Last Update: 2/17/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
What does this resilience result mean?
These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.
AI Resilience Report for
They keep vehicles and boats running smoothly by cleaning, fueling, and checking for minor issues.
This role is evolving
This career is labeled as "Evolving" because while certain tasks like payment processing and car washing are becoming automated, many responsibilities still need a human touch. Tasks that involve customer service, handling unexpected situations, and ensuring safety are areas where people are irreplaceable.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is evolving
This career is labeled as "Evolving" because while certain tasks like payment processing and car washing are becoming automated, many responsibilities still need a human touch. Tasks that involve customer service, handling unexpected situations, and ensuring safety are areas where people are irreplaceable.
Read full analysisContributing Sources
We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.
AI Resilience
AI Resilience Model v1.0
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Anthropic's Economic Index
AI Resilience
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Auto & Watercraft Attendant
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
In many gas stations today, simple tasks are already handled by machines. For example, pumps often have credit-card readers so drivers pay without a cashier, and over a third of customers even prefer self-checkout like kiosks or pay-at-pump systems [1]. This means attendants may _assist_ rather than do the math when customers pay.
Fuel pumping itself is not yet done by robots – drivers still pump fuel or attendants do it in states that require full service. (There are no common hands-free fueling robots in use, since fuel handling has safety rules and high costs.) Tasks like making daily sales reports are now mostly done by software: modern point-of-sale systems tally up fuel, snacks, and oil sales automatically, so attendants just review or print the report [2] instead of adding columns by hand. Cleaning jobs – sweeping lots, washing windshields, and cleaning restrooms – remain manual for now. (O*NET notes that attendants “clean parking areas, offices, restrooms, or equipment, and remove trash” [2].) At the same time, some related services have become very automated: for example, the car-wash industry uses robots that can clean a car’s interior 10 times faster than a team of people [3]. Overall, routine, repetitive parts of this job have seen more automation, but many duties still rely on a person’s help.

AI in the real world
AI and robots in fuel services are growing slowly. Cost is one reason: buying and running smart machines is expensive, while gas-station attendants often earn low wages, so it can take years to recoup that investment. Safety and rules also matter: in places like New Jersey, laws make a human pump gas, so stations can’t fully replace people with robots.
Customer attitude matters too. Some retailers have embraced self-service technology to speed up lines (High’s convenience stores reports faster, cleaner checkouts with machines [1]), but others have even removed them because some shoppers prefer talking to a person [1]. In general, automated systems make sense when they clearly save money or improve service – for example, by letting one worker manage many car washes with only a little help [3].
But if adding AI is costly or makes customers unhappy, stations may stick with human attendants.

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Median Wage
$34,850
Jobs (2024)
100,000
Growth (2024-34)
-1.0%
Annual Openings
14,400
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Grease and lubricate vehicles or specified units, such as springs, universal joints, or steering knuckles, using grease guns or spray lubricants.
Perform minor repairs, such as adjusting brakes, replacing spark plugs, or changing engine oil or filters.
Order stock and price and shelve incoming goods.
Provide customers with information about local roads or highways.
Rotate, test, and repair or replace tires.
Test and charge batteries.
Clean windshields, and/or wash and wax vehicles.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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