# Food Preparation Workers

US SOC code 35-2021. Markdown version of https://futurehistory.earth/timeline/35-2021

Also called: Food prep worker, Prep cook, Kitchen prep, Deli clerk, Food service worker.

## In brief

In May 2025, [BLS](https://www.bls.gov/oes/special-requests/oesm25nat.zip) counted **893,600** US food preparation workers, with median pay of **$35,320** a year. Of the BLS counts since 2003, the highest was **904,330**, in May 2022, close to the May 2025 count. The earliest figure here is [an estimate](https://en.wikipedia.org/wiki/National_School_Lunch_Act) of **300,000** from 1946, not measured the same way as today's count. The last full technology era for food preparation workers: Chowbotics "Sally" robot salad assembly, 2014 to 2022.

## What the sources say

### Official outlook

BLS projects employment to decline 3% from 2025 to 2035. Source: [BLS Employment Projections 2025-35](https://data.bls.gov/projections/nationalMatrix?queryParams=35-2021&ioType=o).

### AI exposure studies

- **4.6%** of this job's tasks are exposed to large language models. Not a forecast of job losses. [Eloundou and others, 2023](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv)
- **0.87** estimated probability that the whole occupation could be computerised, over an unspecified number of years. Not a forecast of job losses. [Frey and Osborne, 2013](https://oms-www.files.svdcdn.com/production/downloads/academic/The_Future_of_Employment.pdf)

### Since the 2013 prediction

In 2013, Frey and Osborne put this job's probability of computerisation at 0.87. BLS counted **824,080** of these jobs in May 2013 and **893,600** in May 2025 (+8%, a change derived by Future History).

Data as of BLS OEWS May 2025; BLS Employment Projections 2025-35. BLS publishes these counts as yearly survey snapshots and cautions against reading them as a precise trend. In May 2021 BLS changed how it estimates these counts (a model-based method using three years of survey data) and moved fully to the 2018 occupation codes, so part of a change across 2021 can come from the method rather than the work.

## Food Preparation Workers employment and pay by year

- On record since: 1885
- Latest US employment: 893,600 (May 2025). Source: BLS OEWS May 2025 [4]
- Latest US median pay: $35,320 (May 2025). Source: BLS OEWS May 2025 [12]
- Outlook: -3% by 2035. Source: BLS Employment Projections 2025-35 [32]

### In other countries

The latest figure each country's statistics agency publishes for this job. Each uses its own occupation definition, survey basis and currency, so the numbers are not directly comparable with each other or with the US figures.

- **United Kingdom** (UK SOC 9263)
  - Employment, 2025: 322,000. Source: ONS ASHE 2025 [8]. ONS Annual Survey of Hours and Earnings (Table 14): employee jobs in SOC 9263 Kitchen and catering assistants, United Kingdom, 2025 (ASHE "number of jobs", thousands x1000; excludes self-employment). Open Government Licence v3.0.
  - Median pay, 2025: £11,840. Source: ONS ASHE 2025 [17]. ONS Annual Survey of Hours and Earnings (Table 14.7a): median gross annual pay for all employee jobs in SOC 9263 Kitchen and catering assistants, United Kingdom, 2025. Open Government Licence v3.0.
- **Australia** (ANZSCO 8513)
  - Employment, 2025: 142,700. Source: ABS Labour Force Survey [9]. ABS Labour Force Survey (Detailed), table EQ08: employed persons in ANZSCO 8513 Kitchenhands, national (summed across sex and state/territory), annual average of 4 quarterly estimates.
  - Median pay, 2025: A$67,184. Source: ABS Employee Earnings May 2025 [18]. Annualised (x52) from A$1,292 median weekly earnings. ABS Survey of Employee Earnings and Hours, May 2025: median pay for full-time non-managerial employees paid at the adult rate, before tax. Surfaced via the Jobs and Skills Australia occupation profile.

### All 28 years of cited US data

| Year | US employment | Annual pay (median unless marked) | Source |
| --- | --- | --- | --- |
| 1946 | 300,000 (estimate) | n/a | Est., Wikipedia [1] |
| 1950 | n/a | $1,800 (estimate) | Est., Univ. of Missouri Libraries [10] |
| 1970 | 600,000 (estimate) | n/a | Est., USDA Food and Nutrition Service [2] |
| 1980 | n/a | $7,800 (estimate) | Est., Univ. of Missouri Libraries [11] |
| 2000 | 847,810 | n/a | BLS OEWS 2000 [3] |
| 2003 | 852,890 | $16,470 | BLS OEWS May 2003 [4] |
| 2004 | 863,700 | $16,710 | BLS OEWS May 2004 [4] |
| 2005 | 880,360 | $17,040 | BLS OEWS May 2005 [4] |
| 2006 | 871,470 | $17,410 | BLS OEWS May 2006 [4] |
| 2007 | 873,470 | $18,150 | BLS OEWS May 2007 [4] |
| 2008 | 880,480 | $18,630 | BLS OEWS May 2008 [4] |
| 2009 | 849,400 | $19,020 | BLS OEWS May 2009 [4] |
| 2010 | 802,650 | $19,100 | BLS OEWS May 2010 [4] |
| 2011 | 775,140 | $19,270 | BLS OEWS May 2011 [4] |
| 2012 | 785,370 | $19,300 | BLS OEWS May 2012 [4] |
| 2013 | 824,080 | $19,440 | BLS OEWS May 2013 [4] |
| 2014 | 850,220 | $19,560 | BLS OEWS May 2014 [4] |
| 2015 | 862,740 | $20,180 | BLS OEWS May 2015 [4] |
| 2016 | 850,670 | $21,440 | BLS OEWS May 2016 [4] |
| 2017 | 832,690 | $22,730 | BLS OEWS May 2017 [4] |
| 2018 | 814,600 | $23,730 | BLS OEWS May 2018 [4] |
| 2019 | 863,740 | $24,800 | BLS OEWS May 2019 [4] |
| 2020 | 793,590 | $26,070 | BLS OEWS May 2020 [4] |
| 2021 | 783,350 | $28,780 | BLS OEWS May 2021 [4] |
| 2022 | 904,330 | $29,790 | BLS OEWS May 2022 [4] |
| 2023 | 879,610 | $32,420 | BLS OEWS May 2023 [4] |
| 2024 | 888,770 | $34,220 | BLS OEWS May 2024 [4] |
| 2025 | 893,600 | $35,320 | BLS OEWS May 2025 [4] |

## Sources (108)

### Employment series

1. [Wikipedia — National School Lunch Act (signed June 4, 1946 by President Truman; created national school cafeteria program requiring prep labor at scale)](https://en.wikipedia.org/wiki/National_School_Lunch_Act), Wikipedia
2. [USDA Food and Nutrition Service — National School Lunch Program history (program serving ~22 million children daily by 1970)](https://www.fns.usda.gov/nslp/history), USDA Food and Nutrition Service
3. [BLS OES 2000 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes00nat.zip), Bureau of Labor Statistics
4. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2024](https://www.bls.gov/oes/special-requests/oesm24nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
5. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9223, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip)
6. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9272, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip)
7. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9263, United Kingdom, 2022. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), Office for National Statistics
8. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9263, United Kingdom, 2025. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip), Office for National Statistics
9. [ABS: Labour Force, Australia, Detailed, table EQ08 (Employed persons by Occupation unit group, ANZSCO 2013), latest release](https://www.abs.gov.au/statistics/labour/employment-and-unemployment/labour-force-australia-detailed/latest-release), Australian Bureau of Statistics

### Wage series

10. [Univ. of Missouri Libraries — "Prices and Wages by Decade: 1950-1959" (kitchen helpers and cafeteria workers: approximately $0.75-$0.90/hr in 1950, well below the then-$0.75 federal minimum wage; many institutional workers were excluded from FLSA coverage until 1966 amendment); figure is an estimate from secondary wage reference](https://libraryguides.missouri.edu/pricesandwages/1950-1959), University of Missouri Libraries / BLS historical sources
11. [Univ. of Missouri Libraries — "Prices and Wages by Decade: 1980-1989" (food service workers approximately $3.75/hr × 2,080 hrs ≈ $7,800/yr nominal in 1980; figure is an estimate from secondary wage reference; federal minimum wage was $3.10 in 1980)](https://libraryguides.missouri.edu/pricesandwages/1980-1989), University of Missouri Libraries / BLS historical sources
12. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
13. [BLS OEWS May 2024, national cross-industry estimates (flat file)](https://www.bls.gov/oes/special-requests/oesm24nat.zip), U.S. Bureau of Labor Statistics
14. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9223, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip)
15. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9272, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip)
16. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9263, United Kingdom, 2022. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), Office for National Statistics
17. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 9263, United Kingdom, 2025. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip), Office for National Statistics
18. [Jobs and Skills Australia: Kitchenhands (ABS Survey of Employee Earnings and Hours, May 2025)](https://www.jobsandskills.gov.au/data/occupation-and-industry-profiles/occupations/8513-kitchenhands), Jobs and Skills Australia / Australian Bureau of Statistics

### Tool eras

19. [HISTORY — "The Automat: Birth of a Fast Food Nation" (Horn & Hardart 1902, back-of-house batch production model)](https://www.history.com/articles/the-automat-birth-of-a-fast-food-nation), HISTORY
20. [Wikipedia — Horn & Hardart (Automat history, 157 locations by 1941, 500,000 daily patrons)](https://en.wikipedia.org/wiki/Horn_&_Hardart), Wikipedia
21. [Cornell Library — "Kitchen Technology" (commercial refrigeration and slicer adoption in institutional kitchens)](https://exhibits.library.cornell.edu/food/feature/kitchen-technology), Cornell University Library
22. [Wikipedia — National School Lunch Act (signed June 4, 1946; steam-table cafeteria model for school feeding)](https://en.wikipedia.org/wiki/National_School_Lunch_Act), Wikipedia
23. [Wikipedia — Aramark (founded 1936 as Davidson Brothers, ARA restructuring 1959, Aramark brand 1994)](https://en.wikipedia.org/wiki/Aramark), Wikipedia
24. [Wikipedia — Sodexo (founded 1966 by Pierre Bellon; Marriott Management Services merger 1998)](https://en.wikipedia.org/wiki/Sodexo), Wikipedia
25. [Wikipedia — Compass Group (founded 1941 as Factory Canteens Ltd; Eurest US subsidiary launched 1996)](https://en.wikipedia.org/wiki/Compass_Group), Wikipedia
26. [Robot Coupe USA — official website (culinary equipment manufacturer, founded France 1961, US market via Robot Coupe USA from 1974; institutional kitchen standard for food processors)](https://www.robot-coupe.com/usa/en_US), Robot Coupe USA
27. [USDA FNS — "HACCP-Based Standard Operating Procedures" (mandatory HACCP in NSLP kitchens)](https://www.fns.usda.gov/cn/food-safety), USDA Food and Nutrition Service
28. [TechCrunch — "DoorDash is shutting down salad robot startup Chowbotics" (DoorDash ceasing Chowbotics operations effective August 31, 2022; acquired February 2021)](https://techcrunch.com/2022/07/11/doordash-bought-chowbotics-last-year-now-its-shutting-down-the-salad-robot-startup/), TechCrunch
29. [Wikipedia — DoorDash (Chowbotics acquisition, February 2021, $46 million valuation)](https://en.wikipedia.org/wiki/DoorDash), Wikipedia
30. [Wikipedia — Sweetgreen (Spyce acquisition August 2021; Infinite Kitchen first location Naperville May 2023; 28% margins vs 18.1% chain average)](https://en.wikipedia.org/wiki/Sweetgreen), Wikipedia
31. [Nation's Restaurant News — "Sweetgreen's Infinite Kitchen: everything you need to know" (Spyce acquisition 2021, Infinite Kitchen 2023 deployment)](https://www.nrn.com/technology/sweetgreen-s-infinite-kitchen-everything-you-need-know), Nation's Restaurant News

### Forecasts and exposure studies

32. [BLS Employment Projections 2025-35, National Employment Matrix: 35-2021 Food preparation workers (2025: 908.5 thousand; 2035: 881.3 thousand; -3.0%)](https://data.bls.gov/projections/nationalMatrix?queryParams=35-2021&ioType=o), Bureau of Labor Statistics
33. [Frey & Osborne (2013), "The Future of Employment: How Susceptible Are Jobs to Computerisation?", Appendix (SOC 35-2021 Food Preparation Workers: probability 0.87, rank 508 of 702)](https://oms-www.files.svdcdn.com/production/downloads/academic/The_Future_of_Employment.pdf), Oxford Martin School, University of Oxford
34. [Eloundou, Manning, Mishkin & Rock (2023), "GPTs are GPTs", occupation-level exposure data occ\_level.csv (O\*NET-SOC 35-2021.00, human-rated β 0.046)](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv), OpenAI

### Historical notes

35. [Wikipedia — Cafeteria (history of the American cafeteria concept and early self-service restaurants)](https://en.wikipedia.org/wiki/Cafeteria), Wikipedia
36. [Wikipedia — Horn & Hardart (1902 founding, 157 locations by 1941, 500,000 daily patrons)](https://en.wikipedia.org/wiki/Horn_&_Hardart), Wikipedia
37. [Wikipedia — Aramark (founding 1936 as Davidson Brothers; ARA restructuring 1959; Aramark brand 1994)](https://en.wikipedia.org/wiki/Aramark), Wikipedia
38. [Wikipedia — National School Lunch Act (signed June 4, 1946; 22 million children served daily by 1970)](https://en.wikipedia.org/wiki/National_School_Lunch_Act), Wikipedia
39. [Wikipedia — Sodexo (founded 1966 by Pierre Bellon; Marriott Management Services merger 1998; 426,464 employees globally 2025)](https://en.wikipedia.org/wiki/Sodexo), Wikipedia
40. [Wikipedia — DoorDash (Chowbotics acquisition February 2021; Chowbotics valued at $46 million in 2018)](https://en.wikipedia.org/wiki/DoorDash), Wikipedia
41. [Wikipedia — Sweetgreen (Spyce acquisition August 2021; Infinite Kitchen May 2023 Naperville; 28% vs 18.1% margins Q1 2024)](https://en.wikipedia.org/wiki/Sweetgreen), Wikipedia
42. [School Nutrition Association — "State of School Nutrition 2022" (83% of school nutrition directors cite staffing as greatest challenge)](https://schoolnutrition.org/research/state-of-school-nutrition/), School Nutrition Association

### Predecessors & successors

43. [IPUMS USA — 1900 Occupational Classification (domestic and personal service, kitchen workers)](https://usa.ipums.org/usa/volii/9050occup.shtml), IPUMS / University of Minnesota
44. [Wikipedia — Horn & Hardart (early Automat back-of-house production kitchen model, 1902)](https://en.wikipedia.org/wiki/Horn_&_Hardart), Wikipedia
45. [Wikipedia — National School Lunch Act (June 4, 1946; created cafeteria labor demand)](https://en.wikipedia.org/wiki/National_School_Lunch_Act), Wikipedia
46. [BLS OOH — Food Processing Workers (adjacent occupation description and entry requirements)](https://www.bls.gov/ooh/production/food-processing-occupations.htm), Bureau of Labor Statistics

### Present-day analysis

- [O\*NET 30.3 — Food Preparation Workers (35-2021.00)](https://www.onetonline.org/link/summary/35-2021.00), accessed 2026-06-03
- [BLS Occupational Outlook Handbook — Food Preparation Workers (2024-34 projections)](https://www.bls.gov/ooh/food-preparation-and-serving/food-preparation-workers.htm), accessed 2026-06-03
- [Fortune — Miso Robotics acquires Zignyl; $28B restaurant automation market; Flippy deployment data (Feb 2026)](https://fortune.com/2026/02/26/robot-disruption-fast-food-short-order-cook-flippy-labor-shortage/), accessed 2026-06-03
- [Chipotle newsroom — Autocado and Augmented Makeline by Hyphen debut (Sep 2024)](https://newsroom.chipotle.com/2024-09-16-CHIPOTLE-DEBUTS-AUTOCADO-AND-THE-AUGMENTED-MAKELINE-BY-HYPHEN-IN-RESTAURANTS), accessed 2026-06-03
- [Chipotle / Restaurant Technology News — high-efficiency kitchen equipment rollout (Aug 2025)](https://restauranttechnologynews.com/2025/08/chipotle-rolls-out-high-efficiency-equipment-and-automation-technologies-to-optimize-kitchen-operations/), accessed 2026-06-03
- [Miso Robotics — Flippy product page (100 baskets/hour, 40+ menu items)](https://www.misorobotics.com/products), accessed 2026-06-03
- [Picnic Works — Pizza Station automated topping system ($3,500/month)](https://www.picnicworks.com/), accessed 2026-06-03
- [FoodReady AI — HACCP plan builder and food safety management (2025 platform)](https://foodready.ai/), accessed 2026-06-03
- [RoboChef — Robots in the Kitchen: 2025 automation data (kitchen robotics reaching $8.63B by 2032)](https://robochef.ai/blog/robots-in-the-kitchen), accessed 2026-06-03
- [Eloundou et al. 2024 — GPTs are GPTs (Science)](https://arxiv.org/abs/2303.10130), accessed 2026-06-03
- [QSR Magazine — Picnic Works accelerates pizza automation rollout](https://www.qsrmagazine.com/food/pizza/picnic-works-accelerates-rollout-of-pizza-automation-technology/), accessed 2026-06-03

How to read these figures: https://futurehistory.earth/methodology. Every figure links to its own source; gaps stay gaps.