Will AI replace helpers for production workers?

The biggest change here is physical: systems like OTTO Motors AMRs have done tasks such as “Help production workers by performing duties of lesser skill” in real workplaces, about 2h 36m of a typical shift. Most of the rest, 5h 5m, has no AI or robot evidence. BLS expects about 8.2% fewer of these jobs by 2035.

Time card for helpers for production workers showing a typical 8-hour shift: 5h 5m done by people, 19m by AI, 2h 36m by robots.
Each mark is 5 minutes of a typical shift for helpers for production workers, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Production & factory / Helpers for Production Workers

Help production workers by performing duties requiring less skill. Duties include supplying or holding materials or tools, and cleaning work area and equipment.

Time card

Untick tasks you don't do, or set your own times.
MineTask, by time spentHumanWith AIAIRobot
Load and unload items from machines, conveyors, and conveyances.56m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Operate machinery used in the production process, or assist machine operators.37m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.37m a shift · Robots deployed · e.g. OTTO Motors AMRs (OTTO 100/1500)
Why this label?Marked Robot because OTTO Motors AMRs (OTTO 100/1500) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Place products in equipment or on work surfaces for further processing, inspecting, or wrapping.31m a shift · Robots deployed · e.g. UR10e cobot + Keyence 3D bin picking machine-tending cell (integrated by GCG/AFS)
Why this label?Marked Robot because UR10e cobot + Keyence 3D bin picking machine-tending cell (integrated by GCG/AFS) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks.31m a shift · Robots deployed · e.g. MiR500 autonomous mobile robot (Mobile Industrial Robots)
Why this label?Marked Robot because MiR500 autonomous mobile robot (Mobile Industrial Robots) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Pack and store materials and products.31m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Remove products, machine attachments, or waste material from machines.25m a shift · Robots deployed · e.g. Universal Robots UR5 (CNC machine tending)
Why this label?Marked Robot because Universal Robots UR5 (CNC machine tending) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Lift raw materials, finished products, and packed items, manually or using hoists.25m a shift · Robots deployed · e.g. Stretch (Boston Dynamics)
Why this label?Marked Robot because Stretch (Boston Dynamics) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Examine products to verify conformance to quality standards.19m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.19m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Clean and lubricate equipment.19m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Prepare raw materials for processing.19m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Wash work areas, machines, equipment, vehicles, or products.19m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Record information, such as the number of products tested, meter readings, or dates and times of product production.12m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Start machines or equipment to begin production processes.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Count finished products to determine if product orders are complete.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Separate products according to weight, grade, size, or composition of materials used to produce them.6m a shift · Robots deployed · e.g. TOMRA fresh-pack potato optical sorters (5A/5S/Sentinel II)
Why this label?Marked Robot because TOMRA fresh-pack potato optical sorters (5A/5S/Sentinel II) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most helpers for production workers work alongside one. How labels work
Turn valves to regulate flow of liquids or air, to reverse machines, to start pumps, or to regulate equipment.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Mark or tag identification on parts.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Mix ingredients according to specified procedures or formulas.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Tie products in bundles for further processing or shipment, following prescribed procedures.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Read gauges or charts, and record data obtained.6m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Unclamp and hoist full reels from braiding, winding, or other fabricating machines, using power hoists.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Signal coworkers to direct them to move products during the production process.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Perform minor repairs to machines, such as replacing damaged or worn parts.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Attach slings, ropes, or cables to objects such as pipes, hoses, or bundles.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Position spouts or chutes of storage bins so that containers can be filled.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Break up defective products for reprocessing.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work
Cut or break flashing from materials or products.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for helpers for production workers. How labels work

Clock history

  1. 2h 55m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

  1. PilotBMW
    BMW to pilot two Hexagon humanoid robots at its Leipzig plant

    BMW plans a months-long pilot of two Hexagon AEON humanoid robots at Leipzig starting in summer 2026 to move and handle parts. BMW said it does not currently plan to reduce its workforce.

    Malay Mail

Ask the clock

Will AI replace helpers for production workers?

Some tasks are already being done by AI or machines; the rest still needs a person. About 2h 55m of a typical shift is made up of tasks that AI or robots have done on their own in real use somewhere. That doesn't mean those hours are automated in a typical workplace. The breakdown: 19m that AI mostly does alone, 2h 36m that robots have done in real workplaces. The other 5h 5m (64%) stays with people. Separately, BLS expects about 8.2% fewer of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for helpers for production workers?

AI shows up regularly in 2 of 30 tasks, about 19m of a typical shift. The biggest ones:

  • Record information, such as the number of products tested, meter readings, or dates and times of product production. (12m a shift, AI mostly does it alone)
  • Read gauges or charts, and record data obtained. (6m a shift, AI mostly does it alone)
Where do robots fit in?

For some tasks, yes. Robots have done 6 of this job's tasks in workplaces like this one, about 2h 36m of a typical shift. 20 more tasks have only been done in factory setups built around the machine, so they stay with people here.

  • Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment. (37m a shift; e.g. OTTO Motors AMRs (OTTO 100/1500), in use)
  • Place products in equipment or on work surfaces for further processing, inspecting, or wrapping. (31m a shift; e.g. UR10e cobot + Keyence 3D bin picking machine-tending cell (integrated by GCG/AFS), in use)
  • Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks. (31m a shift; e.g. MiR500 autonomous mobile robot (Mobile Industrial Robots), in use)
  • Remove products, machine attachments, or waste material from machines. (25m a shift; e.g. Universal Robots UR5 (CNC machine tending), in use)
What still needs a person?

5h 5m of a typical shift, or 64%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Load and unload items from machines, conveyors, and conveyances. (56m a shift)
  • Operate machinery used in the production process, or assist machine operators. (37m a shift)
  • Pack and store materials and products. (31m a shift)
  • Examine products to verify conformance to quality standards. (19m a shift)
  • Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions. (19m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 99% use their hands on tools, objects or controls more than half the time
  • 57% spend more than half the day on their feet
  • 54% work at arm's length or closer to other people
What are companies actually doing?

We track 1 sourced company move that affects this job. Most recent:

  • Mar 1, 2026: BMW to pilot two Hexagon humanoid robots at its Leipzig plant (Pilot)
Are employers still hiring helpers for production workers?

On Indeed, job postings in the Production & Manufacturing sector are at 124% of their February 2020 level (all U.S. postings: 104%), up 12.6% from a year earlier, as of Oct 9, 2026. BLS separately expects about 21,000 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do helpers for production workers make?

The median pay is about $39,070 a year ($18.78 an hour), 23% below the median for all U.S. jobs ($50,980). Most people in this job earn between $31,140 and $53,410 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects a decline of 8.2% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 154,000 jobs in 2035. Even so, it expects about 21,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many helpers for production workers are there in the U.S.?

About 166,000 people in the U.S., roughly 0.11% of all workers (BLS, May 2025). That makes it the 194th largest of the 796 jobs on this site. BLS expects about 154,000 in 2035.

What training do helpers for production workers need?

The most common requirement is a high school diploma: about 49% of people in the job said so in the official O*NET survey. O*NET rates the job at level 2 of 5 for preparation, which usually means: high school diploma, some training. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Get strong at the parts of the job that stay with people (listed above), which take 5h 5m of a typical shift
  • Tools employers list: Adobe Acrobat, Adobe InDesign, Adobe Photoshop, Autodesk AutoCAD, Microsoft Excel
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What other jobs could helpers for production workers move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Molders, Shapers, and Casters (6m touched, $46k median pay)
  • Sawing Machine Setters, Operators, and Tenders, Wood (0m touched, $43k median pay)
  • Sewing Machine Operators (19m touched, $37k median pay)
  • Loading and Moving Machine Operators, Underground Mining (2h 16m touched, $75k median pay)
  • Welders, Cutters, Solderers, and Brazers (29m touched, $54k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 2 observed in real AI use, 6 with robots in real deployments, 22 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Adobe Acrobat
  • Adobe InDesign
  • Adobe Photoshop
  • Autodesk AutoCAD

Plus everyday office tools: Microsoft Excel, Microsoft Office software, Microsoft Outlook, Microsoft PowerPoint.

Also called

Abrasive Mixer Helper, Acid Filler, Air and Water Filler, Aircraft Machinist Helper, Alodize Machine Helper, Anglesmith Helper, Animal Stunner, Annealer Helper, Apron Cleaner, Asbestos Brake Lining Finisher Helper, Assembly Inspector Helper, Auto Painter Helper, Automatic Pad Making Machine Operator Helper, Automatic Pad-Making Machine Operator Helper