Will pesticide applicators be replaced by AI?
Updated
Pesticide applicators score 15 of 100 for AI exposure. 76% of their task time still needs a person. AI speeds up the other 24%.
- 24% AI helps
- 76% Needs a person
Low exposure
Lower than 89% of the 923 occupations we scored.
Task by task
We graded 10 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 2 and leaves 8 to people.
| Task | AI exposure |
|---|---|
| Identify lawn or plant diseases to determine the appropriate course of treatment. Photo based disease identification suits image AI, with expert confirmation. | 50% AI helps |
| Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops. AI can calculate mix rates, but handling concentrates is hands on. | 20% AI helps |
| Fill sprayer tanks with water and chemicals, according to formulas. Physically filling tanks with chemicals needs a person on site. | 12% Needs a person |
| Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions. Field spraying depends on on site physical application and conditions. | 8% Needs a person |
| Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities. Connecting hoses and nozzles on equipment is physical work. | 8% Needs a person |
| Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools. Servicing machinery with tools and lubricants is hands on work. | 6% Needs a person |
| Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas. Manually lifting and swinging nozzles and hoses is physical work. | 5% Needs a person |
| Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals. Live hand and horn signaling to drivers is in person coordination. | 5% Needs a person |
| Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment. Starting and engaging machinery is hands on equipment operation. | 4% Needs a person |
| Plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw. Seeding and straw blowing are physical outdoor equipment tasks. | 4% Needs a person |
How pesticide applicators compare
All occupations (923)
Building and grounds cleaning and maintenance (8)
Pay and outlook in the US
- Median pay
- $46,340 a year, May 2025
- People employed
- 27,050 in the US, May 2025
- Projected change in jobs
- +3.9% from 2024 to 2034
Skills to build
- Hold the state or federal pesticide applicator certification
- Check mix rates in rate calculation software before filling tanks
- Convert label rates with unit conversion software
- Plan treatment coverage with GIS mapping systems
- Confirm plant disease diagnoses on site before treating
- Track chemical stock in materials inventory software
Safer roles nearby
5 related occupations with lower scores.
Questions about pesticide applicators and AI
Will AI replace pesticide applicators?
Partly. About 1 in 10 working hours go to tasks AI can already do, mostly identifying lawn or plant diseases and mixing pesticides for application. Filling tanks, starting pumps, and spraying fields stay with people because they need a person on site with equipment.
Which tasks are AI taking over for pesticide applicators?
Identifying lawn or plant diseases is the most exposed task, with an exposure score of 50, because photo based identification suits image AI. A licensed applicator still confirms the diagnosis before any treatment is chosen. Mixing pesticides, herbicides, or fungicides scores 20, since AI can calculate mix rates.
Which tasks stay human for pesticide applicators?
Field spraying scores 8 because the applicator reads wind, droplet size, and obstructions on the ground and adjusts in real time. Starting pumps and lifting hoses score 4 and 5, since both need a person handling physical equipment on site.
How can pesticide applicators stay valuable?
Hold the state pesticide applicator certification and keep continuing education current. Check every tank mix in rate calculation software and convert units before filling. Use GIS maps to plan coverage around obstructions. Confirm photo diagnoses on site before recommending treatment, because image tools can miss what a person sees on the plant.
Related jobs
Next steps for pesticide applicators
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.