Set labeling standards and approve labels for meat or poultry products.

“Set labeling standards and approve labels for meat or poultry products.” is a supplemental task performed by Agricultural Inspectors. Among the occupation's 22 rated tasks, workers place it 2nd by importance (#21 most important).

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.

How AI is actually used on this kind of task

The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.

• 0.002% share of AI-use records mapped to this task

Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.

Other tasks in this occupation

• Inspect food products and processing procedures to determine whether products are safe to eat. · importance 4.6
• Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety. · importance 4.6
• Label and seal graded products and issue official grading certificates. · importance 4.6
• Monitor the operations and sanitary conditions of slaughtering or meat processing plants. · importance 4.5
• Take emergency actions, such as closing production facilities, if product safety is compromised. · importance 4.5
• Interpret and enforce government acts and regulations and explain required standards to agricultural workers. · importance 4.4
• Verify that transportation and handling procedures meet regulatory requirements. · importance 4.4
• Inspect the cleanliness and practices of establishment employees. · importance 4.3
• Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights. · importance 4.3
• Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals. · importance 4.3
• Monitor the grading performed by company employees to verify conformance to standards. · importance 4.1
• Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken. · importance 4.1
• Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing. · importance 4.0
• Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems. · importance 3.9

See all tasks on the Agricultural Inspectors page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-14862,
  title  = {Set labeling standards and approve labels for meat or poultry products.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-14862}
}