Industry group, 4571
Gasoline Stations
973,720 people work in this industry in the US, at mean pay of $35,180 a year (BLS, May 2025). What follows is how much of their working time the best AI models could finish, when, and in which jobs and tasks. Estimates.
of the paid hours. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
a year: 456 million hours at what they cost. Not a forecast of savings.
- 23%
- 28%
- 49%
of the paid hours are within reach now in tasks people already bring to Claude. Another 21% is within reach in tasks not yet seen there.
Across the US: 30% within reach now and 36% by the end of 2028, on the long-run pace at four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
Share of the paid hours within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
What handing the work over would take
For the 964,177 people in jobs so far, 99% of the industry's people; the others are in the totals above and join this split as the review reaches their jobs. Shares of their working time within reach now, at the pace and reliability chosen above. Estimates. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
about 227 million hours a year. The material can be handed to a model and the result handed back.
about 228 million hours a year. The model has to be connected to the system the work lives in.
about 89 million hours a year. Short enough by length. This site leaves conversation with people, so it is not in the totals.
What their work is made of
- 12%
- 11%
- 5%
- 24%
- 49%
Each task's time split among five kinds of doing, judged one task at a time; only documents and systems can count as within reach.
What changes for the people
For the 964,177 people in jobs reviewed task by task so far, by the end of 2028 on the long-run pace at four in five: the shares of their working time, from each job page's own map, weighted by how many people here do that job. It says which parts of the work change, never whether anyone keeps a job. Estimates.
Conversation, in-person and hands-on work.
Desk work within reach in tasks where a mistake costs something or a licensed person signs.
Desk work within reach that is small if wrong, with lighter checks.
What most people here would learn first
How many of them have each skill among the first two things to learn on their job's page. Every state, and the US
- The hands-on craft795,010 (82%)
- The conversations694,970 (72%)
- Reviewing work you did not do yourself173,257 (18%)
- Briefing a model and checking its drafts163,657 (17%)
- Judgment where errors are severe63,060 (7%)
- Running AI inside the business systems18,470 (2%)
- Dealing with people outside the organization2,850 (under 1%)
How far this has come
With GPT-4, measured in March 2023, 0% of this industry's paid hours were within reach at . With Claude 3.7 Sonnet, measured in February 2025, 3%. With Claude Mythos Preview (early), measured in April 2026, 18%. Today's estimate: 23%.
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.
Robots and the physical work
Anthropic rates 63% of the working time of the people in this industry as physical work. For 57% of the working time, a robot has been shown doing most of the task somewhere: 29% in a purpose-built cell, 27% in a structured facility. 0.84 of 3.
- Not physical 37%
- No robot shown 7%
- In a purpose-built cell 29%
- In a structured facility 27%
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. Weighted by the people in each occupation; each job's page names the robot behind each rated task.
Where the hours are
Jobs by hours within reach now. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index. The 15 largest jobs hold 95% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Cashiers | 588,500 | 19% | 226 million | $31K |
| First-Line Supervisors of Retail Sales Workers | 101,500 | 49% | 104 million | $43K |
| General and Operations Managers | 31,620 | 45% | 30 million | $61K |
| Retail Salespersons | 55,000 | 23% | 26 million | $30K |
| First-Line Supervisors of Food Preparation and Serving Workers | 9,650 | 48% | 9.7 million | $43K |
| Customer Service Representatives | 7,110 | 64% | 9.5 million | $32K |
| Fast Food and Counter Workers | 42,650 | 7% | 5.8 million | $32K |
| Stockers and Order Fillers | 10,960 | 19% | 4.4 million | $31K |
| Automotive and Watercraft Service Attendants | 18,610 | 9% | 3.4 million | $34K |
| Maintenance and Repair Workers, General | 5,820 | 11% | 1.4 million | $35K |
| Food Preparation Workers | 18,980 | 3% | 1.1 million | $32K |
| Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 6,930 | 3% | 432,432 | $34K |
People: BLS counts for this industry, May 2025. Pay here: the median paid for the job in this industry, else its mean, else the national median. 57 smaller jobs (46,880 people) count in every total but are not listed. Task data covers 99% of the industry's people; the rest are in BLS "all other" groups with no task list, or in counts BLS does not publish.
The tasks with the most hours within reach by the end of 2028
Across the whole industry, on the chosen pace and reliability.
- Keep periodic balance sheets of amounts and numbers of transactions.Cashiers87 million hours100% of the task within reach
- Compile and maintain non-monetary reports and records.Cashiers62 million hours100% of the task within reach
- Calculate total payments received during a time period, and reconcile this with total sales.Cashiers41 million hours70% of the task within reach
- Establish credit policies and operating procedures.First-Line Supervisors of Retail Sales Workers20 million hours100% of the task within reach
- Compute and record totals of transactions.Cashiers17 million hours100% of the task within reach
- Plan budgets and authorize payments and merchandise returns.First-Line Supervisors of Retail Sales Workers14 million hours100% of the task within reach
- Post charges against guests' or patients' accounts.Cashiers14 million hours100% of the task within reach
- Formulate pricing policies for merchandise, according to profitability requirements.First-Line Supervisors of Retail Sales Workers12 million hours100% of the task within reach
- Estimate consumer demand and determine the types and amounts of goods to be sold.First-Line Supervisors of Retail Sales Workers11 million hours100% of the task within reach
- Establish and implement policies, goals, objectives, and procedures for the department.First-Line Supervisors of Retail Sales Workers11 million hours60% of the task within reach
Scan a typical company in this industry
The industry's largest jobs, in the proportions BLS counts across the whole industry, at the pay it pays, run through the company scan. A starting point before you have a roster, or a benchmark for the one you have. Or choose the whole industry: every occupation BLS publishes for it with task data, at its nationwide headcount, the sector report ($249 for the full report, or included in Pro).
Next to this industry
Within reach now and by the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
How it is built: BLS counts the people in each job in this industry; each job's tasks and their lengths give its share within reach at a date; the industry's share is those shares weighted by people. Value is pay times 1.43 for benefits and payroll costs. Seen in Claude use splits today's share by whether Anthropic saw people bring each task to Claude in 2025; other AI tools are not counted. How it works
Questions about this industry
- How much of the work in Gasoline Stations is within reach of AI now?
- An estimated 23% of the paid hours in Gasoline Stations are within reach of AI models now and 23% by the end of 2028, on METR's long-run pace at four in five. Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which jobs in Gasoline Stations carry the most hours within reach?
- By hours within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index): Cashiers (588,500 people, 19% of their time, about 226 million hours a year); First-Line Supervisors of Retail Sales Workers (101,500 people, 49% of their time, about 104 million hours a year); and General and Operations Managers (31,620 people, 45% of their time, about 30 million hours a year).
- Which tasks in Gasoline Stations carry the most hours within reach by the end of 2028?
- Keep periodic balance sheets of amounts and numbers of transactions (Cashiers, about 87 million hours a year); Compile and maintain non-monetary reports and records (Cashiers, about 62 million hours a year); and Calculate total payments received during a time period, and reconcile this with total sales (Cashiers, about 41 million hours a year).
- What would people working in Gasoline Stations learn first?
- Among the 964,177 people in jobs reviewed task by task, the skills most often among the first two things to learn on their job's page are the hands-on craft (795,010 people); the conversations (694,970 people); and reviewing work you did not do yourself (173,257 people). By the end of 2028 on the long-run pace at four in five, about 77% of their working time stays with people, 11% becomes checking a model's work and 12% can be handed over with lighter checks. It says which parts of the work change, never whether anyone keeps a job.
- How is this estimated?
- BLS counts the people in each occupation in Gasoline Stations (May 2025); each occupation's share of working time within reach comes from its O*NET tasks, each with an estimated length checked against GDPval, and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. The industry's share is those shares weighted by people. Task data covers 99% of its people, and 99% are in occupations reviewed task by task. Data checked November 10, 2026.
Embed these figures on your site
A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.