Precision agriculture & agri-tech
Data-driven farm management utilizing sensors, drones, and AI to optimize crop yields and resource efficiency.
1 · What it gives
Precision agriculture employs digital tools—GPS, IoT sensors, drones, and machine learning—to observe, measure, and respond to inter- and intra-field variability in crops. Instead of applying water, fertilizers, and pesticides uniformly, farmers use Variable Rate Technology (VRT) to target specific zones, cutting fertilizer and pesticide use by 15–30 percent while lifting yields 5–15 percent on average through optimized planting and care.
The key directions of precision agriculture are:
- RTK-GPS Positioning: Real-Time Kinematic GPS delivers centimeter-level positioning of tractors and implements, the spatial foundation for every downstream precision step.
- Remote Sensing & IoT: Multispectral and thermal imaging (satellites, drones) plus ground-based soil-moisture probes capture crop vigor and field variability.
- Variable Rate Technology (VRT): Smart sprayers and seeders adjust output in real time from GPS-linked prescription maps, targeting inputs zone by zone.
- Autonomous Machinery & See & Spray: Driverless tractors and edge-computing sprayers identify and treat individual weeds in milliseconds.
Sectoral value chain#
[Field Sensors] ──> [Remote Sensing] ──> [Analytics & AI] ──> [Decision Maps]
│
(Prescription Generation)
│
▼
[Profitability Maps] <─── [VRT Application] <─────┘
Value chain levels#
| Level | Description | Key inputs/outputs |
|---|---|---|
| Field sensors | Soil probes, weather stations, and IoT devices across the farm. | In: Environment. Out: Raw farm data. |
| Remote sensing | Satellites and agricultural drones capturing the canopy. | In: Spectral light. Out: High-res imagery. |
| Farm management platforms | Software integrating diverse data streams. | In: Raw data, images. Out: Yield predictions. |
| Agronomic intelligence | AI models identifying pests and nutrient gaps. | In: Yield predictions. Out: Actionable prescriptions. |
| Automated machinery | Autonomous tractors and smart sprayers. | In: Actionable prescriptions. Out: Variable applications. |
| Harvesting & logistics | Real-time yield monitoring and fleet tracking. | In: Harvest data. Out: Profitability maps. |
Cross-cutting technologies of the sector:
- Remote Sensing: Multispectral, thermal, and NDVI imaging from satellites and drones to assess crop vigor.
- Variable Rate Technology: Real-time, GPS-linked adjustment of inputs across management zones.
- Agri-IoT: Soil-moisture probes and connected devices streaming field conditions to the cloud.
2 · What it replaces 3 · matched by industry
| D3E– | Agricultural spraying drones instead of knapsack and manned aerial spraying Replaces: Manual knapsack spraying, tractor spraying in small or wet fields, and manned aircraft/helicopter spraying | EAC |
| D2E– | Drone release of beneficial insects (Trichogramma, Cotesia, predatory mites) instead of insecticide sprays Replaces: Insecticide sprays against caterpillar and mite pests, and manual walking release of natural enemies (the labour bottleneck of large-scale … | MACRO |
| D3E2 | Genomic selection in dairy cattle breeding instead of progeny testing Replaces: Progeny testing — choosing AI bulls only after their daughters' milk records were available (5–6 years per bull and large testing costs) | BREED |
3 · How to implement 6 steps
- 1Field sensingSoil-moisture probes, weather stations, and IoT devices stream raw environmental data from across the farm into cloud platforms.
- 2Remote sensingSatellites and agricultural drones capture multispectral, thermal, and NDVI imagery to assess crop vigor and map field variability.
- 3Analytics & prescriptionAI and machine-learning models digest imagery and sensor streams into prescription maps that target inputs zone by zone, lifting yields 5–15 percent.
- 4Variable Rate ApplicationSmart sprayers and seeders adjust output in real time from GPS-linked prescriptions, cutting fertilizer and pesticide use 15–30 percent.
- 5Autonomous machineryDriverless tractors and autonomous spraying drones (e.g., XAG) execute prescriptions around the clock, mitigating the high upfront CapEx of smart machinery via drone-as-a-service models.
- 6Plant-level precisionEdge-computing See & Spray systems identify and treat individual weeds in milliseconds, pointing toward fully autonomous closed-loop agronomy built on digital twins of the farm.
4 · Who delivers
Matched suppliers (matched automatically)
| Semios | Canada | Producer | active |
| CropIn | India | Not classified | active |
| N.Thing | South Korea | Research / RTO | active |
| DeHaat | India | Services / consulting | active |
In the services and supply catalogue 2 · paid service
Engineering, EPC & validation · Process modelling & simulation
Leading companies and institutes (from the brief)
| Company / Institute | Country | Key products / platforms | Tech features | Status 2026 |
|---|---|---|---|---|
| John Deere | 🇺🇸 USA | See & Spray, autonomous tractors | AI-integrated machinery | commercial |
| Trimble | 🇺🇸 USA | Autopilot, field displays | RTK-GPS and software | commercial |
| XAG | 🇨🇳 China | Autonomous sprayers & robots | Agricultural drones | commercial |
| Agrifac | 🇳🇱 Netherlands | Condor spot sprayers | Precision spraying | commercial |
| CropX | 🇳🇱 Netherlands | Soil sensor networks | IoT agronomic management | commercial |
| Taranis | 🇺🇸 USA | AI leaf-level imagery | AI crop intelligence | commercial |
| Semios | 🇨🇦 Canada | Orchard sensor & pheromone network | Semios Hub irrigation automation | commercial |
| Topcon Agriculture | 🇮🇹 Italy | Guidance, autosteering, VRA control | ISOBUS retrofit across OEM fleets | commercial |
| Netafim | 🇮🇱 Israel | GrowSphere™ irrigation OS | Precision drip + fertigation control | commercial |
| Fasal | 🇮🇳 India | FasalJet / FasalJet Pro | On-farm irrigation & fertigation automation | commercial |
5 · Rules & route to market
declaration registered within 3 working days (testing extra); certification longer
Information, not legal advice — confirm the procedure for your product. (2026-10-06)
United States
The United States is dominated by legacy equipment manufacturers rapidly transforming into technology companies, with deep AI integration into heavy machinery.
Autonomous machinery, AI integration, GPS guidance#
- John Deere: Leads in autonomous machinery and See & Spray technology, accelerated by its Blue River Technology acquisition.
- Trimble: Provides RTK-GPS guidance (Autopilot) and field-display software that anchor precision operations.
- Taranis: Delivers AI crop intelligence from high-resolution, leaf-level imagery for early pest and disease detection.
- Semios: Runs an in-orchard sensor and pheromone-dispenser network for tree fruit, nut and wine-grape growers, adding automated irrigation control to the same platform through the Semios Hub release of February 2026 as Western US growers face water scarcity and labour shortages.
European Union
Europe emphasizes sustainability and minimizing chemical inputs to meet Green Deal targets, leading in ultra-precise spot spraying and water management.
Spot spraying, soil IoT, Green Deal sustainability#
- Agrifac: Builds Condor precision sprayers with spot-spraying capability that cut chemical use to meet EU sustainability targets.
- CropX: Provides soil-sensor IoT networks and agronomic farm management for water- and input-efficient irrigation.
- Topcon Agriculture (Turin, Italy): Supplies the vendor-neutral guidance layer — manual and automatic steering for tractors, sprayers, spreaders and harvesters, row-crop planter section and variable-rate control, and ISOBUS-compatible variable-rate fertiliser spreading that retrofits machines from many OEMs.
- Netafim (Israel): The drip-irrigation pioneer now sells GrowSphere™ as an operating system for precision irrigation and fertigation, succeeding its NetBeat™ controller and turning water and nutrient delivery into a scheduled, sensor-driven program.
- Regulatory pull: Green Deal targets drive adoption of input-reduction technology across European broad-acre and specialty crops.
China
China leads globally in the deployment of agricultural drones, making precision spraying accessible to smallholder farmers.
Agricultural drones, smallholder access, autonomous UAVs#
- XAG: Makes autonomous spraying drones and robots affordable for smallholders, driving the world’s largest ag-drone deployment.
- Smallholder model: Low-cost UAVs and drone-as-a-service bring precision spraying to fragmented small farms.
- Rapid scale-up: Domestic drone capacity expands precision spraying across rice, cotton, and orchard systems.
6 · Money: tenders & grants
| Grant | Additional activities for the European Partnership of Agriculture of Data European Commission · EU | Nov 26, 2026 41 days |
| Grant | African Union – European Union Partnership on Food and Nutrition Security and Sustainable Agriculture (FNSSA) European Commission · EU | Sep 23, 2027 342 days |
| Grant | Agriculture and Food Research Initiative Competitive Grants Program Education and Workforce Development National Institute of Food and Agriculture · United States | Dec 31, 2026 76 days |
| Grant | Agriculture and Food Research Initiative Competitive Grants Program Foundational and Applied Science Program National Institute of Food and Agriculture · United States | Dec 31, 2026 76 days |
| Grant | Capacity Building Grants for Non-Land-Grant Colleges of Agriculture Program National Institute of Food and Agriculture · United States | Nov 10, 2026 25 days |
Public R&D projects 1
Publicly funded research projects (US NSF, and EU, UK and other funders via OpenAIRE) whose title names this technology — matched by title, not reviewed; amounts as awarded, in the funder's currency. all funded projects →
| 2026 | I-Corps: Translation Potential of a Resilient, Low-Cost Internet-of-Things (IoT) Monitoring Platform for Precision Agriculture NSF · 2632168 | 50,000 USD |
7 · Tech stack & innovations
The foundation of precision agriculture is spatial technology; RTK-GPS enables centimeter-level positioning, while AI and machine learning digest massive datasets into actionable prescription maps.
- RTK-GPS & ISOBUS Connectivity:
- Real-Time Kinematic GPS provides centimeter-level tractor and implement positioning.
- ISOBUS (ISO 11783) interoperability lets machinery and displays from different vendors communicate, easing data fragmentation.
- Remote Sensing & Agronomic AI:
- Multispectral, thermal, and NDVI imagery from satellites and drones feeds cloud AI that predicts disease outbreaks and optimal harvest windows.
- Turns imagery into prescription maps for zone-specific input management.
- Variable Rate Technology & See & Spray:
- Smart sprayers and seeders adjust output in real time from GPS-linked prescriptions.
- Edge-computing See & Spray systems identify and treat individual weeds in milliseconds, with sensor/drone networks priced $1K–$10K.
Where this appears 24 sources
Appears in 24 distinct sources across 15 regions, 2009–2026.
- directory listings 2
- policy documents 21
- reports 1
Regions: Australia · China · Costa Rica · Croatia · Europe · European Union · Germany · Global · Hungary · Japan · New Zealand · OECD · South Korea · Thailand · United Kingdom
- 2021: 33
- 2022: 0
- 2023: 33
- 2024: 44
- 2025: 0
- 2026: 22
- 2027: 0
Matched themes 9
Precision Agriculture Precision agriculture technologies Präzisionslandwirtschaft agritech rolnictwo precyzyjne スマート農業 スマート農業技術 精准农业监测 정밀농업
Themes from forum programmes, policy documents and reports are mapped to technologies automatically and then reviewed; counts are distinct sources, not mentions, and are not a ranking. data sources and method → · Trending, not yet covered →
Sources 11 · 0 independent · 11 producer sites
Producers' own sites 11
- Trimble producer checked 2026-06-18 · link not kept
- John deere producer checked 2026-06-13 · link not kept
- Xag producer checked 2026-06-24 · link not kept
- Agrifac producer checked 2026-05-20 · link not kept
- Cropx producer checked 2026-05-27 · link not kept
- Taranis producer checked 2026-05-19 · link not kept
- Fasal producer checked 2026-07-29 · link not kept
- Cropin producer checked 2026-05-18 · link not kept
- Semios producer checked 2026-07-29 · link not kept
- Topcon agriculture producer checked 2026-07-29 · link not kept
- Netafim producer checked 2026-07-29 · link not kept