Resolve technical issues
How resolve technical issues are reshaped as AGI capability advances.
The bottom line
Roughly 75% of the work in Resolve technical issues is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: Lacking seeded child occupations, the scalar is derived from the process name and lens. 'Resolve technical issues' primarily represents knowledge work (troubleshooting, analyzing diagnostic data, and system remediation) typically conducted via desk-based surfaces, placing it in the digital band despite its automotive industry context.
grounded in the economy graph · digital scalar 0.75 · digital
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Resolve technical issues sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Resolve technical issues inherits.
Where Resolve technical issues sits
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How the work flows
Trigger: A customer, dealer service center, or connected-vehicle telematics system reports a vehicle defect, software glitch, or hardware malfunction.
- Log technical issue details from the reporting party or telematics system
- Triage the issue based on safety impact and assign to a technical specialist
- Analyze remote diagnostic trouble codes (DTCs) and vehicle service history
- Formulate and communicate a troubleshooting or repair plan to the dealer technician or customer
- Authorize warranty repairs, dispatch replacement parts, or push over-the-air (OTA) software updates
- Verify the repair restores full vehicle functionality
- Document the root cause and resolution steps in the engineering knowledge base
Outcome: The technical defect is diagnosed and resolved, the vehicle is restored to operational standards, and the resolution is documented.