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STRATUSWORKFORCE SCAN

Biomass Plant Technicians

In short: today's best AI models could do about 7% of this job's working time (projected from METR's April 2026 measurement and Epoch's November 2026 index) if the work were set up for them, and about the same by the end of 2028 if progress keeps its long-run pace. The people and hands-on work, about 93% of the time, stays with people.

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Control and monitor biomass plant activities and perform maintenance as needed.

$102,040 a year (for the broader BLS group this job sits in).

A typical 40-hour week

Not yet reviewed task by task
  • AI could take on3 h
  • A person checks AI's work0 h
  • Desk work AI can't do yet0 h
  • Stays with people37 h

Biomass Plant Technicians, now: of a 40-hour week, AI could take on 3 hours, 0 hours become checking its work, 0 hours are desk work it can't do yet, and 37 hours stay with people.

The largest pieces: Record or report operational data, such as readings on meters, instruments, and gauges (about 1 h); Read and interpret instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes (under an hour); Manage parts and supply inventories for biomass plants (under an hour).

Estimates for a typical week of this job, if progress keeps its long-run pace, counting work the best models finish four times in five. Every task is below.

now
7%

of the working time. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.

Kinds of work
  • 7%
  • 0%
  • 93%
3%

of the work: Anthropic's measure of what people already bring to Claude at work (2025). It counts help with part of a task, so it can be higher than the share within reach.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 7% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030
Change assumptionsLong-run pace, four in five

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 2.4 work days long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 5%. Today's estimate: 7%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 2% within reachGPT-5, August 2025: 3% within reachGemini 3 Pro, November 2025: 4% within reachClaude Opus 4.5, November 2025: 4% within reachGPT-5.2, December 2025: 4% within reachClaude Opus 4.6, February 2026: 4% within reachClaude Mythos Preview (early), April 2026: 5% within reachToday (estimate), November 2026: 7% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

Measured use over time

Of the Claude.ai conversations Anthropic sampled and tied to a work task, no reportable share went to this job's tasks in May 2026; 0 of its 18 tasks showed up. Within each of Anthropic's methods, never across a change: none to 0.0019% (released February and March 2025).

0%0.0025%0.005%20252026released February 2025: nonereleased March 2025: 0.0019%the week of Aug 4, 2025: nonethe week of Nov 13, 2025: nonethe week of Feb 5, 2026: noneApril 2026: noneMay 2026: none
Each dot is one release's sample. A line joins releases made by the same method; a change of method starts a new line. Point at a dot for its window.
Each release
ConversationsShareRankTasks seen
Released February 2025nonen/a0 of 18
Released March 20250.0019%672 of 7031 of 18
The week of Aug 4, 2025nonen/a0 of 18
The week of Nov 13, 2025nonen/a0 of 18
The week of Feb 5, 2026nonen/a0 of 18
April 2026nonen/a0 of 18
May 2026nonen/a0 of 18

Measured, not estimated: Anthropic's samples of Claude.ai conversations, each tied by a model to an O*NET task, from the Anthropic Economic Index. It says where Claude's use goes, not how much of this job's working time it covers, so it is not on the same scale as the reach above. The releases differ in their sample, their classifier and the smallest share they report (the June 2026 file rounds each task to a hundredth of a percent, so a smaller task reads as none), which is why a change of method starts a new line. At least 96% of each older release's task-tied use matched this site's tasks, and all of the newest. Claude.ai only, so use through other tools and other companies' models is not in it. Every job ranked.

Robots and the physical work

Anthropic rates 90% of this job's working time as physical work. For 72% of the working time, a robot has been shown doing most of the task somewhere: 10% in a purpose-built cell, 62% in a structured facility. 1.34 of 3, the 39th highest of the 923 jobs.

  • Not physical 10%
  • No robot shown 18%
  • In a purpose-built cell 10%
  • In a structured facility 62%

Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. The robot behind each rated task is under the task below.

The tasks

Sorted by . 18 tasks from .

TaskKind
Operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions.Done hourly or more by most who do it. Robots: in a structured facility, Valmet DNA Combustion Manager (advanced process control in Valmet DNA DCS) (deployed). Anthropic's rating.16%1.7 h25 min to 5 hStays with people
Operate high-pressure steam boiler or water chiller equipment for electrical cogeneration operations.Done hourly or more by most who do it. Robots: in a structured facility, Siemens Energy Omnivise T3000 / BosB72 autonomous operation, VW Wolfsburg CHP plant (deployed). Anthropic's rating.16%1.7 h25 min to 5 hStays with people
Operate equipment to heat biomass, using knowledge of controls, combustion, and firing mechanisms.Done hourly or more by most who do it. Robots: in a structured facility, Valmet DNA Combustion Manager (advanced process control on Valmet DNA DCS) (sold). Anthropic's rating.12%1.3 h25 min to 3.3 hStays with people
Inspect biomass power plant or processing equipment, recording or reporting damage and mechanical problems.Done hourly or more by most who do it. Robots: in a structured facility, Spot (Boston Dynamics) integrated by Smart Inspection (deployed). Anthropic's rating.7%50 min25 min to 2.1 hStays with people
Operate valves, pumps, engines, or generators to control and adjust production of biofuels or biomass-fueled power.Done hourly or more by most who do it. Robots: in a structured facility, Valmet DNA FBB Combustion Manager (Valmet DNA automation system) (deployed). Anthropic's rating.6%38 min13 min to 1.7 hStays with people
Operate heavy equipment, such as bulldozers and front-end loaders.Done daily by most who do it. Robots: in a purpose-built cell, Konecranes CXT Biomass Crane (sold). Anthropic's rating.5%1.7 h25 min to 3.3 hStays with people
Operate equipment to start, stop, or regulate biomass-fueled generators, generator units, boilers, engines, or auxiliary systems.Done hourly or more by most who do it. Robots: in a structured facility, Valmet DNAe / Valmet DNA Automation System for multifuel and biomass (BFB/CFB) power plants (sold). Anthropic's rating.5%38 min13 min to 2.5 hStays with people
Calculate, measure, load, or mix biomass feedstock for power generation.Done hourly or more by most who do it. Robots: in a structured facility, CXT Biomass Crane (Konecranes) (sold). Anthropic's rating.4%50 min21 min to 2.1 hStays with people
Preprocess feedstock to prepare for biochemical or thermochemical production processes.Done daily by most who do it.Robots: in a structured facility, Saxlund Push Floor biomass reception, screening and conveying system (deployed). Anthropic's rating.4%1.7 h33 min to 3.3 hStays with people
Measure and monitor raw biomass feedstock, including wood, waste, or refuse materials.Done daily by most who do it. Robots: in a structured facility, Spot (Spot Cam / thermal payloads, Orbit autonomy) (Boston Dynamics) (deployed). Anthropic's rating.3%38 min17 min to 1.3 hStays with people
Assess quality of biomass feedstock.Done daily by most who do it. Robots: in a structured facility, Prometec Q-Robot truck sampler (deployed). Anthropic's rating.3%50 min17 min to 1.7 hStays with people
Perform routine maintenance or make minor repairs to mechanical, electrical, or electronic equipment in biomass plants.Done daily by most who do it. Robots: no robot shown. Anthropic's rating.3%1.7 h38 min to 4.2 hStays with people

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025). Counts are for the broader BLS group this job sits in.

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.

Questions about this job

How much of the work of Biomass Plant Technicians is within reach of AI now?
An estimated 7% of the working time is within reach of AI models now and 7% by the end of 2028, on METR's long-run pace at four in five. Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
Which tasks of Biomass Plant Technicians come within reach first?
Weighted by the time each takes, the tasks with the most within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index) are: Record or report operational data, such as readings on meters, instruments, and gauges (100% of the task's time now); Read and interpret instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes (100% of the task's time now); and Manage parts and supply inventories for biomass plants (94% of the task's time now, 100% by the end of 2028).
Which tasks of Biomass Plant Technicians stay with people?
Tasks that are people work or body work are not counted as within reach at any date. The largest: Operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions; Operate high-pressure steam boiler or water chiller equipment for electrical cogeneration operations; and Operate equipment to heat biomass, using knowledge of controls, combustion, and firing mechanisms. Together such tasks are about 93% of the working time.
Do people already use AI for the work of Biomass Plant Technicians?
In the Claude.ai conversations Anthropic sampled for May 2026, no reportable share went to this job's tasks. Anthropic's labor market measure puts the share of the job's tasks seen in real Claude use at work at 3%. These are measures of use, not of how much of the work AI could finish, and they cover Claude only.
Can robots do the physical work of Biomass Plant Technicians?
Anthropic's robot exposure rating (September 2026) finds 90% of the working time is physical work, and that a robot has been shown doing most of the task, somewhere, for 72% of the working time, 62% in a structured facility. Its index is 1.34 of 3. One example: Valmet DNA Combustion Manager (advanced process control in Valmet DNA DCS) for "operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions". A robot shown somewhere is not one in every workplace; this site's own estimates still count no physical work as within reach.
How is this estimated?
From the 18 tasks O*NET lists for the occupation, each with an estimated length checked against GDPval and a share of the working time, each classed as desk, people or body work, and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. Data checked November 10, 2026.

How the estimates are made

This job in your state or metro area
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