Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED STATES EDITION 2026

the United States’s
agritech software industry,
in focus.

The companies, capital and talent shaping agritech software in the United States. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for AgriTech Software Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

AgriTech Software illustration
MEET THE COMPANIES

Explore the United States’s agritech software leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
AgriTech Software company highlights in the United States, snapshot 30 August 2026
Company
FBNfbn.com$981.09M—62—
CEA Industriesceaindustries.com$500M—19Financial figure available in RadarView in Radar
ProducePayproducepay.com$364.5M—256—
Carbon Roboticscarbonrobotics.com$275.65M—81—
Monarch Tractormonarchtractor.com$214M—11—
TILT Holdingstiltholdings.com$210.77M—437Financial figure available in RadarView in Radar
BEEWISEbeewise.ag$142.63M—6—
Farmwisefarmwise.io$139.96M—73—
Zoetiszoetis.com—11 roles9,200Financial figure available in RadarView in Radar
Tric Roboticstricrobotics.com—9 roles5—
Gridwaregridware.io—7 roles18—
Metrcmetrc.com—7 roles124—
TARGANtargan.com—7 roles29—
Tractor Zoomtractorzoom.com—7 roles34—
Aviagenaviagen.com—6 roles1,294—
Barn2Doorbarn2door.com—6 roles47—
AgEagleageagle.com——64$12.81MFYFY2025 filing
Agriculture Capitalagriculturecapital.com——342—
Agrifyagrify.com——72Financial figure available in RadarView in Radar
Cropwise Operationscropwise.com————
DTNdtn.com——1,237—
Farmbritefarmbrite.com————
GreenStalk Gardengreenstalkgarden.com————
Irrigreenirrigreen.com——34Financial figure available in RadarView in Radar
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only
THE KEY SIGNALS

AgriTech Software industry KPIs in the United States

A few useful ratios bring the size of this ecosystem into perspective.

30 August 2026
Hiring participation5.1%

103 of 2,032 tracked companies have open roles.

Funding participation26.3%

535 of 2,032 tracked companies have a recorded round.

Top 3 funding share22.0%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$1M

Midpoint of 1,099 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 22.0% of disclosed capital, while 73.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United States agritech software has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United States agritech software
$0$341.32M$682.63M$1.02B$1.37B2016: $215.05M20162017: $491.95M20172018: $600.79M20182019: $511.39M20192020: $651.27M20202021: $1.2B20212022: $911.51M20222023: $816.67M20232024: $759.81M20242025: $1.14B2025
View the numbers
Annual agritech software funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$215.05M12376
2017$491.95M13487
2018$600.79M14099
2019$511.39M136103
2020$651.27M12599
2021$1.2B113103
2022$911.51M7793
2023$816.67M5488
2024$759.81M3277
2025$1.14B1265
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • FBN11.7%
  • CEA Industries6.0%
  • ProducePay4.4%
  • Other companies78.0%

Funding by stage

1,286 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel522 40.6%
Series A–B326 25.3%
Series C+ / PE51 4.0%
Grants, debt & other387 30.1%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series A05/2026
Cattler $2M

Backed by Homegrown Capital and Grit Road Partners.

Grant (prize money)04/2026
AGR $2M

Backed by NASA and National Science Foundation.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series G11/2021
FBNfbn.com$300M

Backed by ADM and Fidelity Investments and others.

Series F08/2020
FBNfbn.com$250M

Backed by Balyasny Asset Management and Mandi Ventures and others.

Series G10/2023
FBNfbn.com$154.89M

Participating investors were not recorded in this snapshot.

Series D11/2017
FBNfbn.com$110M

Backed by T. Rowe Price and Temasek and others.

Series C12/2022
Enkoenko.ag$79.99M

Backed by Eight Roads Ventures and Nufarm and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
USD · millions · consolidated

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · company accounts; aggregate reporting threshold not met · 1 reporting entities from 12 eligible matches.

Revenue in covered accounts—

Sum of reporting-entity revenue; not the United States market sales.

Net profit / loss—

Combined result for the same cohort.

Aggregate net margin—

Combined net income ÷ combined revenue.

Median company revenue—

The middle covered reporting entity.

Profitable entities—

None of 1 covered entities.

Top-five concentration—

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 1 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
THE UNITED STATES · INDUSTRY COHORTS

How does agritech software compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

8 of the 1,950 companies on this page carry a measured traffic record (0.4%); these are the largest of those, by monthly visits. The median among them is 211,645 visits.

CompanyMonthly visitsAuthorityMobile
Greggreg.app950,8094676.1%
DTNdtn.com293,8964318.9%
Yarboyarbo.com251,2233750.2%
Case_IHcaseih.com242,4755176%
Barn2Doorbarn2door.com180,8163357.8%
Soltechsoltech.com140,3864473.5%
Seedtimeseedtime.us91,3243151.4%
Farmonautfarmonaut.com29,708400.3%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

286 of these companies (14.7%) publish at least one Android app — 475 apps in all, carrying 14.2M installs between them.

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Crop Tech38113.3MBlossom - Plant Identifier 7.7M
Water And Wastewater Management Tech522.1MB-hyve 1.1M
Smart Homes152.1MRachio 621.4K
Livestock Tech58577.2KCow Master - Herd Management 247.2K
Investment Tech3423.4KShah Rukh Khan Bollywood Movie 421.2K
Geographic Information Systems24346.3KClimate FieldView™ 166.6K
Iot Applications49310.2KScale-Tec POINT 29.3K
Aquaculture Tech30268.1KFishingMobile 141.2K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 152023Q2: 42023Q22023Q3: 102023Q3: 52023Q32023Q4: 72023Q4: 92023Q42024Q1: 72024Q1: 22024Q12024Q2: 182024Q2: 72024Q22024Q3: 122024Q3: 212024Q32024Q4: 82024Q4: 112024Q42025Q1: 142025Q1: 172025Q12025Q2: 202025Q2: 282025Q22025Q3: 72025Q3: 472025Q32025Q4: 162025Q4: 502025Q42026Q1: 212026Q1: 752026Q1

Darker bars are new releases, lighter bars apps updated. 458 of 475 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the United States agritech software market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Agritech1,982
Enterprise tech1,779
B2b agritech1,779
Enterprise software672
Saas388
Food and agriculture saas356
Consumer digital324
Deep tech223
Indoor farming188
Industrial internet of things96
Hydroponics93
Smart led lights86

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Agritech

The largest measured segment in this report snapshot.

1982companies
5.0%have hiring activity

99 companies hiring · $8.04B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription1,148
Physical commerce581
E-commerce - product555
Fee-for-service214
Commission on transaction154
Advertising68
E-commerce - service58
Licensing11
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundsagrsensors.com ↗

AgFunderNews 🇺🇸 Advanced growing resources raises $2m from NASA and NSF to diagnose crop afflictions a week earlier

Mergers & acquisitionsmonarchtractor.com ↗

Caterpillar Inc. has acquired self-driving electric tractor startup Monarch Tractor, according to people familiar with the matter.

Mergers & acquisitionshawthorne-gardening.com ↗

MINNEAPOLIS — Vireo Growth Inc. acquired Hawthorne Gardening Company LLC from the ScottsMiracle-Gro Company in an all-stock transaction.

Funding roundsyarbo.com ↗

Yarbo, a smart yard robotics brand, has raised close to RMB 200 million (USD 28.9 million) in a new round. Backers include Green Pine Capital Partners, Wenrun Investment, Ananda, UNT Capital, and Longhua Capital.

Funding roundstargan.com ↗

🇺🇸 TARGAN secures $100m growth financing from Symbiotic Capital GK News

Mergers & acquisitionsthct.io ↗

The nutrient and fertilizer segment of the portfolio includes Kalix, a commercial-scale specialty cannabis nutrient brand with nationwide and international sales, accessible at www.kalixcpn.com, and NPK Industries, serving hobby and home gardeners through www.npk-industries.com.

Mergers & acquisitionszoetis.com ↗

Zoetis Inc., a leading animal health company headquartered in Parsippany, announced that it has entered into a definitive agreement with Neogen Corporation to acquire its animal genomics business for $160 million, subject to customary closing adjustments.

Mergers & acquisitionsurban-gro.com ↗

Agriculture operator urban-gro Inc (NASDAQ: UGRO) attracted investor attention on Feb. 17 after revealing that it has completed a merger with Flash Sports and Media.

Funding roundsupsiderobotics.com ↗

Upside Robotics has raised $7.5 million in seed funding to propel its next phase of growth, giving the Velocity-based startup momentum to deepen its partnerships with farmers and agricultural companies across Canada.

Full recorded event mix

Top 10 categories among 500 recorded events in the 24-month window.

Funding rounds
101
Leadership moves
98
Earnings
72
Mergers & acquisitions
57
Asset acquisitions
36
Company announcements
32
Contracts
28
New products
20
Capital infusions
12
Regulatory
11
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

38 tracked people moves

Mike Seely

Resignation Board Member and Strategic Advisor

Jason Benater

Appointment Chief Executive Officer

Athena ↗
Aditya Jain

Appointment Associate Partner

Athena ↗
Colonel Shashank Kaushal

Appointment Senior Advisor

Athena ↗
Dr. Rajendar Pal Singh

Appointment Strategic Advisor to Aditya Jain

Pattern ↗
David Jennison

Appointment Managing Director, Europe

Bell Labs ↗
Annie Carney

Appointment Key Account Manager – West Region

Bell Labs ↗
Brian Lynch

Appointment Technical Representative – Mid-Atlantic

Product launches

Products, platforms and features in the recorded window

SharpShooter™ precision application system

Agriculture technology

ClimateAI ↗
Enterprise Climate Planning (ECP) platform

Climate risk modeling platform

DTN ↗
DTN Ag Hub

Data-driven agribusiness solution

DTN ↗
Grain Intelligence

Sales intelligence suite

Large Plant Model

AI system for autonomous farming robots

Ceres AI ↗
Ceres AI integration with John Deere Operations Center

Agricultural intelligence integration

PetVivo ↗
PetVivo.ai

Artificial Intelligence Platform (SaaS)

Treasury Dashboard

Feature

Workforce actions

2 companies with reported reductions

10.0% rolescost reduction

Sunseeker ↗

Scale not stated rolescash-flow challenges

Regulatory events

18 recorded events

SEC

AgEagle ↗

regained compliance with listing standardsNYSE American

securities halted from quotation on OTCID marketplaceOTC Markets Group, Inc.

trading halted on OTCIDOTC Markets Group, Inc.

Litigation

6 tracked suits

Company
Abraham Gomez v cea industries, Hans Thomas

Corporate governance and operational infrastructure dispute ·

Company
Noteholders v tilt holdings

Company restructuring under the Companies\' Creditors Arrangement Act (CCAA)Regulatory · Ongoing

Earnings pulse

Reported company results in the recorded window.

12companies
77period observations
1.6%median reported growth

Median across 60 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
caterpillar→Monarch Tractor ↗Rumored2026-04-19Not stated in snapshot
ideanomics→Solectrac ↗Completed2026-04-14Not stated in snapshot
Vireo Growth→Hawthorne Gardening ↗2026-04-09$83.7M
Zoetis→neogenAnnounced2026-03-03$160.0M
THC Therapeutics→Jefferson Soul2026-03-03Not stated in snapshot
THC Therapeutics→kalix2026-03-03Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

2,240 postings in the preceding 12 months. The full 3,299-posting snapshot covers 141 employers.

Expand panel +

Most advertised job titles

Medical Field Case Manager67
Website Content Manager28
Account Manager28
Dental Assistant26
Mortgage Loan Officer25
Escrow Officer25
1 internship postings

41 tracked postings mention remote work.

The seniority mix

952 postings specify a level.

unspecified
2,347
manager
575
senior
233
lead
71
entry
43
intern
30

Skills employers mention

Top skills across 3,299 tracked postings in the available jobs snapshot.

Typescript
83
Rust
80
Python
76
React
73
Kubernetes
63
Aws
61
Salesforce
59
Postgres
50
Excel
49
Gcp
45
ADVERTISED PAY$70.7K/ year

Median across 128 postings with pay data, expressed in USD.

Salary by seniority

manager$90.0K/ year44 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

1,087 founders and chief executives across 830 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

137 profiles with education records.

Stanford University
18
Cornell University
16
Harvard University
16
Massachusetts Institute of Technology
12
University of California (Berkeley)
11
Carnegie Mellon University
9
Harvard Business School
8
University of Pennsylvania
8

Prior employers

24 profiles with prior-work records.

Microsoft
9
Google
5
Boston Consulting Group
3
Cisco
2
Bain
2
Morgan Stanley
1
Amazon
1
McKinsey
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

2,148,811 articles in the measured 12-month window.

Expand panel +
2,148,811articles in the measured year
213,468articles in 2026Q2
22.0%positive tone in the latest complete year

News volume trends

AgriTech Software coverage across United States · articles per complete quarter

0367,788735,5771,103,3651,471,1542021Q2: 464,0772021Q22021Q3: 486,7262021Q4: 464,9962022Q1: 508,4612022Q2: 501,2002022Q22022Q3: 515,3762022Q4: 577,1812023Q1: 597,3842023Q2: 596,5732023Q22023Q3: 535,8932023Q4: 501,8922024Q1: 514,5572024Q2: 499,1962024Q22024Q3: 491,5232024Q4: 525,5092025Q1: 779,4812025Q2: 541,6742025Q22025Q3: 1,279,2642025Q4: 270,4522026Q1: 385,6272026Q2: 213,4682026Q2
View quarterly article counts
QuarterArticles
2021Q2464,077
2021Q3486,726
2021Q4464,996
2022Q1508,461
2022Q2501,200
2022Q3515,376
2022Q4577,181
2023Q1597,384
2023Q2596,573
2023Q3535,893
2023Q4501,892
2024Q1514,557
2024Q2499,196
2024Q3491,523
2024Q4525,509
2025Q1779,481
2025Q2541,674
2025Q31,279,264
2025Q4270,452
2026Q1385,627
2026Q2213,468

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
296,767 positive · 941,048 neutral · 291,943 negative
2022
411,495 positive · 1,278,490 neutral · 410,915 negative
2023
489,847 positive · 1,312,526 neutral · 427,908 negative
2024
544,574 positive · 1,021,131 neutral · 463,643 negative
2025
632,514 positive · 1,434,993 neutral · 801,319 negative

Leading coverage topics

AgriTech Software coverage across United States · ranked by full-period article count.

Administrative And Political Subdivisions4,323,782 articles in the full recorded period
929,769 recent · 795,454 prior
Geopolitical Disputes And Contested Areas319,955 articles in the full recorded period
106,786 recent · 82,221 prior
International And Transnational Geographic Entities319,787 articles in the full recorded period
106,735 recent · 82,153 prior
International Political Relations207,820 articles in the full recorded period
53,534 recent · 51,850 prior
Security And Defense Policies144,986 articles in the full recorded period
41,603 recent · 34,976 prior
Cryptocurrency Impact On Forex Markets122,491 articles in the full recorded period
34,806 recent · 31,373 prior
International Relations And Diplomacy95,734 articles in the full recorded period
22,268 recent · 24,221 prior
Geographic Naming Conventions And Etymology81,582 articles in the full recorded period
44,273 recent · 9,156 prior
Trade Policies And Agreements73,515 articles in the full recorded period
23,844 recent · 32,540 prior
Human Rights Advocacy Reports69,479 articles in the full recorded period
16,486 recent · 22,317 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

AgriTech Software coverage across United States

KeywordRecentPriorChange
countries3,9251,959100%
etf trading2,8731,65973%
oil price volatility2,5451,101131%
etfs2,4521,48265%
sector etfs2,2941,39864%
etf products2,1651,23475%
etf structures2,0881,24068%
crypto volatility fx1,76091193%
export sanctions1,729615181%
commodity trading1,687669152%
tariff negotiations12,50620,813-40%
free trade deals5,2968,438-37%
stock price2,3053,829-40%
trade enforcement1,9853,228-39%
economic slowdown1,4432,775-48%

Event and signal lenses

AgriTech Software coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

1,605,429 classified articles

territories, disputed islands, tariff negotiations

42.3% critical · 19.7% positive
Rising

Funding Momentum

254,812 classified articles

investment deal, inflation reports fx, currency intervention policies

45.8% critical · 40.5% positive
Rising

Growth

382,989 classified articles

earnings report, quarterly results, quarterly financials

36.2% critical · 44.2% positive

AgriTech Software coverage across United States. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What AgriTech Software research is working on

2,521 papers in the recorded india scope.

Expand panel +
2,521papers
27,496worldwide comparison pool
2,521India-affiliated papers

Research orientation

Promising
1,050
Breakthrough
616
Descriptive
358
Problem-identifying
251
Comparative
136
Cautionary
104
Critical
6

Contribution mix

Methods-led
1,264
Empirical
817
Reviews
349
Position pieces
89
Theoretical
2

Tone counts: 2,447 positive · 50 neutral · 24 negative.

Common problems researchers identify
257 papers · 10.2% of this field
  • Agriculture174 papers
  • Precision agriculture122 papers
  • Sustainability43 papers
  • Food security17 papers
  • Agricultural engineering17 papers
  • Drone14 papers
  • Production14 papers
  • Big data13 papers

Landmark: Nanofertilizer for Precision and Sustainable Agriculture: Current State and Future Perspectives

Cautions
104 papers · 4.1% of this field
  • Agriculture38 papers
  • Precision agriculture32 papers
  • Yield15 papers
  • Agricultural engineering11 papers
  • Remote sensing10 papers
  • Crop10 papers
  • Canopy10 papers
  • Fertilizer8 papers

Landmark: An experimental LoRa performance evaluation in tree farm

Opportunities
1,666 papers · 66.1% of this field
  • Precision agriculture746 papers
  • Agriculture527 papers
  • Remote sensing164 papers
  • Hyperspectral imaging122 papers
  • Multispectral image114 papers
  • Agricultural engineering104 papers
  • Irrigation93 papers
  • Sustainability85 papers

Landmark: Remote Sensing and Control of an Irrigation System Using a Distributed Wireless Sensor Network

Leading institutions

Agricultural Research Service
3,225
University of Nebraska–Lincoln
3,040
National Research Council
2,398
Purdue University West Lafayette
1,781
North Dakota State University
1,545
Iowa State University
1,524

Leading researchers

Viacheslav I. Adamchuk
1,493
Robin Gebbers
1,465
Ram L. Ray
1,314
Rajendra P. Sishodia
1,295
Sudhir Kumar Singh
1,277
Salvatore Filippo Di Gennaro
896
Yiannis Ampatzidis
869
Robert G. Evans
844

Highly cited breakthrough-labelled papers

  • A CNN-RNN Framework for Crop Yield Prediction549 citations
  • Development and evaluation of a low-cost and smart technology for precision weed management utilizing artificial intelligence405 citations
  • Towards Smart Farming and Sustainable Agriculture with Drones256 citations
  • Identification of Citrus Trees from Unmanned Aerial Vehicle Imagery Using Convolutional Neural Networks205 citations
  • Deep Object Detection of Crop Weeds: Performance of YOLOv7 on a Real Case Dataset from UAV Images192 citations

Common problems researchers identify

219 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Sustainable Yield MonitoringCommon problems researchers identify · 01

Sustainable Yield Monitoring

68 papers

31.1% of this theme group

Researchers highlight challenges in measuring and managing crop water needs and yield data for sustainable farming.

Agriculture (47) · Sustainability (18) · Yield (6) · Crop (6)

Robotic Assessment of a Crop’s Need for Watering: Automating a Time-Consuming Task to Support Sustainable Agriculture

Yield monitor data: Collection, management, and usage

View research history
YearShare index
2022874.2
2023902.7
2024871.6
20251043.0
Precision Irrigation GapsCommon problems researchers identify · 02

Precision Irrigation Gaps

68 papers

31.1% of this theme group

Studies point to unresolved issues in site‑specific irrigation and nutrient management within precision agriculture.

Precision agriculture (63) · Agriculture (51) · Agricultural science (5) · Production (8)

Precision Agriculture and Irrigation: Current U.S. Perspectives

Precision agriculture technologies for soil site-specific nutrient management: A comprehensive review

View research history
YearShare index
2022328.4
2023308.5
2024232.9
2025114.0
Big Data IntegrationCommon problems researchers identify · 03

Big Data Integration

48 papers

21.9% of this theme group

Papers discuss difficulties linking IoT streams, computer vision, and large datasets for smart farming.

Agriculture (37) · Big data (10) · Precision agriculture (28) · Internet of Things (5)

Computer vision in smart agriculture and precision farming: Techniques and applications

Technologies Driving the Shift to Smart Farming: A Review

View research history
YearShare index
2022685.1
2023693.3
2024837.6
2025766.0
Drone Imaging LimitationsCommon problems researchers identify · 04

Drone Imaging Limitations

35 papers

16.0% of this theme group

Researchers note technical and operational constraints of UAV‑based hyperspectral and multispectral imaging for crops.

Drone (13) · Hyperspectral imaging (8) · Precision agriculture (25) · Multispectral image (7)

Drones: The Newest Technology for Precision Agriculture

Leveraging precision agriculture techniques using UAVs and emerging disruptive technologies

View research history
YearShare index
2022212.4
2023228.4
2024224.9
2025240.8

Cautions

98 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Responsible Precision FarmingCautions · 01

Responsible Precision Farming

32 papers

32.7% of this theme group

Authors urge careful deployment of precision tools to avoid unintended impacts on food security and sustainability.

Precision agriculture (21) · Agriculture (16) · Food security (3) · Sustainable agriculture (3)

In pursuit of responsible innovation for precision agriculture technologies

Internet of Things-Based Smart Precision Farming in Soilless Agriculture: Opportunities and Challenges for Global Food Security

View research history
YearShare index
2022384.9
2023417.2
2024459.2
2025546.9
Nitrogen Management RisksCautions · 02

Nitrogen Management Risks

27 papers

27.6% of this theme group

Works caution about over‑reliance on variable‑rate nitrogen applications and their agronomic and economic uncertainties.

Yield (10) · Fertilizer (8) · Nitrogen (6) · Agriculture (15)

Narrowing the agronomic yield gap with improved nitrogen use efficiency: a modeling approach

Net Returns from Terrain‐Based Variable‐Rate Nitrogen Management on Dryland Spring Wheat in Northern Montana

View research history
YearShare index
2022190.7
2023182.7
2024167.3
2025166.5
Remote Sensing AccuracyCautions · 03

Remote Sensing Accuracy

23 papers

23.5% of this theme group

Studies highlight potential errors in canopy and terrain models derived from reduced‑density LiDAR and UAV data.

Remote sensing (9) · Canopy (7) · Multispectral image (4) · Hyperspectral imaging (4)

Effects of Reduced Terrestrial LiDAR Point Density on High-Resolution Grain Crop Surface Models in Precision Agriculture

Remote sensing with unmanned aircraft systems for precision agriculture applications

View research history
YearShare index
20221354.9
20231412.1
20241636.4
20251027.1
Sprayer Precision ConcernsCautions · 04

Sprayer Precision Concerns

16 papers

16.3% of this theme group

Research flags challenges in aligning NDVI‑based zones with sprayer control to prevent pesticide over‑application.

Sprayer (5) · Boom (5) · Nozzle (3) · Normalized Difference Vegetation Index (4)

Normalized Difference Vegetation Index and Soil Color‐Based Management Zones in Irrigated Maize

Reducing Pesticide Over-Application with Map-Based Automatic Boom Section Control on Agricultural Sprayers

View research history
YearShare index
202210.9
202311.4
20247.3
20257.8

Opportunities

1,481 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Automated Precision PlatformsOpportunities · 01

Automated Precision Platforms

305 papers

20.6% of this theme group

Emerging devices and systems enable continuous monitoring of crops, livestock, and field conditions.

Precision agriculture (275) · Agriculture (160) · Agricultural engineering (41) · Livestock (11)

Devices, systems, and methods for automated monitoring enabling precision agriculture

Remote Sensing: Advancing the Science and the Applications to Transform Agriculture

View research history
YearShare index
2022339.9
2023346.6
2024402.1
2025283.0
Robotic Crop AssessmentOpportunities · 02

Robotic Crop Assessment

258 papers

17.4% of this theme group

Robotic platforms are being developed for in‑row monitoring and sustainable pesticide use.

Agriculture (90) · Robot (28) · Sustainability (26) · Pesticide (10)

FARMs: A Geospatial Crop Modeling and Agricultural Water Management System

AgBug: Agricultural Robotic Platform for In-Row and Under Canopy Crop Monitoring and Assessment

View research history
YearShare index
2022503.7
2023548.4
2024594.1
2025728.9
Multi‑Sensor UAV PhenotypingOpportunities · 03

Multi‑Sensor UAV Phenotyping

247 papers

16.7% of this theme group

Advanced UAV suites combine hyperspectral and multispectral imaging for detailed plant phenotyping and weed control.

Hyperspectral imaging (94) · Multispectral image (87) · Remote sensing (116) · Precision agriculture (136)

Development and Testing of a UAV-Based Multi-Sensor System for Plant Phenotyping and Precision Agriculture

Ground-based hyperspectral remote sensing for weed management in crop production

View research history
YearShare index
20221382.6
20231446.2
20241673.1
20251086.5
Deep Learning for Plant HealthOpportunities · 04

Deep Learning for Plant Health

190 papers

12.8% of this theme group

Convolutional networks are applied to detect diseases and weeds from aerial and mobile imagery.

Weed (54) · Convolutional neural network (58) · Plant disease (32) · Pattern recognition (25)

A Mobile-Based System for Detecting Plant Leaf Diseases Using Deep Learning

Deep Learning for Weed Detection and Segmentation in Agricultural Crops Using Images Captured by an Unmanned Aerial Vehicle

View research history
YearShare index
2022558.9
2023531.3
2024360.8
2025504.4
Yield Prediction via Vegetation IndicesOpportunities · 05

Yield Prediction via Vegetation Indices

181 papers

12.2% of this theme group

Neural models use canopy metrics to forecast crop yields and guide agronomic decisions.

Yield (66) · Crop yield (41) · Canopy (31) · Agronomy (19)

Application of Vegetation Indices for Agricultural Crop Yield Prediction Using Neural Network Techniques

A Precision Agriculture Approach for Durum Wheat Yield Assessment Using Remote Sensing Data and Yield Mapping

View research history
YearShare index
2022175.7
2023172.8
2024148.7
2025208.0
IoT‑Enabled Real‑Time AnalyticsOpportunities · 06

IoT‑Enabled Real‑Time Analytics

159 papers

10.7% of this theme group

Cloud‑connected sensors provide continuous soil and weather data for on‑the‑fly crop forecasting.

Internet of Things (41) · Agriculture (93) · Precision agriculture (88) · Cloud computing (23)

An IoT-enabled AI system for real-time crop prediction using soil and weather data in precision agriculture

Smart Agriculture: IOT-Based Smart Application for Agriculture

View research history
YearShare index
2022722.7
2023731.6
2024872.6
2025780.8
Soil Moisture Sensing AdvancesOpportunities · 07

Soil Moisture Sensing Advances

141 papers

9.5% of this theme group

New moisture monitoring technologies improve irrigation scheduling and sensor placement strategies.

Water content (50) · Moisture (22) · Soil science (18) · Irrigation (29)

Advanced technologies of soil moisture monitoring in precision agriculture: A Review

A soil moisture‐based framework for guiding the number and location of soil moisture sensors in agricultural fields

View research history
YearShare index
2022251.3
2023237.6
2024191.8
2025140.8

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising41.7%36.5%
Breakthrough24.4%26.6%
Descriptive14.2%17.8%
Problem-identifying10.0%9.8%
Comparative5.4%3.7%
Cautionary4.1%4.5%
Critical0.2%0.9%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity and Privacy in Smart Farming: Challenges and Opportunities130.59%3 (23.1%)0.37%
Bias & fairnessSelection of Hyperspectral Narrowbands (HNBs) and Composition of Hyperspectral Twoband Vegetation Indices (HVIs) for Bio60.27%0 (0.0%)0.15%
Energy & datacenter footprintExploring Green AI Integration for Enhanced Crop Yield and Forest Management: A Sustainable Vision20.09%0 (0.0%)0.06%
Hardware, e-waste & supply chainRobotic Solutions for Sustainable Harvesting Using AI and IoT for Reducing Labor and Resource Waste in Farming10.05%0 (0.0%)0.03%
Safety & misuseAnalysis on Data by Deterioration Ambiguity Technique Using Data Analysis for Agriculture10.05%0 (0.0%)0.01%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.0%
Concentration of compute power00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — the United States

Compare demand signals in the United States’s newsflow with the agritech software categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-07-01 to 2026-07-01Against 2024-07-01 to 2025-07-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

8 the United States demand signals compared with mapped agritech software supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Crop science & resilience ↗Adoption Shift28.60.0+28.6+47.4%
Inputs & irrigation ↗Demand Driver64.350.0+14.3+77.5%
Post-harvest & exports ↗Investment Build-Out35.750.0-14.3+12.1%
Monsoon, drought & crop shocks ↗Environmental Driver50.0100.0-50.0+49.9%
Livestock & dairy ↗Demand Driver35.7—No matching category—-14.0%
Inflation & spending pressure ↗Spending Pressure64.3—No matching category—+18.9%
E-commerce & quick delivery ↗Channel Shift42.9—No matching category—+67.2%
Layoffs & income shocks ↗Spending Pressure78.6—No matching category—+57.7%

Showing all 8 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. the United States is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Connecticut334.0

Inputs & irrigation · Crop science & resilience · Layoffs & income shocks

Kentucky219.4

Inputs & irrigation · Crop science & resilience · Monsoon, drought & crop shocks

Tennessee117.2

Inflation & spending pressure · Layoffs & income shocks · Livestock & dairy

Arkansas98.7

Layoffs & income shocks · Livestock & dairy · Inflation & spending pressure

Colorado84.5

Post-harvest & exports · Livestock & dairy · Layoffs & income shocks

Iowa78.1

Layoffs & income shocks · Livestock & dairy · Monsoon, drought & crop shocks

Kansas73.3

Layoffs & income shocks · Crop science & resilience · Inflation & spending pressure

Arizona72.6

Inflation & spending pressure · Layoffs & income shocks · Monsoon, drought & crop shocks

Oregon72.5

Layoffs & income shocks · Inflation & spending pressure · Monsoon, drought & crop shocks

Nebraska72.3

Livestock & dairy · Layoffs & income shocks · Post-harvest & exports

Wisconsin66.3

Monsoon, drought & crop shocks · Layoffs & income shocks · Livestock & dairy

Delaware61.2

Post-harvest & exports · Layoffs & income shocks · Livestock & dairy

Inside the leading signals

Open any signal for its quarterly history
ADOPTION SHIFTCrop science & resilience+28.6percentile-point gap
THE OPERATING HYPOTHESIS

Resilience breeding can shift what farms buy — seeds, traits and the tools around them.

3.0mentions per 10,000 articles+47.4%share change vs prior year

Mapped agritech software categories

  • Agritech1,982
  • B2B Agritech1,779
  • Indoor Farming188

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

025792024Q3: 22024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 22025Q42026Q1: 32026Q12026Q2: 82026Q2
View quarterly signal counts
Crop science & resilience in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q33932.31
2024Q43041.71
2025Q15422.17
2025Q23011.89
2025Q34311.58
2025Q43182.63
2026Q14603.19
2026Q26338.22

Where this signal concentrates in the comparison geography

Connecticut105.8 / 10,000
Kentucky47.7 / 10,000
Kansas13.5 / 10,000
DEMAND DRIVERInputs & irrigation+14.3percentile-point gap
THE OPERATING HYPOTHESIS

Input costs can pull efficiency tooling — water, fertilizer and soil tech first.

3.42mentions per 10,000 articles+77.5%share change vs prior year

Mapped agritech software categories

  • Agritech1,982
  • B2B Agritech1,779
  • Food And Agriculture Saas356

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

03610132024Q3: 22024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 22025Q42026Q1: 32026Q12026Q2: 112026Q2
View quarterly signal counts
Inputs & irrigation in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q33592.11
2024Q43361.89
2025Q14651.86
2025Q23001.88
2025Q34551.67
2025Q43282.72
2026Q14663.23
2026Q285411.09

Where this signal concentrates in the comparison geography

Connecticut187.7 / 10,000
Kentucky53.5 / 10,000
Kansas9.4 / 10,000
INVESTMENT BUILD-OUTPost-harvest & exports-14.3percentile-point gap
THE OPERATING HYPOTHESIS

Storage and export build-out can pull processing and cold-chain demand with it.

4.25mentions per 10,000 articles+12.1%share change vs prior year

Mapped agritech software categories

  • Agritech1,982
  • B2B Agritech1,779
  • Food And Agriculture Saas356

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

024682024Q3: 12024Q32024Q4: 12024Q42025Q1: 62025Q12025Q2: 32025Q22025Q3: 32025Q32025Q4: 52025Q42026Q1: 52026Q12026Q2: 42026Q2
View quarterly signal counts
Post-harvest & exports in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32521.48
2024Q43021.7
2025Q117376.94
2025Q25783.63
2025Q38183.0
2025Q46245.17
2026Q18205.68
2026Q23474.51

Where this signal concentrates in the comparison geography

Kentucky28.6 / 10,000
Delaware21.2 / 10,000
Colorado17.7 / 10,000
ENVIRONMENTAL DRIVERMonsoon, drought & crop shocks-50.0percentile-point gap
THE OPERATING HYPOTHESIS

Weather shocks can pull irrigation, crop-protection and risk tooling demand season by season.

3.66mentions per 10,000 articles+49.9%share change vs prior year

Mapped agritech software categories

  • Agritech1,982
  • B2B Agritech1,779
  • Food And Agriculture Saas356
  • Indoor Farming188

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

024682024Q3: 22024Q32024Q4: 22024Q42025Q1: 12025Q12025Q2: 22025Q22025Q3: 32025Q32025Q4: 22025Q42026Q1: 22026Q12026Q2: 62026Q2
View quarterly signal counts
Monsoon, drought & crop shocks in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q34912.88
2024Q44842.73
2025Q14971.99
2025Q23792.38
2025Q39533.5
2025Q43392.81
2026Q14312.99
2026Q25296.87

Where this signal concentrates in the comparison geography

Kentucky32.2 / 10,000
Wisconsin26.2 / 10,000
Colorado12.6 / 10,000
DEMAND DRIVERLivestock & dairy—supply not mapped
THE OPERATING HYPOTHESIS

Livestock economics can pull husbandry, feed and health tooling demand.

4.4mentions per 10,000 articles-14.0%share change vs prior year

Mapped agritech software categories

This signal has no matching category in the page’s agritech software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

0358112024Q3: 22024Q32024Q4: 32024Q42025Q1: 92025Q12025Q2: 32025Q22025Q3: 32025Q32025Q4: 62025Q42026Q1: 42026Q12026Q2: 52026Q2
View quarterly signal counts
Livestock & dairy in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q35042.96
2024Q45713.22
2025Q123189.26
2025Q24873.06
2025Q38833.24
2025Q47336.07
2026Q16734.66
2026Q24175.42

Where this signal concentrates in the comparison geography

Nebraska30.4 / 10,000
Kentucky24.0 / 10,000
Arkansas21.0 / 10,000
SPENDING PRESSUREInflation & spending pressure—supply not mapped
THE OPERATING HYPOTHESIS

Sustained price pressure can shift spending toward value formats.

34.66mentions per 10,000 articles+18.9%share change vs prior year

Mapped agritech software categories

This signal has no matching category in the page’s agritech software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

0142943572024Q3: 272024Q32024Q4: 242024Q42025Q1: 212025Q12025Q2: 482025Q22025Q3: 292025Q32025Q4: 492025Q42026Q1: 302026Q12026Q2: 362026Q2
View quarterly signal counts
Inflation & spending pressure in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3466827.39
2024Q4428324.15
2025Q1536921.46
2025Q2775748.67
2025Q3807429.63
2025Q4601249.81
2026Q1442130.63
2026Q2279136.26

Where this signal concentrates in the comparison geography

Tennessee62.2 / 10,000
Arizona29.2 / 10,000
Utah24.6 / 10,000
CHANNEL SHIFTE-commerce & quick delivery—supply not mapped
THE OPERATING HYPOTHESIS

Online and quick-commerce adoption can migrate spend across channels faster than networks adapt.

1.74mentions per 10,000 articles+67.2%share change vs prior year

Mapped agritech software categories

This signal has no matching category in the page’s agritech software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

011232024Q3: 02024Q32024Q4: 12024Q42025Q1: 02025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 22025Q42026Q1: 12026Q12026Q2: 12026Q2
View quarterly signal counts
E-commerce & quick delivery in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q31600.94
2024Q42351.33
2025Q11830.73
2025Q22121.33
2025Q34391.61
2025Q42942.44
2026Q12281.58
2026Q21111.44

Where this signal concentrates in the comparison geography

Delaware4.7 / 10,000
Arizona4.0 / 10,000
SPENDING PRESSURELayoffs & income shocks—supply not mapped
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

24.69mentions per 10,000 articles+57.7%share change vs prior year

Mapped agritech software categories

This signal has no matching category in the page’s agritech software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

091827362024Q3: 152024Q32024Q4: 142024Q42025Q1: 132025Q12025Q2: 192025Q22025Q3: 242025Q32025Q4: 312025Q42026Q1: 192026Q12026Q2: 242026Q2
View quarterly signal counts
Layoffs & income shocks in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3269215.79
2024Q4265714.98
2025Q1345713.81
2025Q2305519.17
2025Q3668724.54
2025Q4376131.16
2026Q1284319.69
2026Q2188524.49

Where this signal concentrates in the comparison geography

Tennessee44.9 / 10,000
Arkansas41.1 / 10,000
Iowa26.8 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

the United States agritech software coverage

Expand panel +
RESEARCH CONTEXT · 2023

Household food security in the United States in 2022

395 citations in the snapshot

RESEARCH CONTEXT · 2018

Climate-Driven Crop Yield and Yield Variability and Climate Change Impacts on the U.S. Great Plains Agricultural Production

Scientific Reports

382 citations in the snapshot

RESEARCH CONTEXT · 2018

Estimating the Impact of Drought on Agriculture Using the U.S. Drought Monitor

American Journal of Agricultural Economics

238 citations in the snapshot

RESEARCH CONTEXT · 2018

Does Urban Agriculture Improve Food Security? Examining the Nexus of Food Access and Distribution of Urban Produced Foods in the United States: A Systematic Review

Sustainability

234 citations in the snapshot

What is growing in this coverage

the United States coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
equatorial pacific anomalies13943298.4%
heavy snow warning7027219.5%
supply and demand4820195.8%
anthropogenic warming4921187.6%
greenhouse gas weather impact14565174.9%
nutrient management plan6734142.9%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

AgriTech Software in the United States: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 30 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon