V&V and QA teams
Regression.
Regression on the real head unit and on the HIL rack, triggered from CI, with a step report per run.

Automotive
Cockpit software is validated on a bench, documented for the dealer network, and supported for a decade. One agent covers all three, because all three are somebody looking at a screen.
Proof
Tier 1 automotive supplier
A Tier 1 automotive supplier runs its infotainment and audio regression nightly in CI/CD, with daily reports and CAN signals checked on the head unit.
Read the case studyThe problem
The only contract you are given is the screen itself, which is why regression still runs as people on a bench, and why the bench is the constraint on your release cadence.
How it works
Regression on the real system, evidence for every step, and the scale to run it all, every day.
V&V and QA teams
Regression on the real head unit and on the HIL rack, triggered from CI, with a step report per run.
Quality and compliance
Every run leaves a verdict, a screenshot and the agent's reasoning for each step, ready for review and audit.
Test management
Thousands of tests a day across variants, devices and releases, in CI, without a script to maintain.
Integrations
AskUI drives the head unit and the tools around it, in one sequence, and writes one verdict report.
Each tool is wired in once, as a custom C# tool, a shell script, an HTTP call or an MCP server. The test plan sequences them with the screen steps, and every step lands in the same report.
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