Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation
In short: today's best AI models could do about 25% of this job's working time (projected from METR's April 2026 measurement and Epoch's November 2026 index) if the work were set up for them, and about 29% by the end of 2028 if progress keeps its long-run pace. The people and hands-on work, about 71% of the time, stays with people.
Inspect and monitor transportation equipment, vehicles, or systems to ensure compliance with regulations and safety standards.
$92,100 a year (for the broader BLS group this job sits in).
A typical 40-hour week
Not yet reviewed task by task- AI could take on10 h
- A person checks AI's work0 h
- Desk work AI can't do yet2 h
- Stays with people28 h
Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation, now: of a 40-hour week, AI could take on 10 hours, 0 hours become checking its work, 2 hours are desk work it can't do yet, and 28 hours stay with people.
The largest pieces: Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards (about 4 h); Investigate complaints regarding safety violations (about 3 h); Issue notices and recommend corrective actions when infractions or problems are found (under an hour).
Estimates for a typical week of this job, if progress keeps its long-run pace, counting work the best models finish four times in five. Every task is below.
of the working time. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- 29%
- 0%
- 71%
of the work: Anthropic's measure of what people already bring to Claude at work (2025). It counts help with part of a task, so it can be higher than the share within reach.
On the chosen pace and reliability. Estimate.
Share of the working time within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
At this date and pace, models finish tasks up to 2.4 work days long four times in five.
How far this has come
With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 9%. Today's estimate: 25%.
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.
Measured use over time
Of the Claude.ai conversations Anthropic sampled and tied to a work task, 0.11% went to this job's tasks in May 2026, the 161st largest of the 447 jobs that showed up at all; 1 of its 20 tasks showed up. Within each of Anthropic's methods, never across a change: 0.1% to 0.11% (April to May 2026).
Each release
| Conversations | Share | Rank | Tasks seen |
|---|---|---|---|
| Released February 2025 | none | n/a | 0 of 20 |
| Released March 2025 | none | n/a | 0 of 20 |
| The week of Aug 4, 2025 (released September 2025) | none | n/a | 0 of 20 |
| The week of Nov 13, 2025 (released January 2026) | none | n/a | 0 of 20 |
| The week of Feb 5, 2026 (released March 2026) | none | n/a | 0 of 20 |
| April 2026 (released June 2026) | 0.1% | 168 of 434 | 1 of 20 |
| May 2026 (released June 2026) | 0.11% | 161 of 447 | 1 of 20 |
Measured, not estimated: Anthropic's samples of Claude.ai conversations, each tied by a model to an O*NET task, from the Anthropic Economic Index. It says where Claude's use goes, not how much of this job's working time it covers, so it is not on the same scale as the reach above. The releases differ in their sample, their classifier and the smallest share they report (the June 2026 file rounds each task to a hundredth of a percent, so a smaller task reads as none), which is why a change of method starts a new line. At least 96% of each older release's task-tied use matched this site's tasks, and all of the newest. Claude.ai only, so use through other tools and other companies' models is not in it. Every job ranked.
Robots and the physical work
Anthropic rates 70% of this job's working time as physical work. For 31% of the working time, a robot has been shown doing most of the task somewhere: 31% in a purpose-built cell. 0.31 of 3, the 384th highest of the 923 jobs.
- Not physical 30%
- No robot shown 39%
- In a purpose-built cell 31%
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. The robot behind each rated task is under the task below.
The tasks
Sorted by . 20 tasks from .
| Task | Kind | |||
|---|---|---|---|---|
| Investigate incidents or violations, such as delays, accidents, and equipment failures.Done more than monthly by most who do it.Robots: no robot shown. Anthropic's rating. | 38% | 6.7 h1.7 h to 3.3 work days | Stays with people | |
| Investigate complaints regarding safety violations.Done more than monthly by most who do it. Robots: no robot shown. Anthropic's rating. | 10% | 3.3 h50 min to 1.7 work days | 71%Half by now | |
| Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards.Done more than weekly by most who do it. | 10% | 3.3 h1.7 h to 6.7 h | 100%Half by now | |
| Conduct vehicle or transportation equipment tests, using diagnostic equipment.Done daily by most who do it.Robots: in a purpose-built cell, Stähle robot drivers (Autopilot / SAP series) (sold). Anthropic's rating. | 8% | 1.1 h25 min to 2.5 h | Stays with people | |
| Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction.Done more than weekly by most who do it. Robots: in a purpose-built cell, Digital Train Inspection (DTI) portal (Norfolk Southern) (deployed). Anthropic's rating. | 7% | 38 min17 min to 1.7 h | Stays with people | |
| Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly.Done daily by most who do it. Robots: no robot shown. Anthropic's rating. | 6% | 38 min17 min to 1.7 h | Stays with people | |
| Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations.Done daily by most who do it. Robots: no robot shown. Anthropic's rating. | 5% | 50 min25 min to 2.5 h | Stays with people | |
| Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices.Done daily by most who do it.Robots: in a structured facility, UVeye heavy-duty inspection platform (sold). Anthropic's rating. | 4% | 38 min17 min to 1.3 h | Stays with people | |
| Investigate and make recommendations on carrier requests for waiver of federal standards.Done more than weekly by most who do it. | 2% | 5 h1.7 h to 2.1 work days | 73%Half by now | |
| Issue notices and recommend corrective actions when infractions or problems are found.Done daily by most who do it. | 2% | 25 min13 min to 50 min | 100%Half by now | |
| Prepare reports on investigations or inspections and actions taken.Done more than monthly by most who do it. | 1% | 1.7 h25 min to 3.3 h | 99%Half by now | |
| Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions.Done more than monthly by most who do it.Robots: no robot shown. Anthropic's rating. | 1% | 1.7 h25 min to 3.3 h | Stays with people |
Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.
Jobs that share skills with this one
From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.
- Aviation Inspectors24% now, 26% by 2028
- Transportation Inspectors30% now, 30% by 2028
- Construction and Building Inspectors49% now, 51% by 2028
- Locomotive Engineers3% now, 3% by 2028
- Inspectors, Testers, Sorters, Samplers, and Weighers27% now, 27% by 2028
- Bus and Truck Mechanics and Diesel Engine Specialists2% now, 2% by 2028
Where this job works
The industry groups that employ the most of it (BLS, May 2025). Counts are for the broader BLS group this job sits in.
Where the most of these jobs are
The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.
Questions about this job
- How much of the work of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation is within reach of AI now?
- An estimated 25% of the working time is within reach of AI models now and 29% by the end of 2028, on METR's long-run pace at four in five (28% to 29% across the three paces the site shows). 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 tasks of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation come within reach first?
- Weighted by the time each takes, the tasks with the most within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index) are: Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards (100% of the task's time now); Investigate complaints regarding safety violations (71% of the task's time now, 100% by the end of 2028); and Issue notices and recommend corrective actions when infractions or problems are found (100% of the task's time now).
- Which tasks of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Investigate incidents or violations, such as delays, accidents, and equipment failures; Conduct vehicle or transportation equipment tests, using diagnostic equipment; and Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction. Together such tasks are about 71% of the working time.
- Do people already use AI for the work of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation?
- In the Claude.ai conversations Anthropic sampled for May 2026 and tied to a work task, 0.11% went to this job's tasks, the 161st largest share of the 447 jobs that showed up; 1 of its 20 tasks appeared. Anthropic's labor market measure puts the share of the job's tasks seen in real Claude use at work at 0%. These are measures of use, not of how much of the work AI could finish, and they cover Claude only.
- Can robots do the physical work of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation?
- Anthropic's robot exposure rating (September 2026) finds 70% of the working time is physical work, and that a robot has been shown doing most of the task, somewhere, for 31% of the working time. Its index is 0.31 of 3. One example: UVeye heavy-duty inspection platform for "conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices". A robot shown somewhere is not one in every workplace; this site's own estimates still count no physical work as within reach.
- How is this estimated?
- From the 20 tasks O*NET lists for the occupation, each with an estimated length checked against GDPval and a share of the working time, each classed as desk, people or body work, 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. Data checked November 10, 2026.
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