Verdict
Cooks, Short Order is the safer bet: it scores 22/100 against 28/100 for Food Servers, Nonrestaurant — 6 points less exposed to AI.
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
28 /100
Delivering meals to patients and hotel guests requires dietary oversight and human sensitivity AI can't replicate.
Full risk profile →| Metric | Cooks, Short Order | Food Servers, Nonrestaurant |
|---|---|---|
| AI Fear Score | 22/100 | 28/100 |
| Risk band | Resilient | Resilient |
| Automation probability | 22% | 28% |
| LLM task exposure | 22% | 28% |
| Median pay (BLS) | $35,620 | $34,460 |
| US workers | 150,420 | 271,780 |
| 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. | Delivery robots are being trialed in some hospitals; by 2030, tray transport may be partially automated, but oversight of dietary compliance and interaction with patients and residents stays human. |
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: Dietary Aide Supervisor, Healthcare Food Service Coordinator, Nutrition Support Technician. See the full plan →
Cooks, Short Order is safer. It scores 22/100 vs 28/100 — Cooks, Short Order keeps more tasks that need hands-on work, judgment or personal trust, while more of Food Servers, Nonrestaurant's core tasks are automatable.
Cooks, Short Order pays more at the median: $35,620 vs $34,460 (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.