Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.

“Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.” is a supplemental task performed by Laundry and Dry-Cleaning Workers. Among the occupation's 32 rated tasks, workers place it 16th by importance (#17 most important). About 58% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Inspect characteristics or conditions of materials or products. in Inspecting Equipment, Structures, or Materials

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T0.

Other tasks in this occupation

• Load articles into washers or dry-cleaning machines, or direct other workers to perform loading. · importance 4.3
• Start washers, dry cleaners, driers, or extractors, and turn valves or levers to regulate machine processes and the volume of soap, detergent, water, bleach, starch, and other additives. · importance 4.3
• Apply bleaching powders to spots and spray them with steam to remove stains from fabrics that do not respond to other cleaning solvents. · importance 4.3
• Operate extractors and driers, or direct their operation. · importance 4.2
• Sort and count articles removed from dryers, and fold, wrap, or hang them. · importance 4.2
• Remove items from washers or dry-cleaning machines, or direct other workers to do so. · importance 4.2
• Clean machine filters, and lubricate equipment. · importance 4.2
• Examine and sort into lots articles to be cleaned, according to color, fabric, dirt content, and cleaning technique required. · importance 4.1
• Determine spotting procedures and proper solvents, based on fabric and stain types. · importance 4.1
• Spray steam, water, or air over spots to flush out chemicals, dry material, raise naps, or brighten colors. · importance 4.1
• Receive and mark articles for laundry or dry cleaning with identifying code numbers or names, using hand or machine markers. · importance 4.1
• Pre-soak, sterilize, scrub, spot-clean, and dry contaminated or stained articles, using neutralizer solutions and portable machines. · importance 4.0
• Mix bleaching agents with hot water in vats, and soak material until it is bleached. · importance 4.0
• Mix and add detergents, dyes, bleaches, starches, and other solutions and chemicals to clean, color, dry, or stiffen articles. · importance 3.9

See all tasks on the Laundry and Dry-Cleaning Workers page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-12126,
  title  = {Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-12126}
}