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Food Servers, Nonrestaurant

Serve food to individuals outside of a restaurant environment, such as in hotel rooms, hospital rooms, residential care facilities, or cars.

293,900 people do this job in the US. $35,360 a year.

now
10%

of the working time. Estimate.

Kinds of work
  • 10%
  • 0%
  • 90%
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: 10% 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, 8%. With Claude Mythos Preview (early), measured in April 2026, 10%. Today's estimate: 10%.

0%5%10%15%20%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: 2% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 2% within reacho1, December 2024: 4% within reachClaude 3.7 Sonnet, February 2025: 8% within reacho3, April 2025: 10% within reachGPT-5, August 2025: 10% within reachGemini 3 Pro, November 2025: 10% within reachClaude Opus 4.5, November 2025: 10% within reachGPT-5.2, December 2025: 10% within reachClaude Opus 4.6, February 2026: 10% within reachClaude Mythos Preview (early), April 2026: 10% within reachToday (estimate), September 2026: 10% 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 . 14 tasks from .

TaskKind
Clean or sterilize dishes, kitchen utensils, equipment, or facilities.Done daily by most who do it. 13%13 min7 min to 33 minStays with people
Monitor food preparation or serving techniques to ensure that proper procedures are followed.Done daily by most who do it. 12%13 min4 min to 29 minStays with people
Monitor food distribution, ensuring that meals are delivered to the correct recipients and that guidelines, such as those for special diets, are followed.Done several times a day by most who do it. 11%10 min4 min to 25 minStays with people
Stock service stations with items, such as ice, napkins, or straws.Done daily by most who do it. 9%10 min4 min to 21 minStays with people
Prepare food items, such as sandwiches, salads, soups, or beverages.Done several times a day by most who do it. 8%10 min4 min to 21 minStays with people
Remove trays and stack dishes for return to kitchen after meals are finished.Done several times a day by most who do it. 7%7 min3 min to 13 minStays with people
Take food orders and relay orders to kitchens or serving counters so they can be filled.Done daily by most who do it. 6%7 min3 min to 13 min100%Half by now
Place food servings on plates or trays according to orders or instructions.Done several times a day by most who do it. 6%4 min3 min to 8 minStays with people
Carry food, silverware, or linen on trays or use carts to carry trays.Done daily by most who do it. 6%5 min3 min to 13 minStays with people
Load trays with accessories, such as eating utensils, napkins, or condiments.Done several times a day by most who do it. 5%4 min2 min to 8 minStays with people
Determine where patients or patrons would like to eat their meals and help them get situated.Done several times a day by most who do it. 5%7 min3 min to 13 minStays with people
Record amounts and types of special food items served to customers.Done hourly or more by most who do it. 4%4 min2 min to 10 min100%Half by now

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.