Verdict
Cooks, Short Order and Food Preparation Workers are effectively tied on AI exposure (22 vs 22). Choose on pay, interest and entry cost — not on automation risk.
Food Service
22 /100
Short-order cooking is fast, physical, and low-margin — automation is possible but deployment at scale is slow.
Full risk profile →Food Service
22 /100
Food prep is manual, varied, and physical — AI has little to offer beyond record-keeping at the margins.
Full risk profile →| Metric | Cooks, Short Order | Food Preparation Workers |
|---|---|---|
| AI Fear Score | 22/100 | 22/100 |
| Risk band | Resilient | Resilient |
| Automation probability | 22% | 22% |
| LLM task exposure | 22% | 22% |
| Median pay (BLS) | $35,620 | $34,220 |
| US workers | 150,420 | 888,770 |
| Timeline | Payment automation is already displacing cash handling; cooking automation in diner-style environments lags behind fast food and is unlikely to displace most workers before 2032. | Automated vegetable prep machines exist but are expensive; meaningful automation of food prep worker tasks at scale is unlikely before 2030, and even then will likely require human oversight and cleaning. |
For long-tail occupations the two research anchors share a single AI-reviewed exposure estimate — see the methodology.
The usual pivots that reuse your experience while cutting exposure: Line Cook, Kitchen Supervisor, School Nutrition Worker. See the full plan →
They're effectively tied: Cooks, Short Order scores 22/100 and Food Preparation Workers scores 22/100 on our AI exposure scale.
Cooks, Short Order pays more at the median: $35,620 vs $34,220 (BLS May 2024).
Scores are estimates, not predictions — two research anchors applied to task mixes, with BLS May-2024 wages and employment. Not career advice.