Program equipment to perform production tasks
Most of the output can be produced by software today.
Work that already happens inside a computer is the easiest to hand over, because the agent and the worker are operating in the same place. The constraint is permissions rather than capability: the agent needs its own scoped access, not a borrowed password.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Work done in software |
| Jobs that do it | 15 occupations |
| Tool categories that apply | Tools and auth, Builders |
| O*NET activity | Working with Computers (4.A.3.b.1) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 15 occupations that perform it.
- Program lighting consoles or load automated lighting control systems onto consoles.
- Program computer numerical control machines.
- Program computers or electronic instruments, such as numerically controlled machine tools.
- Program computer numerical control (CNC) machines to fabricate model parts.
- Program computerized numerical control machine tools.
- Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
- Enter, position, and alter text size, using computers, to make up and arrange pages so that printed materials can be produced.
- Adjust digital files to alter print elements, such as fonts, graphics, or color separations.
- Program electronic equipment.
- Input specifications into computers to assist with pattern design and pattern cutting.
- Program computers to operate machinery.
- Set up, program, or control computer-aided design (CAD) or computer numerical control (CNC) machines.
- Modify cutting programs to account for problems encountered during operation, and save modified programs.
- Revise programs or tapes to eliminate errors, and retest programs to check that problems have been solved.
- Use computer-aided design (CAD) and computer-aided manufacturing (CAM) software or hardware to fabricate model parts.
- Set up and operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces.
- Write programs in the language of a machine's controller and store programs on media, such as punch tapes, magnetic tapes, or disks.
- Set up future jobs while machines are operating.
What we would actually use
One recommendation rather than a shortlist, because a shortlist is just your problem handed back. This is what we would buy for work done in software, and what it costs.
Work already inside a computer needs scoped access, not a new product, so start with the assistant you are already paying for. n8n is free if you host it yourself and is the cheapest way to leave something running unattended.
Chosen for the cheapest thing that does the job, not the best funded. Nothing on this site is sponsored, and the full landscape is there when you want to disagree with us.
The rest of the category
Context, not alternatives to weigh up. We name the layer rather than promise a named product does your specific task.
Matched from the kind of work, not from vendor marketing. Check any of them can reach the system your records actually live in — that connection, not the model, is where these projects stall.
How people actually do it
No workflow names this activity yet, but these automate the same kind of work, with the prompts to paste and what to keep for yourself.
Who does this work
15 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
- Cabinetmakers and Bench Carpenters
- Computer Numerically Controlled Tool Operators
- Computer Numerically Controlled Tool Programmers
- Fabric and Apparel Patternmakers
- Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic
- Lighting Technicians
- Machinists
- Model Makers, Metal and Plastic
- Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
- Patternmakers, Metal and Plastic
- Prepress Technicians and Workers
- Printing Press Operators
- Textile Cutting Machine Setters, Operators, and Tenders
- Textile Knitting and Weaving Machine Setters, Operators, and Tenders
- Woodworking Machine Setters, Operators, and Tenders, Except Sawing
Work that goes with it
O*NET groups these under “Program computer systems or production equipment”. In practice they tend to be done by the same person, in the same sitting.
| Activity | Jobs |
|---|---|
| Write computer programming code | 17 |
| Enter commands, instructions, or specifications into equipment | 8 |
| Program robotic equipment | 4 |
Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.