arosplatforms™AI consultancy
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Automotive

Automotive

From the EV line to the dealer lot to the vehicle on the road, we bring AI to the whole automotive lifecycle, so quality holds, telemetry pays off, and dealers sell and service smarter.

↓ escapes
on the line
fleet-wide
telemetry insight
earlier
recall signals
3 wks
to first workflow
The overview

Intelligence from plant to pavement.

Automotive is being rebuilt in real time. EV programs compress launch timelines and put battery quality at the center of everything. Connected vehicles stream terabytes of telemetry that most OEMs still cannot turn into engineering decisions. Autonomous programs generate sensor data nobody can label fast enough, and dealer networks still run on spreadsheets and phone calls. The data to run it all better already exists, it is just trapped in the MES, the telematics platform, the DMS, and the warranty system, none of which talk to each other.

We connect the lifecycle. Vision models inspect battery packs, welds, and paint on the line and hold quality to IATF 16949 discipline, catching escapes before they become field failures. Connected-car telemetry becomes predictive maintenance, warranty insight, and early recall signals your engineers see before NHTSA field reports do. Autonomous and ADAS teams get data pipelines that label, curate, and search sensor logs at scale, so validation engineers find the edge cases instead of scrolling past them. And dealers get copilots that qualify leads, quote accurately, and keep service bays full, working on live inventory and service history rather than yesterday’s export.

It runs on infrastructure you own, homologation-aware and audit-ready, built for a sector where FMVSS compliance, supplier PPAP evidence, UNECE WP.29 cybersecurity requirements, and recall traceability are not optional. Every inspection, prediction, and decision is logged with full lineage, so quality and regulatory teams can defend the record to an auditor or to NHTSA without reconstructing it after the fact. And because every workflow shares one core, the quality system you ship first makes the telemetry, warranty, and dealer systems that follow faster to build.

See it in action

The automotive workflows, in action.

Scroll through it, the screens move with you.

01 Manufacturing quality

Every pack and weld inspected on the line

Vision inspects battery modules, welds, and finish in real time, routing low-confidence cases to a human before a defect ships.

arQuality Live
UnitResultStatus
Pack #E-2041PassClear
Weld #B-118Porosity flagReview
Panel #P-887PassClear
02 Connected car

Telemetry that predicts the failure

Fleet telemetry mined for early failure signatures, so maintenance is scheduled and warranty exposure is seen before it lands.

arFleet health Live
Battery thermal drift · VIN cohort 22now
Warranty pattern · inverter rev B12m
OTA fix confirmed effective30m
03 Dealer operations

Every lead worked, every bay full

Dealer copilots qualify leads, draft quotes, and schedule service, on a live pipeline shared across the network.

arDealer copilot Live
Best next action on the Nguyen trade-in lead?
Quote is ready, trade-in valued at $18,400. Suggested step:
Send finance pre-approval link
Test drive slot: Sat 10 AM
Service history attached
drafting follow-up…
What we build

Systems shaped to your sector.

EV manufacturing quality

Vision inspection of battery packs, welds, and finish on the line, tuned to your parts and defect types.

Connected-car analytics

Turn fleet telemetry into predictive maintenance, warranty insight, and early recall signals.

Autonomous & ADAS data

Pipelines that label, curate, and search sensor logs so AV teams find the scenarios that matter.

Dealer copilots

Qualify leads, quote accurately, and keep service bays scheduled across the network.

Warranty & recall intelligence

Claims and field reports read and clustered, so emerging issues surface before NHTSA does.

Homologation-aware

FMVSS, IATF 16949, and UNECE WP.29 discipline designed in, with audit trails on every action.

How it works

Live in weeks, compounding from there.

01

Map the sector

We start from your workflows and rules, not a generic template, so the system fits the realities of your sector.

02

Ground the AI

Your documents, records, and standards become the context. Every answer is grounded in your operation.

03

Ship a workflow

A high-value workflow goes live in weeks, with human review where confidence is low and a measured baseline.

04

Compound

Each system shares one core, so every workflow you add makes the next faster, and your team owns all of it.

The outcomes

Results you can measure.

↓ escapes

Fewer quality escapes

vision inspection on the line

earlier

Recall signals surfaced

from telemetry and warranty claims

↑ absorption

Busier service bays

dealer ops on a live pipeline

Where it fits

Built around how your sector works.

Vehicle programs

OEMs & EV makers

Hold quality on compressed launch timelines and mine fleet telemetry for engineering insight.

Tier 1 & 2

Suppliers

Inspect at line speed and keep PPAP and traceability evidence audit-ready.

Sales & service

Dealer groups

Work every lead and fill every bay with copilots on live inventory and service data.

Systems we connect

SAPSiemens MESCDK GlobalReynolds & ReynoldsSalesforceAWS IoTOPC-UASnowflake
Questions

Frequently asked.

Yes. Vision models are trained on your modules, welds, and defect types and run at line speed, routing low-confidence cases to a human inspector. Results feed your quality system so IATF 16949 evidence builds itself.

Bring AI from plant to pavement

Book a working session and we'll map Automotive to your operation, then move fast.