Will furnace operators be replaced by AI?
Updated
Furnace operators score 22 of 100 for AI exposure. 70% of their task time still needs a person. AI can do 9% today and speed up another 21%.
- 9% AI can do it
- 21% AI helps
- 70% Needs a person
Low exposure
Lower than 76% of the 923 occupations we scored.
Task by task
We graded 15 tasks, listed here from most to least exposed. AI can do 1 of them today, speeds up 3 and leaves 11 to people.
| Task | AI exposure |
|---|---|
| Record production data, and maintain production logs. Production logs and records are routine digital data entry. | 80% AI can do it |
| Observe operations inside furnaces, using television screens, to ensure that problems do not occur. Computer vision can flag furnace anomalies on camera feeds. | 45% AI helps |
| Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications. Sampling is physical, but charge calculations suit AI well. | 40% AI helps |
| Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures. Control systems already automate much; AI adds only tuning advice. | 30% AI helps |
| Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures. Reading gauges and color, then adjusting valves, needs physical presence. | 20% Needs a person |
| Inspect furnaces and equipment to locate defects and wear. Physical inspection of furnace hardware needs on-site presence. | 18% Needs a person |
| Operate controls to move or discharge metal workpieces from furnaces. Operating discharge equipment on furnaces is hands-on machine work. | 15% Needs a person |
| Weigh materials to be charged into furnaces, using scales. Weighing materials on scales is physical work. | 12% Needs a person |
| Direct work crews in the cleaning and repair of furnace walls and flooring. Leading crews through furnace repairs needs in-person supervision. | 12% Needs a person |
| Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers. Cleaning, crushing and spraying materials is physical handling. | 6% Needs a person |
Show the other 5 tasks
| Task | AI exposure |
|---|---|
| Drain, transfer, or remove molten metal from furnaces, and place it into molds, using hoists, pumps, or ladles. Pouring molten metal with ladles and pumps is physical and hazardous. | 5% Needs a person |
| Kindle fires, and shovel fuel and other materials into furnaces or onto conveyors by hand, with hoists, or by directing crane operators. Shoveling fuel and kindling fires is manual, on-site labor. | 4% Needs a person |
| Remove impurities from the surface of molten metal, using strainers. Skimming molten metal with strainers is hands-on and hot work. | 4% Needs a person |
| Sprinkle chemicals over molten metal to bring impurities to the surface. Sprinkling chemicals onto molten metal is manual, hazardous work. | 4% Needs a person |
| Scrape accumulations of metal oxides from floors, molds, and crucibles, and sift and store them for reclamation. Scraping oxides from floors and crucibles is manual labor. | 4% Needs a person |
How furnace operators compare
All occupations (923)
Production (107)
Pay and outlook in the US
- Median pay
- $54,430 a year, May 2025
- People employed
- 16,780 in the US, May 2025
- Projected change in jobs
- -2.9% from 2024 to 2034
Skills to build
- Tune furnace temperature setpoints in process control software
- Log heat and batch records in production tracking system software
- Run charge calculations to meet alloy specifications in Microsoft Excel
- Follow process safety management procedures for handling molten metal
- Inspect furnace hardware and refractory lining for wear on site
- Draw and label metal samples for laboratory analysis
Safer roles nearby
5 related occupations with lower scores.
Questions about furnace operators and AI
Will AI replace furnace operators?
Partly. About 2 in 10 working hours go to tasks AI can already do, mostly production logging and watching furnace camera feeds for anomalies. Pouring molten metal, skimming it, and adjusting valves by eye stay with people because they need a person on the furnace floor beside hot metal.
Which furnace operator tasks is AI taking over?
Recording production data and maintaining production logs scores 80 on exposure, the highest in the job, because it is routine digital data entry. Observing furnace operations on television screens scores 45 next, since computer vision can flag anomalies on camera feeds.
Which furnace operator tasks stay human?
Kindling fires, shoveling fuel, skimming molten metal, and sprinkling chemicals each score 4 on exposure, the lowest in the job. These stay with people because they need a body on the furnace floor, handling materials and working directly beside molten metal.
How can furnace operators stay valuable?
Learn to tune setpoints in process control software, since the system handles routine control. Take on charge calculations in Microsoft Excel, the part of the job AI does best. Keep hands-on skill with sampling, skimming, and furnace inspection, which stay with people.
Related jobs
Next steps for furnace operators
Check which roles in your team AI can take on
We map your team's tasks, show what AI can do today and build the automations that pay back first.
Related topics
- Jobs AI can't replaceCement masons score lowest, at 8.
- Jobs most at risk from AIProofreaders score highest, at 76.
- High-paying jobs with low AI exposureRadiologists earn a median $420,860 and score 46.
- Entry-level jobs with low AI exposureCement masons need little prior training and score 8.
- Jobs AI speeds up the mostFor natural sciences managers, AI speeds up 96% of task time.
- AI and jobs in Malta15 iGaming roles graded task by task.
- Skills that keep work humanThe skills to build in the jobs AI changes least.
- Jobs A to ZEvery job we publish, by first letter.
- AI exposure by industryAverage scores for 22 occupation groups.
- Write a CV screening software can readHow applicant tracking systems read a CV, and what to change.
- AI for businessesThe tasks to automate first in each team and industry.
- How we score AI exposureThe grading, the weights and every source.