Research questionHow can automotive infotainment systems be tested end to end as interfaces change, without brittle scripts or false failure reports?Manual test suites are slow to update, while implementation-coupled scripts break as infotainment interfaces evolve. Visual navigation can also make a difficult interaction appear to be a product defect, creating costly false positives.