Will AI replace Routine inspectors and testers?

Not as a job, but it is already doing parts of the work. Across the 29 official task statements scored for Routine inspectors and testers (United Kingdom, SOC 8143), 11% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 17 out of 100 (range 13–22, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Routine inspectors and testers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Compile detailed reports and documentation for managerial review and quality assurance” (81/100, very high); “Analyse and interpret test data to ensure compliance with standards” (66/100, high); “Write inspection reports to document findings” (66/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Routine inspectors and testers” stay human?

About 89% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Sort products by size, weight, and colour according to specifications” (0/100, minimal); “Position products for performance and safety testing” (0/100, minimal); “Label items with details, such as grade or acceptance-rejection status” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.

What should someone working in “Routine inspectors and testers” do about AI?

Start from the ledger rather than the headline: 11% of this job's weighted core work is exposed, and roughly 89% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Routine inspectors and testers calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 29 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Routine inspectors and testers

analysing and interpreting test data to ensure compliance with standards, inspecting materials, products and installations to check for specification conformance and adjusting products or processing equipment to correct defects found during inspections. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: inspecting assembled or finished products to ensure conformance is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 11%
changing shape: 0%
staying human: 89%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 17 out of 100 (13–22 allowing for uncertainty): minimal exposure, across 29 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for routine inspectors and testers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

What shifts is analysing and interpreting test data to ensure compliance with standards: the paper around the work, not the work.

Your week, as this page understands it

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. The job title says “routine inspectors” or “testers”: officially one job, two names. The real job is the part underneath: inspecting assembled or finished products to ensure conformance. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But routine inspectors and testers is not one task. It is 29 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is inspecting assembled or finished products to ensure conformance, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 11%
changing shape: 0%
staying human: 89%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

3 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Analysing and interpreting test data to ensure compliance with standards
This is reading one thing and writing another: test data in, a record out. That is the shape today's tools are built for.
importance 80 · 8143/00
Source: “Analyse and interpret test data to ensure compliance with standards.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading test results against a written standard is document work software already handles, with a person checking unusual results.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Writing inspection reports to document findings
This is reading one thing and writing another: inspection reports in, a record out. That is the shape today's tools are built for.
importance 70 · 8143/00
Source: “Write inspection reports to document findings.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Once the findings exist, writing them up in a standard report format is exactly the kind of task software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Compiling detailed reports and documentation for managerial review and quality assurance
This is reading one thing and writing another: detailed reports in, a record out. That is the shape today's tools are built for.
importance 60 · 8143/00
Source: “Compile detailed reports and documentation for managerial review and quality assurance.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (74–88 allowing for uncertainty): very high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pulling logged results into a tidy report for managers is exactly the kind of writing software now does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

0 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Nothing in this job’s scored task list landed in this group. That is the measurement, not an editorial choice, and it is worth knowing either way.

Staying human

26 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Testing products to ensure they meet specifications
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 80 · 8143/00
Source: “Test products to ensure they meet specifications.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Specifications are written down, but putting a product through a physical test needs someone to set it up and run it.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Conducting quality assurance checks to ensure product standards are met
This work happens in the physical world: quality assurance checks, in a real place. Software cannot follow it there.
importance 80 · 8143/00
Source: “Conduct quality assurance checks to ensure product standards are met.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking that products meet standards means handling and examining them.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Inspecting assembled or finished products to ensure conformance
This work happens in the physical world: assembled, in a real place. Software cannot follow it there.
importance 80 · 8143/00
Source: “Inspect assembled or finished products to ensure conformance to specifications, using precision measuring instruments.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Measuring finished products with precision instruments requires handling them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Inspecting products to ensure they meet specifications
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 80 · 8143/00
Source: “Inspect products to ensure they meet specifications.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Checking that delivered products match the specification means physically examining them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Inspecting finished surfaces for defects and anomalies
This work happens in the physical world: finished surfaces, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Inspect finished surfaces for defects and anomalies, recording findings for future rectification.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Spotting defects means being at the surface; only the write-up of what was found can be drafted for you.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Rejecting defective products
This work happens in the physical world: defective products, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Reject defective products.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Deciding to reject is a judgement, but pulling the item off the line still needs someone there.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Calibrating testing instruments
This work happens in the physical world: instruments, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Calibrate testing instruments.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Calibration is a documented routine, but it is carried out by hand on the instrument itself.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Show the other 19 tasks

Logging inspection data, weights, temperatures, grades and moisture content
staying human
This work happens in the physical world: inspection data, weights, temperatures, grades and moisture content, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Log inspection data including weights, temperatures, grades, and moisture content.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Readings must be taken at the line, but recording them is routine data entry that systems increasingly capture automatically.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Logging quantities of items
staying human
This work happens in the physical world: quantities of items, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Log quantities of items inspected or graded.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Counting happens at the line, but keeping the tally is routine record-keeping that computers do well.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Informing supervisors or other staff of production problems
staying human
The ratings behind this row put supervisors well outside what today's tools can do on their own.
importance 50 · 8143/00
Source: “Inform supervisors or other staff of production problems.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Passing on a production problem is quick to draft, but the person on the floor is the one who spots it.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Ensuring the accuracy and quality of measurement results by following specified procedures and methodologies
staying human
This work happens in the physical world: the accuracy, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Ensure the accuracy and quality of measurement results by following specified procedures and methodologies.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The procedures are documented and the results can be checked automatically, but taking the measurements themselves means handling parts and gauges.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring work and gauges to ensure operators adhere to production standards
staying human
This work happens in the physical world: work, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Monitor work and gauges to ensure operators adhere to production standards.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Gauge data can be watched remotely, but making sure operators follow standards involves being there.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Reading dials and gauges to diagnose malfunctions
staying human
This work happens in the physical world: dials, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Read dials and gauges to diagnose malfunctions.” (UK task statement)
How this row was scored
Exposure score: 19 out of 100 (12–26 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Interpreting readings is well documented, but the dials have to be watched at the vehicle.
The five ratings: output a model can produce 3/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring machines that automatically measure
staying human
This work happens in the physical world: machines, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Monitor machines that automatically measure, sort, or inspect products.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Watching machines on the floor needs someone present, even though the readings themselves are straightforward data.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Inspecting materials, products and installations to check for specification conformance
staying human
This work happens in the physical world: materials, products and installations, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Inspect materials, products, and installations to check for specification conformance.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Inspecting for conformance means physically looking at and measuring the item, which cannot be done from a desk.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining and calibrating measurement tools
staying human
This work happens in the physical world: measurement tools, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Maintain and calibrate measurement tools, equipment, and instrumentation as required.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Calibration procedures are documented, but adjusting and maintaining instruments is hands-on bench work that has to be done physically.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Examining samples of raw products or directing testing during processing
staying human
This work happens in the physical world: samples of raw products, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Examine samples of raw products or direct testing during processing.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Examining raw product samples means handling the material and testing it in the plant.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Adjusting components or assembly to meet required specifications
staying human
This work happens in the physical world: components, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Adjust components or assembly to meet required specifications.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Adjusting a physical component means hands on the part, which software cannot do.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Conducting visual quality checks, including wet/dry film thickness testing and colour matching
staying human
This work happens in the physical world: visual quality checks, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Conduct visual quality checks, including wet/dry film thickness testing and colour matching.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking coating thickness and colour on the actual surface needs a person with gauges at the work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Examining and feeling products to identify defects and variations from colouring and other processing standards
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 70 · 8143/00
Source: “Examine and feel products to identify defects and variations from colouring and other processing standards.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Judging a product by look and feel needs hands and eyes on it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Adjusting products or processing equipment to correct defects found during inspections
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Adjust products or processing equipment to correct defects found during inspections.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Correcting a fault means physically adjusting the product or the machine.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Testing raw materials, parts or products to ensure environmental standards are met
staying human
This work happens in the physical world: raw materials, parts or products, in a real place. Software cannot follow it there.
importance 60 · 8143/00
Source: “Test raw materials, parts, or products to ensure environmental standards are met.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Testing actual materials means handling samples and equipment in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Drawing samples of products for quality control tests
staying human
This work happens in the physical world: samples of products, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Draw samples of products for quality control tests.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Taking a physical sample from a product requires hands at the production line.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Labelling items with details, such as grade or acceptance-rejection status
staying human
This work happens in the physical world: items, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Label items with details, such as grade or acceptance-rejection status.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Putting a label on an item is a physical act.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Positioning products for performance and safety testing
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Position products for performance and safety testing.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Positioning a product for testing means lifting and placing it by hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Sorting products by size, weight and colour according to specifications
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 50 · 8143/00
Source: “Sort products by size, weight, and colour according to specifications.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Sorting items by size, weight and colour means physically moving them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay: £34,400a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 54,800in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: test data in, a record out. The rows above are exactly that shape: analysing and interpreting test data to ensure compliance with standards and writing inspection reports to document findings. What it cannot do is be there in the room, and that is still where assembled gets done. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: inspecting assembled or finished products to ensure conformance is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 11% of this job's task weight sits in rows the software is already learning, 0% in rows that change shape rather than disappear, and 89% in rows it is nowhere near. That is the position, measured across 29 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Analysing and interpreting test data to ensure compliance with standards is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to test data, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding: a straight answer about what is actually being rolled out, and when
How long it takes: ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether quality assurance checks are in scope or not. Nothing to log into, no licence needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near testing products to ensure they meet specifications. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to routine inspectors and testers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was quality assurance technicians: only about 17% of its durable work is work you already do. And on the numbers you do not need one. This job scores 17/100 here, with only 11% of the task list in the top band, and “conduct quality assurance checks to ensure product standards are met” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Quality assurance technicians
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “adjust products or processing equipment to correct defects found during inspections”. Across the whole of both lists that adds up to about 17% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 17% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Weighers, graders and sorters
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already inspect materials, products, and installations to check for specification conformance, and their equivalent is to weigh or measure materials or products to ensure specification conformance. Across both published task lists that is about 9% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 7,800 of those jobs against 54,800 of yours (ONS via Nomis), 14% as many seats.
Look at that job’s page anyway →
Quality assurance and regulatory professionals
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “ensure the accuracy and quality of measurement results by following specified procedures and methodologies”. Across the whole of both lists that adds up to about 5% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 5% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 11% of its task weight, across 29 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like inspecting assembled or finished products to ensure conformance arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Inspectors, Testers, Sorters, Samplers, and Weighers is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

In US official statistics this job is counted as Inspectors, Testers, Sorters, Samplers, and Weighers. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

In England:
National Careers Service
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
- Discover your skills and careers (the skills assessment)
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Skills Bootcamps
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
- Skills Bootcamps - what they are and who can do them (DfE, Skills for Careers)
- Skills Bootcamps - JobHelp (DWP)
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
- Skills Development Scotland
In Wales:
Careers Wales
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for routine inspectors / testers, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 11% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for routine inspectors / testers. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

Noted, and thank you. We’ll email you if a Space for routine inspectors / testers launches. Nothing else.

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No Space for routine inspectors / testers yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for routine inspectors / testers existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for routine inspectors / testers launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Routine inspectors and testers?: Not as a job, but it is already doing parts of the work. Across the 29 official task statements scored for Routine inspectors and testers (United Kingdom, SOC 8143), 11% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 17 out of 100 (range 13–22, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Routine inspectors and testers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Compile detailed reports and documentation for managerial review and quality assurance” (81/100, very high); “Analyse and interpret test data to ensure compliance with standards” (66/100, high); “Write inspection reports to document findings” (66/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Routine inspectors and testers” stay human?: About 89% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Sort products by size, weight, and colour according to specifications” (0/100, minimal); “Position products for performance and safety testing” (0/100, minimal); “Label items with details, such as grade or acceptance-rejection status” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Routine inspectors and testers” do about AI?: Start from the ledger rather than the headline: 11% of this job's weighted core work is exposed, and roughly 89% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Routine inspectors and testers calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 29 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.