AI Is Changing How Crops Eat

BCC Research finds AI investment in crop micronutrients topping $3.15B as precision delivery tools reshape farm nutrition across the US

13 May 2026

Technology and agriculture companies have committed more than $3.15bn to artificial intelligence tools for delivering crop nutrients, according to analysis by BCC Research published on May 12. The shift marks a significant move away from conventional broadcast application, driven by declining soil health and rising input costs across North American farmland.

The scale of deployment is already visible in the field. Ecorobotix raised $150m in 2025, one of the largest single fundraisings in the sector. John Deere's See and Spray technology, which uses machine vision to target inputs precisely, now operates across 5 million acres in North America.

AI is also shortening the distance between laboratory and field.

Using virtual models of crops and soil, companies can now simulate nutrient delivery before any physical application takes place. That reduces the risk of over-application and the runoff that follows, a growing concern as US agricultural states tighten environmental rules. Next-generation formulations, including nano-chelated compounds and microencapsulation systems, are improving how efficiently nutrients reach plant roots, allowing growers to do more with smaller input volumes.

Yara International is extending its satellite-based nutrient mapping platforms. IBM and a range of specialist agtech developers are advancing predictive analytics for soil health. For many growers, AI-guided nutrient management has moved from an experimental tool to a working reality.

Barriers remain. Smaller operations face higher costs, limited sensor compatibility, and unresolved questions around who owns the field data that these systems generate. How quickly those constraints ease will shape how broadly the technology spreads across American agriculture.