Inspect metal, plastic, or composite products.

Inspect metal, plastic, or composite products. is a detailed work activity in O*NET — a concrete unit of work shared across 10 occupations and seen in 13 occupation-specific tasks. It rolls up into the broader work activity Inspect completed work or finished products. in Inspecting Equipment, Structures, or Materials .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 13 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 4 (31%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

The Anthropic Economic Index observes real AI use on 1 of these tasks, with a mean mapped-usage share of 0.002% per task.

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating. · Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic · importance 4.6 · no direct exposure
• Examine completed workpieces for defects, such as chipped edges or marred surfaces and sort defective pieces according to types of flaws. · Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.6 · no direct exposure
• Measure and examine extruded products to locate defects and to check for conformance to specifications, adjusting controls as necessary to alter products. · Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.6 · no direct exposure
• Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales. · Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders · importance 4.5 · no direct exposure
• Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments. · Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.5 · exposure with tools
• Examine, inspect, and measure raw materials and finished products to verify conformance to specifications. · Rolling Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.4 · exposure with tools
• Test parts for hardness, using hardness testing equipment, or by examining and feeling samples. · Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic · importance 4.4 · no direct exposure
• Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met. · Structural Metal Fabricators and Fitters · importance 4.3 · no direct exposure
• Inspect and test products to verify conformance to specifications, using precision measuring instruments or circuit testers. · Model Makers, Metal and Plastic · importance 4.2 · no direct exposure
• Inspect finished dies for smoothness, contour conformity, and defects. · Tool and Die Makers · importance 4.1 · exposure with tools
• Inspect machined parts to verify conformance to specifications. · Layout Workers, Metal and Plastic · importance 4.0 · exposure with tools
• Test physical properties of products with testing devices such as acid-bath testers, burst testers, and impact testers. · Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.0 · no direct exposure
• Conduct test runs with completed tools or dies to ensure that parts meet specifications, making adjustments as necessary. · Tool and Die Makers · importance 3.9 · no direct exposure

Occupations that perform this

• Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic
• Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic
• Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
• Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders
• Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic
• Rolling Machine Setters, Operators, and Tenders, Metal and Plastic
• Structural Metal Fabricators and Fitters
• Model Makers, Metal and Plastic
• Tool and Die Makers
• Layout Workers, Metal and Plastic

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
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

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

@misc{singulariki-inspect-metal-plastic-or-composite-products,
  title  = {Inspect metal, plastic, or composite products.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/inspect-metal-plastic-or-composite-products}
}