15 automotive use cases

Ready to move on automotive?