Routine inspectors and testers
Routine inspectors and testers inspect and/or test metal stock, parts and products, electrical plant, machinery and electronic components, systems and sub-assemblies, textiles, wood, paper, food, plastics and rubber goods, parts and materials to detect processing, manufacturing and other defects.
- Employees (UK)
- 36k
- Median annual pay
- £33,982
- Exposure score ?
- 2.6/10 Low 5.9/10 Moderate strict reading, with tools is 5.9/10 with-tools reading, strict is 2.6/10
- Wage exposure
- £318m £722m
Higher exposure than 87% of the 379 UK occupations we scored.
What this score means.
A few tasks in this role are within reach of AI, mostly paperwork, scheduling and routine writing. The shape of the role stays the same, and some parts get faster.
If you are in this role
Pick the two or three most repetitive things in your week and try a model on them. Most people underestimate what Claude or ChatGPT already does with admin-shaped work. The time you get back is the gain.
A real share of the task list is within reach, especially drafting, summarising, research and analysis. People in this role who learn to direct AI well will pull ahead of those who do not.
If you are in this role
Treat AI like a capable junior you manage. Where you would hand a task to a junior with a clear brief, AI can do it now. Spend the time you get back on judgement and relationships.
Where the work usually starts.
These are the most important tasks a language model can already handle directly. In a typical engagement the first wins come from building workflows around them, so they stop eating the team's time.
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Mark items with details, such as grade or acceptance-rejection status.
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Notify supervisors or other personnel of production problems.
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Write test or inspection reports describing results, recommendations, or needed repairs.
These are the most important tasks AI can already handle when paired with the right tools and context. The first wins usually come from building workflows around them. That is the difference between a model that could do the job and one that actually does it inside your business.
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Mark items with details, such as grade or acceptance-rejection status.
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Notify supervisors or other personnel of production problems.
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Inspect, test, or measure materials, products, installations, or work for conformance to specifications.
Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.
Every task in the role.
Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.
Tasks via O*NET "Inspectors, Testers, Sorters, Samplers, and Weighers" (51-9061.00).
What AI can already do
8 of 31 tasks, unaided
Mark items with details, such as grade or acceptance-rejection status.
Notify supervisors or other personnel of production problems.
Write test or inspection reports describing results, recommendations, or needed repairs.
Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.
Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
Analyze test data, making computations as necessary, to determine test results.
Compute usable amounts of items in shipments.
Compute defect percentages or averages, using formulas and calculators.
What still needs a person
23 of 31 tasks
Discard or reject products, materials, or equipment not meeting specifications.
Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.
Inspect, test, or measure materials, products, installations, or work for conformance to specifications.
Recommend necessary corrective actions, based on inspection results.
Read dials or meters to verify that equipment is functioning at specified levels.
Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.
Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.
Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.
Inspect or test raw materials, parts, or products to determine compliance with environmental standards.
Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.
Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.
Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.
Administer tests to assess whether engineers or operators are qualified to use equipment.
Monitor machines that automatically measure, sort, or inspect products.
Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.
Adjust, clean, or repair products or processing equipment to correct defects found during inspections.
Position products, components, or parts for testing.
Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.
Collect or select samples for testing or for use as models.
Grade, classify, or sort products according to sizes, weights, colors, or other specifications.
Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.
Stack or arrange tested products for further processing, shipping, or packaging.
Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.
Tasks via O*NET "Inspectors, Testers, Sorters, Samplers, and Weighers" (51-9061.00).
What AI can already do
18 of 31 tasks, with tools
Mark items with details, such as grade or acceptance-rejection status.
Notify supervisors or other personnel of production problems.
Inspect, test, or measure materials, products, installations, or work for conformance to specifications.
Write test or inspection reports describing results, recommendations, or needed repairs.
Recommend necessary corrective actions, based on inspection results.
Read dials or meters to verify that equipment is functioning at specified levels.
Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.
Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.
Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.
Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
Analyze test data, making computations as necessary, to determine test results.
Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.
Administer tests to assess whether engineers or operators are qualified to use equipment.
Monitor machines that automatically measure, sort, or inspect products.
Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.
Compute usable amounts of items in shipments.
Grade, classify, or sort products according to sizes, weights, colors, or other specifications.
Compute defect percentages or averages, using formulas and calculators.
What still needs a person
13 of 31 tasks
Discard or reject products, materials, or equipment not meeting specifications.
Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.
Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.
Inspect or test raw materials, parts, or products to determine compliance with environmental standards.
Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.
Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.
Adjust, clean, or repair products or processing equipment to correct defects found during inspections.
Position products, components, or parts for testing.
Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.
Collect or select samples for testing or for use as models.
Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.
Stack or arrange tested products for further processing, shipping, or packaging.
Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.
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Related occupations.
Other roles in Process, plant and machine operatives, and roles close by exposure.
What it means for your sector.
This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.
Back to the mapMethodologySources (PDF)Built 29 April 2026
Pictures
- "Census pantograph and 1930s keypunches" by U.S. Census Bureau employees, public domain, via Wikimedia Commons
- "Shepard Barclay, St. Louis lawyer, in his office" by Missouri Historical Society via DPLA, no known copyright restrictions, via Wikimedia Commons
- "Accountant's Office LCCN2016824374" by National Photo Company Collection, public domain, via Wikimedia Commons
- "Employment service in Oulu in the spring 1931" by Finnish Heritage Agency (Museovirasto), CC BY 4.0, via Wikimedia Commons