Sewing machinists

SOC 2020 code 8146

Sewing machinists sew and finish garments by hand or machine, rectify faults in manufactured textile goods and repair worn and damaged garments.

Employees (UK)
14k
Median annual pay
£22,767
Exposure score ?
0.4/10 Minimal 1.2/10 Minimal strict reading · with tools is 1.2/10 with-tools reading · strict is 0.4/10
Wage exposure
£13m £38m

Higher exposure than 26% of the 379 UK occupations we scored.

Reading the score as:
What an LLM can do unaided. LLM plus workflow tools — closer to 2026.

What this score means

Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.

If you're in this role, here's what to do now

You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.

Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.

If you're in this role, here's what to do now

You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.

Where a project with Alex usually starts for this role

This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.

  1. Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.

    O*NET importance 4.4/5 · still needs a human under the strict reading

  2. Cut materials according to specifications, using blades, scissors, or electric knives.

    O*NET importance 4.4/5 · still needs a human under the strict reading

  3. Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.

    O*NET importance 4.3/5 · still needs a human under the strict reading

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.

  1. Examine and measure finished articles to verify conformance to standards, using rulers.

    O*NET importance 4.1/5 · AI can do this with workflow tools

  2. Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.

    O*NET importance 4.1/5 · AI can do this with workflow tools

  3. Record quantities of materials processed.

    O*NET importance 4.0/5 · AI can do this with workflow tools

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.

What AI can already do

1 of 26 tasks · unaided

  1. Record quantities of materials processed.

    importance 4.0/5

Where humans still hold the line

25 of 26 tasks

  1. Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.

    importance 4.4/5

  2. Cut materials according to specifications, using blades, scissors, or electric knives.

    importance 4.4/5

  3. Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.

    importance 4.3/5

  4. Position items under needles, using marks on machines, clamps, templates, or cloth as guides.

    importance 4.3/5

  5. Guide garments or garment parts under machine needles and presser feet to sew parts together.

    importance 4.3/5

  6. Remove holding devices and finished items from machines.

    importance 4.2/5

  7. Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.

    importance 4.2/5

  8. Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections.

    importance 4.2/5

  9. Cut excess material or thread from finished products.

    importance 4.2/5

  10. Select supplies such as fasteners and thread, according to job requirements.

    importance 4.1/5

  11. Examine and measure finished articles to verify conformance to standards, using rulers.

    importance 4.1/5

  12. Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles.

    importance 4.1/5

  13. Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.

    importance 4.1/5

  14. Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance.

    importance 4.0/5

  15. Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders.

    importance 4.0/5

  16. Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications.

    importance 4.0/5

  17. Repair or alter items by adding replacement parts or missing stitches.

    importance 4.0/5

  18. Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines.

    importance 3.9/5

  19. Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines.

    importance 3.9/5

  20. Draw markings or pin appliques on fabric to obtain variations in design.

    importance 3.8/5

  21. Tape or twist together thread or cord to repair breaks.

    importance 3.8/5

  22. Baste edges of material to align and temporarily secure parts for final assembly.

    importance 3.7/5

  23. Position and mark patterns on materials to prepare for sewing.

    importance 3.7/5

  24. Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications.

    importance 3.7/5

  25. Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking.

    importance 3.7/5

What AI can already do

3 of 26 tasks · with tools

  1. Examine and measure finished articles to verify conformance to standards, using rulers.

    importance 4.1/5

  2. Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.

    importance 4.1/5

  3. Record quantities of materials processed.

    importance 4.0/5

Where humans still hold the line

23 of 26 tasks

  1. Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.

    importance 4.4/5

  2. Cut materials according to specifications, using blades, scissors, or electric knives.

    importance 4.4/5

  3. Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.

    importance 4.3/5

  4. Position items under needles, using marks on machines, clamps, templates, or cloth as guides.

    importance 4.3/5

  5. Guide garments or garment parts under machine needles and presser feet to sew parts together.

    importance 4.3/5

  6. Remove holding devices and finished items from machines.

    importance 4.2/5

  7. Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.

    importance 4.2/5

  8. Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections.

    importance 4.2/5

  9. Cut excess material or thread from finished products.

    importance 4.2/5

  10. Select supplies such as fasteners and thread, according to job requirements.

    importance 4.1/5

  11. Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles.

    importance 4.1/5

  12. Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance.

    importance 4.0/5

  13. Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders.

    importance 4.0/5

  14. Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications.

    importance 4.0/5

  15. Repair or alter items by adding replacement parts or missing stitches.

    importance 4.0/5

  16. Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines.

    importance 3.9/5

  17. Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines.

    importance 3.9/5

  18. Draw markings or pin appliques on fabric to obtain variations in design.

    importance 3.8/5

  19. Tape or twist together thread or cord to repair breaks.

    importance 3.8/5

  20. Baste edges of material to align and temporarily secure parts for final assembly.

    importance 3.7/5

  21. Position and mark patterns on materials to prepare for sewing.

    importance 3.7/5

  22. Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications.

    importance 3.7/5

  23. Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking.

    importance 3.7/5

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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.

Methodology · Sources (PDF) · About · Built 29 April 2026

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