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Agricultural Inspectors

Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.

14,410 people do this job in the US. $49,940 a year.

now
12%

of the working time. Estimate.

Kinds of work
  • 42%
  • 2%
  • 56%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
December 2027

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 42% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

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

At this date and pace, models finish tasks up to 4.4 h 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, 9%. Today's estimate: 12%.

0%5%10%15%20%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: 0% within reachGPT-5, August 2025: 1% within reachGemini 3 Pro, November 2025: 1% within reachClaude Opus 4.5, November 2025: 1% within reachGPT-5.2, December 2025: 2% within reachClaude Opus 4.6, February 2026: 2% within reachClaude Mythos Preview (early), April 2026: 9% within reachToday (estimate), September 2026: 12% 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.

The tasks

Sorted by . 22 tasks from .

TaskKind
Monitor the operations and sanitary conditions of slaughtering or meat processing plants.Done hourly or more by most who do it.12%3.3 h1.7 h to 6.7 hStays with people
Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products.Done daily by most who do it.12%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system.Done daily by most who do it.12%4.2 work days6.7 h to 3.3 work weeks0%Half by Apr 2029
Inspect food products and processing procedures to determine whether products are safe to eat.Done daily by most who do it.10%2.5 h50 min to 6.7 hStays with people
Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety.Done daily by most who do it. 9%2.5 h50 min to 6.7 hStays with people
Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.Done daily by most who do it. 6%1.7 h25 min to 3.3 hStays with people
Take emergency actions, such as closing production facilities, if product safety is compromised.Done yearly or less by most who do it.5%2.5 h50 min to 6.7 h46%Half by Oct 2026
Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.Done daily by most who do it. 4%3.3 h1.7 h to 6.7 h49%Half by now
Verify that transportation and handling procedures meet regulatory requirements.Done daily by most who do it. 4%1.7 h25 min to 2.5 hStays with people
Monitor the grading performed by company employees to verify conformance to standards.Done daily by most who do it.3%1.7 h50 min to 3.3 hStays with people
Inspect the cleanliness and practices of establishment employees.Done daily by most who do it. 3%1.3 h25 min to 2.1 hStays with people
Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals.Done daily by most who do it.3%2.5 h50 min to 5 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).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).