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Textile Cutting Machine Setters, Operators, and Tenders

Set up, operate, or tend machines that cut textiles.

9,000 people do this job in the US. $38,760 a year.

now
13%

of the working time. Estimate.

Kinds of work
  • 14%
  • 3%
  • 83%
2%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 14% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h 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, 2%. With Claude Mythos Preview (early), measured in April 2026, 12%. Today's estimate: 13%.

0%5%10%15%20%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 1% within reachClaude 3.7 Sonnet, February 2025: 2% within reacho3, April 2025: 5% within reachGPT-5, August 2025: 6% within reachGemini 3 Pro, November 2025: 7% within reachClaude Opus 4.5, November 2025: 7% within reachGPT-5.2, December 2025: 8% within reachClaude Opus 4.6, February 2026: 8% within reachClaude Mythos Preview (early), April 2026: 12% within reachToday (estimate), September 2026: 13% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

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.

The tasks

Sorted by . 18 tasks from .

TaskKind
Place patterns on top of layers of fabric and cut fabric following patterns, using electric or manual knives, cutters, or computer numerically controlled cutting devices.Done daily by most who do it. 14%38 min13 min to 1.7 hStays with people
Start machines, monitor operations, and make adjustments as needed.Done daily by most who do it. 13%25 min8 min to 1.3 hStays with people
Operate machines to cut multiple layers of fabric into parts for articles such as canvas goods, house furnishings, garments, hats, or stuffed toys.Done hourly or more by most who do it.11%50 min17 min to 1.7 hStays with people
Install, level, and align components, such as gears, chains, guides, dies, cutters, or needles, to set up machinery for operation.Done daily by most who do it.10%1.3 h25 min to 3.3 hStays with people
Program electronic equipment.Done daily by most who do it. AI observed on this task.9%38 min13 min to 2.5 h86%Half by now
Inspect products to ensure that the quality standards and specifications are met.Done daily by most who do it. 7%13 min4 min to 38 minStays with people
Adjust cutting techniques to types of fabrics and styles of garments.Done daily by most who do it.6%21 min8 min to 42 minStays with people
Thread yarn, thread, or fabric through guides, needles, and rollers of machines.Done daily by most who do it.5%13 min4 min to 38 minStays with people
Adjust machine controls, such as heating mechanisms, tensions, or speeds, to produce specified products.Done daily by most who do it. 4%13 min4 min to 33 minStays with people
Inspect machinery to determine whether repairs are needed.Done daily by most who do it. 3%17 min8 min to 38 minStays with people
Repair or replace worn or defective parts or components, using hand tools.Done more than monthly by most who do it. 3%38 min17 min to 1.7 hStays with people
Record information about work completed and machine settings.Done daily by most who do it. 3%8 min4 min to 17 min100%Half by now

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.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).