AI exposure

Quality inspector: will AI take this job?

60%High exposure
The camera spots every scratch. It also flagged your coffee mug as a defect.

Why

Visual inspection is a classic computer-vision task; root-cause analysis and audits stay human.

Where to look next

  1. Quality engineer
  2. Vision-system technician
  3. Supplier auditor

What AI already does

  • Visual checks
  • Measurements

What stays human

  • Root-cause analysis
  • Audits

Skills worth learning — Industry & agriculture

  • Robots and automation
  • Maintenance
  • Precision technology

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For fun, not a forecast. Scores are our rough estimates of how much of a job’s tasks AI can already help with, based on the ILO (2025) and Microsoft Research (2025) studies. Exposure usually means the job changes, not that it disappears — the ILO puts about 1 in 4 jobs worldwide in exposed occupations, but only 3.3% in the highest category.