Combined Food Preparation and Serving Workers, Including Fast Food
Perform duties which combine preparing and serving food and nonalcoholic beverages.
How AI Impacts Each Task
22 tasks analyzed
Communicate with customers regarding orders, comments, and complaints.
Accept payment from customers, and make change as necessary.
Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper.
Prepare daily food items, and cook simple foods and beverages, such as sandwiches, salads, soups, pizza, or coffee, using proper safety precautions and sanitary measures.
Clean and organize eating, service, and kitchen areas.
Monitor and order supplies or food items and restock as necessary to maintain inventory.
Serve customers in eating places that specialize in fast service and inexpensive carry-out food.
Collect and return dirty dishes to the kitchen for washing.
Wash dishes, glassware, and silverware after meals.
Distribute food to servers.
Notify kitchen personnel of shortages or special orders.
Relay food orders to cooks.
Prepare and serve cold drinks, or frozen milk drinks or desserts, using drink-dispensing, milkshake, or frozen custard machines.
Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags.
Pack food, dishes, utensils, tablecloths, and accessories for transportation from catering or food preparation establishments to locations designated by customers.
Cook or reheat food items such as french fries.
Arrange tables and decorations according to instructions.
Serve food and beverages to guests at banquets or other social functions.
Provide caterers with assistance in food preparation or service.
Plan, prepare, and deliver meals to individuals with special dietary needs.
Perform personnel activities such as supervising and training employees.
Clean and organize eating, service, and kitchen areas and sweep and mop floors.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Communicate with customers regarding orders, comments, and complaints. | 40.23Observed | 31.1% | 8% | |
| Accept payment from customers, and make change as necessary. | 95Estimated | 87.2% | 8% | |
| Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper. | 95Estimated | 87.2% | 8% | |
| Prepare daily food items, and cook simple foods and beverages, such as sandwiches, salads, soups, pizza, or coffee, using proper safety precautions and sanitary measures. | 66.5Observed | 59.6% | 14% | |
| Clean and organize eating, service, and kitchen areas. | 40Estimated | 49.0% | 6% | |
| Monitor and order supplies or food items and restock as necessary to maintain inventory. | 92Estimated | 86.0% | 3% | |
| Serve customers in eating places that specialize in fast service and inexpensive carry-out food. | 45Estimated | 51.0% | 8% | |
| Collect and return dirty dishes to the kitchen for washing. | 40Estimated | 49.0% | 4% | |
| Wash dishes, glassware, and silverware after meals. | 45Estimated | 51.0% | 5% | |
| Distribute food to servers. | 45Estimated | 51.0% | 2% | |
| Notify kitchen personnel of shortages or special orders. | 92Estimated | 86.0% | 2% | |
| Relay food orders to cooks. | 92Estimated | 86.0% | 2% | |
| Prepare and serve cold drinks, or frozen milk drinks or desserts, using drink-dispensing, milkshake, or frozen custard machines. | 55Estimated | 55.0% | 4% | |
| Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags. | 40Estimated | 49.0% | 5% | |
| Pack food, dishes, utensils, tablecloths, and accessories for transportation from catering or food preparation establishments to locations designated by customers. | 40Estimated | 49.0% | 2% | |
| Cook or reheat food items such as french fries. | 60Estimated | 57.0% | 5% | |
| Arrange tables and decorations according to instructions. | 40Estimated | 49.0% | 2% | |
| Serve food and beverages to guests at banquets or other social functions. | 40Estimated | 49.0% | 2% | |
| Provide caterers with assistance in food preparation or service. | 40Estimated | 49.0% | 2% | |
| Plan, prepare, and deliver meals to individuals with special dietary needs. | 40Estimated | 43.0% | 2% | |
| Perform personnel activities such as supervising and training employees. | 15Estimated | 21.0% | 2% | |
| Clean and organize eating, service, and kitchen areas and sweep and mop floors. | 40Estimated | 49.0% | 4% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
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Score History
Risk score over 2 scoring runs
overall change
Education & Training
Percentage of workers at each education and training level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
Related News
Recent articles about AI affecting this occupation

Dave’s Hot Chicken diners don’t want to talk to robots — so here’s how it’s innovating
The fast-casual chain is pivoting its tech strategy after discovering customers reject automated voice ordering. Instead of replacing cashiers, the company is investing in kitchen display systems and point-of-sale upgrades to support existing staff.

How Shake Shack's Digital Push Impacts Frontline Hospitality Jobs
The fast-casual chain is navigating the tension between implementing automated ordering systems and maintaining human-centric service. Leadership's approach highlights how retail brands are restructuring frontline roles rather than eliminating them entirely.

Restaurant tech execs warn against AI overdependence
Industry leaders caution that current artificial intelligence tools have strict limits in reliability and practical use cases. Human workers remain essential for handling edge cases and maintaining hospitality standards.

Failed AI rollouts disrupt food service workers at major chains
Glitchy automated systems at major restaurant chains are causing operational chaos for frontline employees. The technological failures are forcing staff to manually override systems while dealing with frustrated customers.

Yum Brands builds AI infrastructure to automate fast food operations
The parent company of Taco Bell and KFC is overhauling its legacy systems to integrate AI across its operations. This modernization effort signals upcoming shifts in fast-food labor dynamics, from automated ordering to kitchen management.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis