Chef / Cook vs Warehouse Worker: which is more exposed to AI?
A 27-point gap separates these roles — Chef / Cook is the more defensible seat.
Warehouse Worker sits at 45% time-weighted AI exposure against 18% for Chef / Cook, a 27-point gap driven by the 14% of warehouse worker work time that current models can already substitute outright. Chef / Cook holds a larger human-critical core — 78% of the role's time sits in work like "food preparation and cooking" that models score poorly on. The two sit in different families — Hospitality & Food and Transportation — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
What actually creates the gap.
Warehouse Workers spend 14% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Chef / Cooks. The single largest contributor is "scan inventory and update systems", graded at 84% and worth 14% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Food preparation and cooking4% · 48% time
- Kitchen team leadership8% · 16% time
- Guest interaction and feedback10% · 6% time
- Scan inventory and update systems84% · 14% time
- Load and unload trucks12% · 12% time
- Maintain safety and housekeeping16% · 8% time
- Handle exceptions and damaged goods18% · 12% time
Both roles lean on manual, procedural — that is the part of your experience that travels intact. The real divide is creative: Chef / Cooks score 84 there against 12 for Warehouse Workers, a 72-point spread. That is the gap you would actually have to close.
| DIMENSION | CHEF / COOK | WAREHOUSE WORKER |
|---|---|---|
| Creative | 84 | 12 |
| Social | 72 | 34 |
| Cognitive | 58 | 34 |
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 36 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Score your own exposure in 8 questions →Common questions.
Is Chef / Cook or Warehouse Worker more at risk from AI?
Warehouse Worker. It scores 45% time-weighted AI exposure against 18% for Chef / Cook — a 27-point gap. 14% of warehouse worker work time is already fully substitutable by current models, versus 0% for Chef / Cooks.
Which pays more, Chef / Cook or Warehouse Worker?
Chef / Cook, by roughly $19k at the median ($58k versus $39k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.
Can a chef / cook switch to being a warehouse worker?
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 36 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Which role is growing faster, Chef / Cook or Warehouse Worker?
Chef / Cook, at 9% projected ten-year growth versus 5% — a 4-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.