Will agricultural engineers be replaced by AI?
Updated
Agricultural engineers score 34 of 100 for AI exposure. The largest share of their task time, 65%, is work AI speeds up while they stay in charge. The other 35% stays with people.
- 65% AI helps
- 35% Needs a person
Moderate exposure
Lower than 56% of the 923 occupations we scored.
Task by task
We graded 14 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 9 and leaves 5 to people.
| Task | AI exposure |
|---|---|
| Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems. AI drafts reports and specs well; engineer checks and signs. | 58% AI helps |
| Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources. AI analyzes water data and drafts advice; experts validate. | 45% AI helps |
| Design agricultural machinery components and equipment, using computer-aided design (CAD) technology. CAD generative tools and AI speed component design; engineer validates. | 45% AI helps |
| Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity. AI can build course materials; in-person teaching remains human. | 40% AI helps |
| Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life. AI aids firmware and specs; hardware testing stays hands on. | 40% AI helps |
| Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction. AI aids structural calcs and drawings; site supervision stays physical. | 35% AI helps |
| Design food processing plants and related mechanical systems. AI aids layout and mechanical calcs; engineer approves final design. | 35% AI helps |
| Design and supervise environmental and land reclamation projects in agriculture and related industries. AI aids reclamation design and reports; field oversight stays physical. | 30% AI helps |
| Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made. AI preps plan summaries; live review and changes stay human. | 20% AI helps |
| Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation. Planning helped by AI; directing field construction stays physical. | 18% Needs a person |
Show the other 4 tasks
| Task | AI exposure |
|---|---|
| Test agricultural machinery and equipment to ensure adequate performance. Field testing of machinery is physical; AI only analyzes results. | 15% Needs a person |
| Supervise food processing or manufacturing plant operations. Floor supervision, safety and staff management need people on site. | 15% Needs a person |
| Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs. Client needs discussions are live, relational, and person-led. | 12% Needs a person |
| Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities. Site visits and construction monitoring need physical presence on site. | 10% Needs a person |
How agricultural engineers compare
All occupations (923)
Architecture and engineering (56)
Pay and outlook in the US
- Median pay
- $98,590 a year, May 2025
- People employed
- 1,480 in the US, May 2025
- Projected change in jobs
- +6.9% from 2024 to 2034
Skills to build
- Model machinery components and fixtures in Dassault Systemes SolidWorks
- Draw crop storage and animal shelter designs in Autodesk AutoCAD
- Check AI-drafted specifications and budgets before signing them
- Run site visits and construction monitoring in person
- Sequence rural power and irrigation builds in Microsoft Project
- Hold a Professional Engineer licence to sign agricultural designs
Safer roles nearby
3 related occupations with lower scores.
Questions about agricultural engineers and AI
Will AI replace agricultural engineers?
Partly. About 3 in 10 of an agricultural engineer's working hours go to tasks AI can already do, mostly drafting reports, specifications and budgets and designing machinery components in CAD. What stays with people is signing off the designs, field testing machinery, and site work.
Which agricultural engineer tasks is AI taking over?
AI drafts the first pass of reports, sketches, specifications, proposals and budgets for proposed sites or systems, the most exposed task in this job. It writes these well, so the engineer's hours move to checking the numbers and signing the result. Water quality advice and machinery component design come next, with AI analyzing water data and generating CAD options that an engineer validates.
Which agricultural engineer tasks stay with people?
Site visits, client meetings and field testing stay with people, scoring 10 to 15 on exposure. Visits to observe environmental problems and monitor construction need physical presence on site. Client discussions with councils and farmers are live and person-led, and field testing of machinery is physical, with AI only analyzing the results afterward.
How can agricultural engineers stay valuable as AI spreads?
Take responsibility for the review step on every draft. Check AI-written specifications and budgets line by line in Microsoft Word and Excel, then sign them. Spend more hours on site visits, construction monitoring and field tests, which need a person on site. Keep the Professional Engineer licence current, since a licensed engineer is the one who signs.
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