
Software, testing, and warranty intelligence for Tier-1 suppliers.
Hardware-in-the-loop test environments, component ECU data extraction, and cross-OEM recall analytics. Built by a team that's been on the Tier-1 side of the table.
Talk to an engineerWhen a part fails in the field, the data decides who pays. Usually you don't have it.
You ship into programs you don't control, and the field data that would settle a dispute sits with the OEM. Proving what actually happened takes evidence of your own.
You're billed for failures you may not have caused.
A defect upstream can make your part fail, and the chargeback still comes to you. Without field data, you're disputing blind.

We build the data and the analytics that turn a dispute into evidence.
We engineer the software behind connected vehicles and diagnostics, run it in production, and add AI to make it smarter.
Read your component's data in the field.
001We write the software that reads your component's ECU data in the vehicle, decodes DTCs and freeze-frames, and lands it with your quality engineers, across every OEM and model it ships in.

Cross-OEM quality analytics.
002AI-driven analysis of warranty and field-failure patterns for your component category across the OEMs you supply, so the next quality escape shows up in the data before it shows up in a claim.

Root cause you can prove.
003Field data showing how the component actually behaved before it failed, so you can defend a disputed chargeback or pinpoint a genuine issue and fix it at the source.

What this looks like in practice.
Early warning across OEMs and model lines.
Spot the failure pattern emerging in the field, across every vehicle your component ships in, weeks before it shows up as a chargeback wave.
Root cause you can prove.
Field data that shows how the component actually behaved before it failed, so you can defend a disputed chargeback or pinpoint a genuine issue and fix it at the source.
Quality intelligence by component and condition.
See which parts fail, in which vehicles, at what mileage and under what conditions, so engineering fixes the next revision instead of guessing.
Trusted in production by a global OEM, built like a modern software team.
Two decades in the industry
We've supplied a global OEM as a Tier-1 vendor for over two decades, so we know exactly what production-grade means in this industry.
AI grounded in real failure behavior.
Because we build the data layer, the root-cause and early-warning models reflect how the component actually fails, not a generic guess.
Progress you can see every week
Weekly working demos, so you watch the software take shape instead of waiting on status reports.
Start with a conversation.
Tell us what data you're handling and where it needs to go. We'll map the build.
