Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
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 fix and maintain equipment like lawnmowers and chainsaws, ensuring these machines work properly by diagnosing issues and making necessary repairs.
Summary
This career is labeled as "Evolving" because while small engine mechanics mostly rely on hands-on skills, new technologies like basic computer tools are starting to help with tasks like scheduling and looking up manuals. Although AI isn't yet common in fixing things like lawnmowers or chainsaws, these tools may slowly become more integrated in the future.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
Summary
This career is labeled as "Evolving" because while small engine mechanics mostly rely on hands-on skills, new technologies like basic computer tools are starting to help with tasks like scheduling and looking up manuals. Although AI isn't yet common in fixing things like lawnmowers or chainsaws, these tools may slowly become more integrated in the future.
Read full analysisContributing Sources
AI Resilience
All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.
CareerVillage.org's AI Resilience Analysis
AI Task Resilience
Microsoft's Working with AI
AI Applicability
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
Small Engine Mechanic
Updated Quarterly • Last Update: 11/22/2025

State of Automation & Augmentation
This repair work is mostly hands-on. The tasks listed (like cleaning parts, tuning motors, and talking with customers) are done by people using hand tools [1] [2]. Shops often use simple software to record what they did (for example, O*NET notes mechanics use database tools to log repairs) [1], but that’s not “AI” fixing anything.
We found almost no example of robots or smart AI handling small engine repair. Car shops are starting to use AI to diagnose engines and predict maintenance [3], but small equipment shops mostly still rely on human skill. In short, most of these tasks are manual.
If any tech is used, it’s basic (like computers, phones or apps) to help the mechanic, not replace them [1] [3].

AI Adoption
Why is AI slow to arrive here? First, the needed tools aren’t common. There aren’t many AI gadgets made for fixing lawnmowers or chainsaws.
Second, the cost and benefit play a big role. Small shops pay mechanics about \$23 per hour on average (median \$48,240/year) [2]. Buying expensive robots or software often costs more than it saves.
Third, customers and mechanics value human know-how. Fixing engines often means talking face-to-face and using tricky hands-on skills (O*NET notes this job involves explaining problems to customers) [2] [3]. AI can help with scheduling or looking up manuals, but the real fixing and teaching is done by people.
In the end, while new tools may help a bit, outdoor equipment repair still depends on human technicians. This means job skills like problem-solving and hands-on ability are still very important and useful.

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Median Wage
$46,560
Jobs (2024)
36,900
Growth (2024-34)
+2.5%
Annual Openings
3,500
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Repair and maintain gasoline engines used to power equipment such as portable saws, lawn mowers, generators, and compressors.
Adjust points, valves, carburetors, distributors, and spark plug gaps, using feeler gauges.
Reassemble engines after repair or maintenance work is complete.
Test and inspect engines to determine malfunctions, to locate missing and broken parts, and to verify repairs, using diagnostic instruments.
Repair or replace defective parts such as magnetos, water pumps, gears, pistons, and carburetors, using hand tools.
Sell parts and equipment.
Grind, ream, rebore, and re-tap parts to obtain specified clearances, using grinders, lathes, taps, reamers, boring machines, and micrometers.
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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