The IVI deployment is live, but the customer workflow still splits before validation.
Engineers need a path that fits active integration work, while the program needs evidence from one repeatable CI/CD flow.
Who you’d be doing this for
“I got the demo working, but my lead wants proof it survives our pipeline.”
Nabil Younis · IVI Integration Engineer
She integrates Android Automotive OS applications and vehicle services for an OEM production program.
What is at stake
Only 38% of enrolled engineers have validated an SDK change through the customer CI/CD pipeline. You must weigh fast onboarding relief against keeping one production-ready validation path.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- integration speed vs. consistent validation evidence
- customer habits vs. code-first adoption
- immediate relief vs. reusable onboarding
- product feedback vs. customer-specific enablement
Why Applied Intuition
Vehicle OS depends on OEM engineering teams adopting its code-first workflow across AAOS and vehicle-service integration.
Written with these in mind
Not your kind of problem? 65 more at Applied Intuition, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.