// 04 · automation risk
Which fields are exposed to AI
DET. CExposure to AI — which fields are actually vulnerable
share of core work technically automatable · click a row to open the fieldExposure tracks one thing more than any other: whether the output is a digital artefact or a physical, licensed, liability-bearing one. Code, drawings, and calculations are directly generable. A commissioned substation, a certified airframe, or a stamped structural drawing carries legal accountability that does not transfer to a model. Note that high exposure is not the same as a threat — in three fields AI is the reason demand is rising.
Demand × resistance to AI
the field you want sits top-right — wanted, and durable
where a field sits on the chart:
Safe bet — wanted & durable
Niche but durable
Crowded & exposed
Cooling
what AI actually does to each field:
AI helps youAI-Amplifiedthe tools make a skilled engineer far more productive — demand rises because of AI
AI barely touches itAI-Resistantphysical, licensed or hands-on work a model can’t take over
No big effect either wayAI-AssistedAI speeds up parts of the job, but the engineer stays in charge
AI threatens itAI-Exposeda lot of the work — especially entry-level tasks — can be automated
LOW EXPOSUREHIGH EXPOSURE