UK AI Exposure · Process, plant and machine operatives
Weighers, graders and sorters
Weighers, graders and sorters weigh, grade and sort materials, goods and products.
- Employees (UK)
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- Median annual pay
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- 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
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Higher exposure than 88% of the 379 UK occupations we scored.
What this score means
A handful of tasks in this role are touchable by AI, mostly around paperwork, scheduling and basic writing. The shape of the role stays the same - some parts just get faster.
If you're in this role, here's what to do now
Pick the two or three most repetitive things in your week and try an LLM on them. Most people underestimate what Claude or ChatGPT can already do for admin-shaped work. The time you get back is the dividend.
A meaningful slice of the task inventory is AI-reachable - the drafting, summarising, research and analysis parts especially. This role is at the point where the people who learn to direct AI well pull ahead of the people who don't.
If you're in this role, here's what to do now
Treat AI as a colleague you manage, not a tool you use. Identify the tasks where you'd describe the work to a capable junior - those are the tasks AI can do for you now. Spend your time on the judgment calls and the relationships instead.
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your 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 highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically 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 wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
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.
Where humans still hold the line
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.
Where humans still hold the line
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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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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