Industry View · Agriculture

The farm is becoming a fleet, and the machine now decides where the chemical lands

AI in agriculture is still a small market by software standards, valued around $2.4-3 billion in 2025 and growing roughly 22-24% a year, but its leverage is outsized: it sits on top of a global farm-productivity slowdown, where total factor productivity is growing at just 0.76% annually versus the ~2% needed to feed 9.7 billion people by 2050. The incumbents who own the iron and the seed are quietly turning AI into recurring revenue.

Key Figures

Value Chain

01 · The thesis

Whoever owns the field's data layer captures the value, not whoever builds the smartest model

Agriculture's AI story is not about model breakthroughs; it is about distribution. John Deere's Operations Center already spans ~500 million engaged acres and over 1 million connected machines, and Bayer's Climate FieldView covers 250 million-plus subscribed acres across 23 countries. These installed bases are moats: a weed-detection model is replicable, but the relationship with the acre, the agronomic history, and the equipment it runs on is not. The incumbents are converting that ownership into per-acre, recurring software revenue — Deere now charges $1 per fallow acre or $5 per in-crop acre for See & Spray rather than bundling it into iron. The independents win where the incumbents are slow or where the economics are too specialized for a tractor giant to bother. Carbon Robotics, Monarch, Aigen and Pivot Bio are attacking labor scarcity, chemical-free weeding, and biological nitrogen — categories driven by labor shortages and input costs, now evaluated on ROI rather than novelty. But they sell into a brutally cyclical end market: ag-equipment demand contracted hard in 2025, with Deere's total revenue down 12% to $45.7B and AGCO down 13.5% to ~$10.1B, a reminder that even the best AI must survive the commodity cycle.

02 · The two clocks

Three clocks that govern how fast AI penetrates the field

The productivity clock is the loudest. Global agricultural total factor productivity is now growing at just 0.76% a year, barely a third of the ~2% needed to meet mid-century demand as population heads to 9.7 billion by 2050 and food demand rises substantially. AI is one of the few levers that can bend that curve without more land. The adoption clock runs on ROI, not novelty. Deere's See & Spray scaled to 5 million acres in 2025, saving ~31 million gallons of herbicide mix and cutting non-residual herbicide use ~50%. Per-acre pricing aligns cost to value, which is what pulls cautious farmers in. The cycle clock can stall everything. Equipment demand fell sharply in 2025 — Deere's revenue dropped 12% to $45.7B and AGCO's fell 13.5% — so even compelling AI tools compete with farmers' thin margins and deferred capex. Recurring software revenue is the incumbents' hedge against this volatility.

03 · Public players & exposure

Who routes through, who gets routed around

We plot the listed players on two editorial axes — how exposed each is to AI disruption, against how ready its data, brand and position are to be the answer. The figures in the table are sourced; the placement is our read.

04 · Private flagships

The AI-native challengers

The companies attacking this industry AI-first, with disclosed funding where available:

05 · Signals

What moved, and what to watch

06 · The exposure read

Who’s defensible, who’s at risk

AI rewards clean, structured advantage and punishes friction. The line runs through who owns the data, the brand and the customer — and who is merely a step the technology can route around.

Sources

Where this comes from

The spend, and the payoff

Per-plant AI is now operating at real field scale

Deere See & Spray usage, 2025 crop year (source: Deere / Global Ag Tech Initiative, Nov 2025). (million)

Who's defensible, who's at risk

• Deere & Company (DE): Production & Precision Ag is Deere's largest segment (~37% of company revenue) at roughly $17B in FY2025; Operations Center spans ~500M engaged acres, targeting 600M by 2030.
• Bayer Crop Science (BAYN): Climate FieldView covers 250M+ subscribed acres across 23 countries, positioned to recommend Bayer seed and crop-protection via data-driven prescriptions.
• Corteva (CTVA): Reported FY2025 net sales of $17.40B (up 3%); partnered with Profluent Bio to embed AI protein design (ProGen3/OpenCRISPR-1) into its gene-editing ecosystem.
• AGCO (AGCO): FY2025 net sales ~$10.1B (down 13.5%); PTx/Precision Planting SymphonyVision targeted spraying claims chemical reductions of up to 70%, with a goal of full crop-cycle autonomy by 2030.
• Carbon Robotics (CARBON-PVT): Raised $20M in 2025 (after a $70M Series D) with NVIDIA's venture arm participating; LaserWeeders now operate across the U.S. and internationally.
• Monarch Tractor (MONARCH-PVT): Has raised over $220M (incl. a $133M Series C); MK-V runs on NVIDIA Jetson, and WingspanAI lets one operator control multiple autonomous tractors from a tablet.
• Pivot Bio (PIVOT-PVT): Closed a $430M Series D in 2025 led by DCVC and Temasek; total funding over $600M, attacking synthetic nitrogen with biological alternatives.
• Indigo Ag (INDIGO-PVT): Backed by Flagship Pioneering; signed Microsoft to a 12-year, 2.85M-tonne soil-carbon-removal purchase.
• Farmers Business Network (FBN-PVT): An independent farmer data and commerce network spanning roughly 100,000+ member farms across millions of U.S. acres.
• Aigen (AIGEN-PVT): Raised a Series A (ReGen Ventures, NEA participating); solar-powered Element robots weed chemical-free without herbicide.

Defensible vs At Risk

The signals — how it unfolded

Challengers to watch

Exposure table

Sources

• Mordor Intelligence — AI in Agriculture Market ($2.43B 2025, ~22% CAGR)
• Virginia Tech — 2025 GAP Report (TFP growth 0.76%)
• FAO — Global Agriculture Towards 2050 (population, food demand)
• Deere — See & Spray across 5 million acres in 2025
• DigitalCommerce360 — Deere ~500M engaged acres, 1M connected machines
• Deere — FY2025 Q4 earnings release (segment net sales, ~$45.7B total)
• Bayer — Climate FieldView (250M+ acres, 23 countries)
• AGCO — FY2025 full-year results (~$10.1B, -13.5%); Tech Day 2025 (SymphonyVision, 2030 autonomy)
• AgTechNavigator — Corteva x Profluent Bio AI gene editing
• Corteva — FY2025 full-year results ($17.40B net sales)
• DCVC / AgFunder — Pivot Bio $430M Series D, over $600M total
• Indigo Ag — Microsoft 2.85M-tonne, 12-year soil-carbon purchase
• GeekWire — Carbon Robotics raises $20M (2025), NVIDIA-backed
• Agriculture Dive — Monarch $133M Series C / $220M+ total