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. Estimate.
a year: 387 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 18% is within reach in tasks not yet seen there.
Across the US: 22% within reach now and 37% by the end of 2028, on the long-run pace at four in five.
Share of the paid hours within reach, now to 2030
What each choice means: , , , , . Every pace starts from .
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: 19%.
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.
Where the hours are
Jobs by hours within reach now. 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 | 28% | 60 million | $43K |
| Retail Salespersons | 55,000 | 19% | 22 million | $30K |
| General and Operations Managers | 31,620 | 23% | 15 million | $61K |
| Customer Service Representatives | 7,110 | 64% | 9.5 million | $32K |
| First-Line Supervisors of Food Preparation and Serving Workers | 9,650 | 40% | 8.1 million | $43K |
| Fast Food and Counter Workers | 42,650 | 7% | 5.8 million | $32K |
| Automotive and Watercraft Service Attendants | 18,610 | 12% | 4.6 million | $34K |
| Stockers and Order Fillers | 10,960 | 19% | 4.3 million | $31K |
| Food Preparation Workers | 18,980 | 3% | 1.1 million | $32K |
| Maintenance and Repair Workers, General | 5,820 | 6% | 690,022 | $35K |
| 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.
Next to this industry
Within reach now and by the end of 2028, long-run pace, four in five.
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