Cashier vs Chef / Cook: which is more exposed to AI?
54 points apart. These are not comparable risk profiles.
Cashier sits at 72% time-weighted AI exposure against 18% for Chef / Cook, a 54-point gap driven by the 48% of cashier 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 — Sales & Retail and Hospitality & Food — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
What actually creates the gap.
Cashiers spend 48% 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 "process card payments", graded at 90% and worth 10% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Process card payments90% · 10% time
- Scan and ring up items88% · 30% time
- Enter returns and receipts84% · 8% time
- Assist customers needing extra help12% · 4% time
- Resolve customer disputes26% · 8% time
- Spot-check fraud and theft30% · 4% time
- Food preparation and cooking4% · 48% time
- Kitchen team leadership8% · 16% time
- Guest interaction and feedback10% · 6% time
Both roles lean on procedural, social — that is the part of your experience that travels intact. The real divide is creative: Chef / Cooks score 84 there against 8 for Cashiers, a 76-point spread. That is the gap you would actually have to close.
| DIMENSION | CASHIER | CHEF / COOK |
|---|---|---|
| Creative | 8 | 84 |
| Judgement | 24 | 74 |
| Manual | 52 | 96 |
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 44 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 Cashier or Chef / Cook more at risk from AI?
Cashier. It scores 72% time-weighted AI exposure against 18% for Chef / Cook — a 54-point gap. 48% of cashier work time is already fully substitutable by current models, versus 0% for Chef / Cooks.
Which pays more, Cashier or Chef / Cook?
Chef / Cook, by roughly $29k at the median ($58k versus $29k). 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 cashier switch to being a chef / cook?
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 44 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, Cashier or Chef / Cook?
Chef / Cook, at 9% projected ten-year growth versus -11% — a 20-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.