Inspect production equipment.

Inspect production equipment. is a detailed work activity in O*NET — a concrete unit of work shared across 22 occupations and seen in 24 occupation-specific tasks. It rolls up into the broader work activity Inspect commercial, industrial, or production systems or equipment. 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 24 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 1 (4%) 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.

• Monitor equipment functioning, observe temperature, level, and flow gauges, and perform regular unit checks to ensure that all equipment is operating as it should. · Gas Plant Operators · importance 4.7 · no direct exposure
• Inspect operating units, such as towers, soap-spray storage tanks, scrubbers, collectors, or driers to ensure that all are functioning and to maintain maximum efficiency. · Chemical Plant and System Operators · importance 4.6 · no direct exposure
• Inspect vats after cleaning to ensure that fermentable residue has been removed. · Food Batchmakers · importance 4.6 · no direct exposure
• Examine molds to ensure they are clean, smooth, and properly coated. · Pourers and Casters, Metal · importance 4.6 · no direct exposure
• Examine looms to determine causes of loom stoppage, such as warp filling, harness breaks, or mechanical defects. · Textile Knitting and Weaving Machine Setters, Operators, and Tenders · importance 4.5 · no direct exposure
• Inspect equipment or units to detect leaks or malfunctions, shutting equipment down, if necessary. · Chemical Equipment Operators and Tenders · importance 4.5 · no direct exposure
• Inspect furnaces and equipment to locate defects and wear. · Metal-Refining Furnace Operators and Tenders · importance 4.4 · no direct exposure
• Inspect equipment or monitor operating conditions, meters, and gauges to determine load requirements and detect malfunctions. · Water and Wastewater Treatment Plant and System Operators · importance 4.3 · no direct exposure
• Inspect, clean, and assemble molds before beginning work. · Fiberglass Laminators and Fabricators · importance 4.3 · no direct exposure
• Inspect machinery to determine whether repairs are needed. · Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders · importance 4.3 · no direct exposure
• Inspect materials, products, or equipment to detect defects or malfunctions. · First-Line Supervisors of Production and Operating Workers · importance 4.2 · no direct exposure
• Test and adjust machine speeds or actions, according to product specifications, using gauges and hand tools. · Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.2 · no direct exposure
• Inspect equipment to ensure that specifications are met or to detect any defects. · Power Distributors and Dispatchers · importance 4.2 · no direct exposure
• Inspect machinery to determine whether repairs are needed. · Textile Knitting and Weaving Machine Setters, Operators, and Tenders · importance 4.2 · no direct exposure
• Monitor and inspect equipment, computer terminals, switches, valves, gauges, alarms, safety devices, and meters to detect leaks or malfunctions and to ensure that equipment is operating efficiently and safely. · Stationary Engineers and Boiler Operators · importance 4.2 · no direct exposure
• Inspect equipment for leaks, diagnose malfunctions, and request repairs. · Semiconductor Processing Technicians · importance 4.1 · no direct exposure
• Inspect pulleys, drive belts, guards, or fences on machines to ensure that machines will operate safely. · Woodworking Machine Setters, Operators, and Tenders, Except Sawing · importance 4.1 · no direct exposure
• Inspect machinery to determine necessary adjustments and repairs. · Textile Bleaching and Dyeing Machine Operators and Tenders · importance 4.1 · no direct exposure
• Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks. · Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · importance 4.0 · no direct exposure
• Inspect machinery to determine whether repairs are needed. · Textile Cutting Machine Setters, Operators, and Tenders · importance 4.0 · no direct exposure
• Check all dies, templates, and cutout patterns to be used in the manufacturing process to ensure that they conform to dimensional data, photographs, blueprints, samples, or customer specifications. · Fiberglass Laminators and Fabricators · importance 3.9 · exposure with tools
• Examine and inspect machines to detect malfunctions. · Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders · importance 3.8 · no direct exposure
• Inspect chains, belts, or scrolls for signs of wear. · Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders · importance 3.7 · no direct exposure
• Inspect pipelines, tightening connections and lubricating valves as necessary. · Petroleum Pump System Operators, Refinery Operators, and Gaugers · importance 3.6 · no direct exposure

Occupations that perform this

• Gas Plant Operators
• Chemical Plant and System Operators
• Food Batchmakers
• Pourers and Casters, Metal
• Textile Knitting and Weaving Machine Setters, Operators, and Tenders
• Chemical Equipment Operators and Tenders
• Metal-Refining Furnace Operators and Tenders
• Water and Wastewater Treatment Plant and System Operators
• Fiberglass Laminators and Fabricators
• Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders
• First-Line Supervisors of Production and Operating Workers
• Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
• Power Distributors and Dispatchers
• Stationary Engineers and Boiler Operators
• Semiconductor Processing Technicians
• Woodworking Machine Setters, Operators, and Tenders, Except Sawing
• Textile Bleaching and Dyeing Machine Operators and Tenders
• Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
• Textile Cutting Machine Setters, Operators, and Tenders
• Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders
• Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
• Petroleum Pump System Operators, Refinery Operators, and Gaugers

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-production-equipment,
  title  = {Inspect production equipment.},
  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-production-equipment}
}