Variable rate technology and spot spraying in 2026: overview
Variable-rate technology adjusts agricultural inputs to local field conditions; spot spraying targets selected plants or areas instead of treating an entire field uniformly. Together, these methods can reduce unnecessary application and tailor treatment to crop, weed or canopy variation. Their performance depends on a linked system: reliable sensing or maps, accurate position and timing, and spray hardware that can respond without compromising flow or droplet quality. Turning field data into consistent application remains a central engineering and adoption challenge.
Recent work is sharpening both the sensing and delivery sides. In September 2026, the University of Georgia, Auburn University and Instituto Nacional de Tecnologia Agropecuaria published a meta-analysis on in-season optical-sensor nitrogen management, addressing inconsistent reports of performance. Jiangsu University’s September 2026 study tested prescription-map spraying between soybean and maize strips. August 2026 research includes Henan Agricultural University’s fused UAV RGB and multispectral weed mapping, and DecimeterWeedMan, an open-source AI-vision spot-spraying platform from the University of Aarhus and University of Verona. More precise detection is being matched with more responsive application control.
- 1Maps meet field operations: Jiangsu University’s September 2026 strip-intercropping system illustrates how prescription maps can assign different spray rates within mixed-crop fields.
- 2Perception remains a bottleneck: Recent weed-mapping work targets small or occluded plants, while changing light and crop–weed overlap still challenge reliable selective spraying.
- 3Control must preserve spray quality: As systems switch flow at the nozzle, validating droplet distribution, drift and dynamic response becomes as important as detecting the target.
Top organizations working on variable rate technology and spot spraying
Ranked by Linknovate activity score · last 24 monthsThe activity score adds up the relevance of every patent, publication, grant and news item linking an organization to variable rate technology and spot spraying. Showing 7 of 99 organizations.
| # | Organization | Approach | Signals (24 mo) | Momentum | Why it matters |
|---|---|---|---|---|---|
| 1 |
AGCO Corporation
Corporate · United States |
Map-based prescriptions | NEWS 152 | -29% | Its agricultural machinery portfolio includes sprayers and precision-farming systems that support variable-rate field applications. |
| 2 |
Deere & Company
Corporate · United States |
Vision and AI targeting | PUB 1 · NEWS 132 | -38% | John Deere’s See & Spray systems use camera-based weed detection to target herbicide application rather than blanket-spray the field. |
| 3 |
Kubota Corporation
Corporate · Japan |
Map-based prescriptions | NEWS 80 | -5% | Its agricultural machinery and precision-farming offerings support site-specific, variable-rate field operations. |
| 4 |
CNH Industrial
Corporate · United Kingdom |
Map-based prescriptions | NEWS 75 | -37% | Through its agricultural brands and precision-agriculture portfolio, CNH Industrial supports data-guided and variable-rate application with farm machinery. |
| 5 | Map-based prescriptions | NEWS 79 | -24% | Its agriculture positioning and farm-management software support prescription-based application planning and control. | |
| 6 |
Raven Industries Inc.
Corporate · United States |
Map-based prescriptions | NEWS 60 | -50% | Raven develops precision-agriculture systems, including controls and software for variable-rate application with farm machinery. |
| 7 |
Ag Leader Technology
Corporate · United States |
Map-based prescriptions | PAT 1 · NEWS 51 | -42% | Its precision-farming displays and application tools help farmers manage field data and execute variable-rate operations. |
| 8 | ··Hidden organizationCompany | Approach | PAT 00 · PUB 00 GRANTS 0 · NEWS 00 | +00% | Available to registered users. |
| 9 | ··Hidden organizationCompany | Approach | PAT 00 · PUB 00 GRANTS 0 · NEWS 00 | +00% | Available to registered users. |
| 10 | ··Hidden organizationCompany | Approach | PAT 00 · PUB 00 GRANTS 0 · NEWS 00 | +00% | Available to registered users. |
Startups to watch and leading research centers
Startups to watch 2 total
EcoRobotixSwitzerlandRecently, Ecorobotix filed a patent for efficient spot spraying of agrochemicals. Its ARA sprayer uses plant-level targeting to reduce chemical application.
Leading research institutions 79 total
China Agricultural UniversityChinaRecently, researchers developed a system to detect maize and weeds in residue-covered fields and vary spraying despite crop–weed occlusion.
Jiangsu UniversityChinaRecently, researchers designed and tested a prescription-map system that varies spray rates between soybean and maize strips in intercropped fields.- HBHeilongjiang Bayi Agricultural UniversityChinaResearchers develop and test variable-rate spray controls, including PWM-based systems for improving application accuracy and flow stability.
- ··Hidden research institutionCountryAvailable to registered users, with their key researchers.
- ··Hidden research institutionCountryAvailable to registered users, with their key researchers.
Where variable rate technology and spot spraying innovation happens
Share of documents with at least one organization from each country.
Open the interactive map with all 99 organizationsMain technical approaches
Last 24 months| Approach | What it is | Documents | Leading organizations |
|---|---|---|---|
| Map-based prescriptions | Precomputed field maps set rates by zone or crop strip; they support planning but rely on current maps, accurate positioning and faithful prescription execution. | 76 |
Heilongjiang Bayi Agricultural University, Pennsylvania State University, ShenYang Agricultural University |
| Optical sensor control | Optical sensors adjust application from crop or canopy signals during operation; they respond to local conditions but depend on calibration and timely control. | 87 |
Deere & Company, AGCO Corporation, BASF |
| Vision and AI targeting | Cameras and models identify crops and weeds for selective spraying; finer targeting can avoid blanket treatment but depends on robust detection under occlusion and changing light. | 91 |
AGCO Corporation, Kubota Corporation, China Agricultural University |
| Nozzle-level application control | Individually controlled nozzles vary flow at the point of delivery; they enable localized dosing but make switching dynamics, droplet quality and flow stability harder to manage. | 58 |
University of Sao Paulo, University of Florida, AGCO Corporation |
| Aerial application platforms | Aircraft and UAVs carry sensing and spraying over fields or hard-to-reach areas; they offer flexible access but must manage drift, target precision and application control. | 96 |
AGCO Corporation, Deere & Company, CNH Industrial |
Emerging trends
Last 12 months vs previous 36 monthsTerms whose frequency in the last 12 months grew the most compared with the previous 36 months.
Funding and investment
Recent funding rounds
Reported grant funding totals $3,446,694 across 2 grants since 2020. This figure is separate from funding-round totals, which include entries not clearly tied to variable-rate technology or spot spraying.
Patent landscape
Top patent holders · last 24 monthsRecent developments
Latest news, duplicates removed- Aug 2026Delray Beach, FL, Aug. 25, 2026 (GLOBE NEWSWIRE) -- The global agriculture IoT market is expanding steadily as farmers and agribusinesses move toward connected, data-driven operations. According to new research from…GlobeNewswire - Market Research Reports
- Aug 2026Herbicide resistance has quietly become one of the most expensive problems in modern row-crop agriculture. What used to be a single spray pass and a clean field now often means multiple chemistries, repeated…TechBullion
- Jul 2026Smart Tech Precision Ag’s Changing Landscape: What’s Rising, What’s Falling in 2026 Editor’s note: The CropLife/Purdue Precision Survey is the longest-running continuous study of precision ag adoption, conducted now for…CropLife
- Jun 2026Ian Musgrave, Adelaide University/ The Conversation Paraquat is one of the world’s most widely used herbicides. It’s also highly toxic, and some research points to a link with Parkinson’s disease. Its use is highly…New Atlas - New Technology & Science News
- Month 20XXHidden developmentAvailable to registered users with alerts enabled.
Frequently asked questions about variable rate technology and spot spraying
What companies are working on variable rate technology and spot spraying?
AGCO Corporation, Deere & Company, Kubota Corporation, CNH Industrial, Trimble and BASF are among the companies active in this field. Their work spans precision-farming systems, prescription-based application and camera-guided weed control. Deere’s See & Spray uses camera-based weed detection, while BASF’s ONE SMART SPRAY system supports targeted herbicide application. EcoRobotix is also active in plant-level spot spraying.
Which variable rate technology and spot spraying startups are the most promising in 2026?
EcoRobotix is the clearest startup candidate in the listed organizations, with 8 patent filings and a plant-level ARA spot sprayer. Its approach uses targeted application rather than blanket spraying. The company also raised a Series C round in October 2025. The available facts identify EcoRobotix as a startup, but do not provide comparable startup profiles for a broader ranking.
Which universities and research centers lead variable rate technology and spot spraying research?
Jiangsu University, China Agricultural University and Heilongjiang Bayi Agricultural University are active research groups in the field. Recent work from Jiangsu University tested prescription-map spraying between soybean and maize strips, while China Agricultural University researchers addressed crop–weed detection in residue-covered fields. Heilongjiang Bayi Agricultural University studies variable-rate spray controls, including pulse-width-modulated systems.
How much funding has variable rate technology and spot spraying received?
Reported grant funding totals $3,446,694 across 2 grants since 2020. The funding-round data also reports $550,773,700 across 7 rounds, but those entries include organizations and activities not clearly specific to variable-rate technology or spot spraying. Treat the round aggregate as broader and less directly attributable than the grant total.
Who holds the most variable rate technology and spot spraying patents?
EcoRobotix leads the listed patent holders with 8 patents, followed by Centure Applications Ltd. with 3 and Spraying Systems Co. with 2. Other listed holders include Valmont Industries, Precision Planting LLC, Ag Leader Technology and Precision Ai. These counts identify the strongest named holders in the available patent data, not necessarily every patent owner in the field.
Is variable rate technology and spot spraying patent activity growing?
Yes: patent activity grew 50% in the latest 12-month comparison, within a 24-month window containing 20 patents. EcoRobotix is the largest named patent holder, with 8. The increase points to continued IP development, although patents are only one signal of progress; field validation, equipment compatibility and adoption also shape commercial maturity.
What are the latest developments in variable rate technology and spot spraying?
Recent developments include Jiangsu University’s September 2026 prescription-map sprayer for soybean–maize strips and Henan Agricultural University’s August 2026 weed segmentation using fused UAV RGB and multispectral images. The August 2026 DecimeterWeedMan publication describes an open-source AI-vision spot-spraying platform from the University of Aarhus and University of Verona. These projects connect improved targeting with field-ready application methods.
What are the main approaches in variable rate technology and spot spraying and how do they differ?
The main approaches are map-based prescriptions, optical sensor control, vision and AI targeting, nozzle-level application control, and aerial application platforms. Maps use preplanned spatial instructions; optical sensors respond to crop signals; vision systems identify targets; nozzle controls regulate delivery; and aerial platforms carry sensing or spraying over fields. Each trades operational flexibility against data, detection or control complexity.
What are the applications of variable rate technology and spot spraying?
The listed applications are broadacre weed control, nutrient application, crop pest and disease protection, specialty crops, and pasture and rangeland management. Broadacre weed control is the largest application area in the facts, while variable-rate nutrient application matches fertilizer rates to crop or field conditions. Orchard and specialty-crop spraying can also adapt treatment to canopy variation rather than applying uniformly.