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Cooks, Short Order

Prepare and cook to order a variety of foods that require only a short preparation time. May take orders from customers and serve patrons at counters or tables.

138,650 people do this job in the US. $35,880 a year.

now
3%

of the working time. Estimate.

Kinds of work
  • 3%
  • 0%
  • 97%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 3% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 2%. With Claude Mythos Preview (early), measured in April 2026, 3%. Today's estimate: 3%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 1% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 1% within reacho1, December 2024: 1% within reachClaude 3.7 Sonnet, February 2025: 2% within reacho3, April 2025: 3% within reachGPT-5, August 2025: 3% within reachGemini 3 Pro, November 2025: 3% within reachClaude Opus 4.5, November 2025: 3% within reachGPT-5.2, December 2025: 3% within reachClaude Opus 4.6, February 2026: 3% within reachClaude Mythos Preview (early), April 2026: 3% within reachToday (estimate), September 2026: 3% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 11 tasks from .

TaskKind
Perform general cleaning activities in kitchen and dining areas.Done daily by most who do it. 20%33 min13 min to 1.3 hStays with people
Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.Done hourly or more by most who do it. 19%25 min8 min to 42 minStays with people
Clean food preparation equipment, work areas, and counters or tables.Done hourly or more by most who do it. 18%21 min8 min to 38 minStays with people
Restock kitchen supplies, rotate food, and stamp the time and date on food in coolers.Done hourly or more by most who do it. 14%21 min8 min to 50 minStays with people
Grill and garnish hamburgers or other meats, such as steaks and chops.Done hourly or more by most who do it.7%13 min5 min to 21 minStays with people
Grill, cook, and fry foods such as french fries, eggs, and pancakes.Done hourly or more by most who do it. 7%10 min4 min to 21 minStays with people
Order supplies and stock them on shelves.Done more than weekly by most who do it.4%50 min17 min to 1.7 hStays with people
Take orders from customers and cook foods requiring short preparation times, according to customer requirements.Done hourly or more by most who do it. 4%10 min4 min to 17 minStays with people
Complete orders from steam tables, placing food on plates and serving customers at tables or counters.Done hourly or more by most who do it. 4%7 min3 min to 17 minStays with people
Plan work on orders so that items served together are finished at the same time.Done hourly or more by most who do it. 3%4 min2 min to 13 min100%Half by now
Accept payments, and make change or write charge slips as necessary.Done more than weekly by most who do it.0.4%3 min1 min to 7 minStays with people

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).