Industrial Cleaning Machine Operators
Official O*NET title: Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders (51-9192.00)
Also called: anodizer, clean in places operator, filler operator, parts cleaner, sanitation technician
Do you do this at work?
Answer each card — it takes about a minute.
Do you do this at work?
Examine and inspect machines to detect malfunctions
Swipe right for yes, left for not me. On a keyboard: → yes, ← not me, Z undo. +2 XP per answer.
How AI is changing industrial cleaning machine operators work
1 of 8 measurable main tasks for this job show up in real AI-use data, so we rate it Green (little AI use yet) — 12%.
This shows where people already use AI, not whether the job will disappear. How we measure this.
Tasks in this job and recorded AI use
- Examine and inspect machines to detect malfunctions (main task) — some recorded AI use
- Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations (main task) — no recorded AI use
- Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions (main task) — no recorded AI use
- Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines (main task) — no recorded AI use
- Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water (main task) — no recorded AI use
- Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber (main task) — no recorded AI use
- Record gauge readings, materials used, processing times, or test results in production logs (main task) — no recorded AI use
- Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes (main task) — no recorded AI use
- Draw samples for laboratory analysis, or test solutions for conformance to specifications — no recorded AI use
- Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns — no recorded AI use
- Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks — no recorded AI use
Tasks: O*NET 31.0. AI use: Anthropic Economic Index (exact or close text match).
Your first steps (guidance)
- Week 1: Open a free AI assistant and say hello. Follow our “Getting started with AI” guide. Ask it one simple question about your work.
- Week 2: Use AI on one task you do often. Try the prompt for: “Examine and inspect machines to detect malfunctions”. Try the prompt for: “Record gauge readings, materials used, processing times, or test results in production logs”.
Tick your own tasks above to get a plan based on what you really do. The first 2 weeks are free; Premium (coming soon) adds weeks 3–12. New to AI? Read our beginner’s guide.
Questions about AI and industrial cleaning machine operators
Will AI replace industrial cleaning machine operators?
Our data can’t predict job losses, and we don’t try to. What it does show: 1 of the 8 main tasks for this job match tasks people already use AI for (Anthropic Economic Index), giving a Green rating (little AI use yet). Using AI on a task is not the same as AI doing the whole job, and 10 of the 11 listed tasks show no recorded AI use yet.
Which cleaning machine operator tasks is AI used for most?
In the data, the most AI use among this job’s tasks is for: examine and inspect machines to detect malfunctions.
Which cleaning machine operator tasks show little or no AI use?
For example: add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations; observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions; set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines. These are good places to keep building your own skills.
How does this job compare to others?
In Microsoft Research’s “Working with AI” study, this job’s AI applicability score is equal to or higher than 13% of the occupations they scored. That measures overlap with AI chat use, not risk of job loss.
How can a cleaning machine operator start learning AI?
Start small: open a free AI assistant, try it on one task you do often, and always check facts and numbers yourself. The plan on this page is guidance, not professional advice.
See how this job ranks
Industrial Cleaning Machine Operators ranks #431 of 572 jobs for the share of main tasks with AI use (#1 = most), and #14 of 35 in Production & Plant.
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