Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

65.2%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

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

Automotive and Watercraft Service Attendants

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.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

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 analysis

Contributing 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

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Stable iconStable

70.6%

70.6%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

93.0%

93.0%

Anthropic's Economic Index

Stable iconStable

99%

99%

Will Robots Take My Job

Automation Resilience

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Evolving iconEvolving

32.7%

32.7%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-1.0%

Growth Percentile:

21.6%

Annual Openings:

14,400

Annual Openings Pct:

61.7%

Analysis of Current AI Resilience

Auto & Watercraft Attendant

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

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.

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AI Adoption

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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More Career Info

Career: Automotive and Watercraft Service Attendants

Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

70% ResilienceSupplemental

Grease and lubricate vehicles or specified units, such as springs, universal joints, or steering knuckles, using grease guns or spray lubricants.

2

60% ResilienceSupplemental

Perform minor repairs, such as adjusting brakes, replacing spark plugs, or changing engine oil or filters.

3

55% ResilienceSupplemental

Order stock and price and shelve incoming goods.

4

50% ResilienceCore Task

Provide customers with information about local roads or highways.

5

50% ResilienceSupplemental

Rotate, test, and repair or replace tires.

6

50% ResilienceSupplemental

Test and charge batteries.

7

45% ResilienceCore Task

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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