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Agriculture Sensor Global Market Report 2024

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    Report

  • 200 Pages
  • December 2023
  • Region: Global
  • The Business Research Company
  • ID: 5741713
Agricultural sensors play a vital role in smart farming by assisting farmers in optimizing and monitoring crops, enabling them to respond to dynamically changing environmental conditions. These sensors are instrumental in predicting and addressing challenges arising from global temperature changes that may render the environment unsuitable for crops. Precision agriculture, facilitated by agricultural sensors, offers a wide range of benefits, including weather forecasts, real-time farm tracking, and optimized field requirements.

The main types of agriculture sensors include humidity sensors, electrochemical sensors, mechanical sensors, optical sensors, pressure sensors, water sensors, soil sensors, and location sensors. Humidity sensors, for example, are utilized to measure the moisture and humidity ratio of land. There are four main types of humidity sensors such as conductive humidity sensors, thermal conductivity sensors, optic hygrometers, and oscillating hygrometers. These sensors find applications in various industries such as manufacturing, automotive, aerospace, packaging, healthcare, electronics, and others. In agriculture, they are used for soil monitoring, yield mapping and monitoring, disease detection and control, weed mapping, and various other applications.

The agriculture sensor market research report is one of a series of new reports that provides agriculture sensor market statistics, including agriculture sensor industry global market size, regional shares, competitors with agriculture sensor market share, detailed agriculture sensor market segments, market trends and opportunities, and any further data you may need to thrive in the agriculture sensor industry. This agriculture sensor research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The agriculture sensor market size has grown rapidly in recent years. It will grow from $1.78 billion in 2023 to $2.09 billion in 2024 at a compound annual growth rate (CAGR) of 17.7%. The growth observed in the historic period can be attributed to several factors, including global population growth, government initiatives and subsidies supporting agriculture, increased adoption of precision agriculture practices, concerns related to climate change and the environment, and a rise in crop losses. These combined influences have played a significant role in shaping the positive trajectory witnessed during that time.

The agriculture sensor market size is expected to see rapid growth in the next few years. It will grow to $3.84 billion in 2028 at a compound annual growth rate (CAGR) of 16.4%. The anticipated growth in the forecast period can be attributed to various factors, including the emergence of new markets, a growing demand for automation in agriculture, increased demand for agricultural products, the adoption of smart farming techniques, and rising investments from both the public and private sectors. Key trends expected during this period encompass the development of multi-parameter sensors, the integration of edge computing, the application of artificial intelligence (AI) and machine learning, the use of remote sensing technologies, and the implementation of IoT-enabled sensors within the agriculture sensor industry.

The growth of the agriculture sensor market is expected to be driven by the increasing adoption of smart farming practices in the years to come. Agriculture sensors find extensive use in smart farming techniques, facilitating a range of on-field activities like weather forecasting, monitoring leaf wetness and trunk diameter, and the precise application of pesticides and insecticides. The notable advantages of these sensors over conventional technologies, including easy installation, cost-effectiveness, reduced environmental pollution, and remote control capabilities, have contributed to their widespread utilization in agricultural applications. A study conducted by the McKinsey Global Institute predicts that smart farming practices could generate economic benefits of up to $11 trillion globally by 2025, further underlining the accelerated adoption of smart farming practices within agricultural communities as a driving force for the agricultural sensor market's growth.

The agriculture sensor market is also expected to experience growth due to the increasing concerns surrounding food security. Food security concerns encompass the challenges and apprehensions associated with ensuring a consistent, adequate, and safe food supply for populations, with factors like access, availability, and distribution playing a pivotal role. Agriculture sensors play a critical role in enabling farmers to monitor and optimize various facets of their operations, encompassing soil health, weather conditions, and crop growth, ultimately enhancing productivity and ensuring a more reliable food supply. A report from the Eurasia Group, a U.S.-based political risk research and consulting firm, indicated a projected increase in the number of people facing food insecurity globally, reaching 243 million by November 2022, impacting a total of 1.9 billion individuals. Consequently, the growing concerns about food security are expected to drive the growth of the agricultural sensor market in the forecasted period.

A notable trend in the agricultural sensor market is the emergence of advanced technologies. Key industry players are focusing on the development of innovative products incorporating emerging technologies and cost-effective features to meet the rising demand for smart farming technologies and solutions on a global scale. An illustrative instance includes Monnit Corporation, a U.S.-based manufacturer of remote monitoring and wireless sensors, launching the ALTA Soil Moisture Sensor in March 2021. This sensor not only measures soil moisture but also temperature, providing alerts to operators through mobile devices and computers, assisting in efficient watering of crops and commercial landscaping.

Prominent players within the agricultural sensor market are at the forefront of introducing innovative solutions, with a recent emphasis on the integration of electro-optical sensors to enhance fertilizer optimization. Electro-optical sensors represent a convergence of electronics and optics, enabling the detection and analysis of electromagnetic spectrum data. These sensors are adept at converting light or infrared radiation into electrical signals, serving a variety of applications including imaging, surveillance, target tracking, and remote sensing. An illustrative example can be found in April 2023, where DOTS (Data Of The Soil), an Israel-based company specializing in soil monitoring systems, unveiled an electro-optical sensor and information system. This sensor empowers users to fine-tune fertilizer application by leveraging real-time, accessible soil data, leading to substantial reductions in fertilizer usage.

In another noteworthy development in November 2021, Sentera, a U.S.-based agricultural service provider, executed the acquisition of Insight Sensing, an American smart agriculture company renowned for its contributions to precision agriculture and remote sensing technologies. The financial terms of this acquisition remain undisclosed. Sentera's strategic objective behind this move is to expand the capabilities of its product portfolio and strengthen its collaborations in the domain of agricultural services.

Major companies operating in the agriculture sensor market include Libelium Comunicaciones Distribuidas S.L., Auroras, Acuity Agriculture, Pycno, AgSmarts Inc., edyn Limited, Acclima Inc., CAIPOS GmbH, Vegetronix Inc., Sentek Pty Ltd., AquaSpy Inc., CropX, Ag Leader Technology, Sol Chip Ltd., Sentera LLC, dol-sensors A/S, Glana Sensors AB, Monnit Corporation, Sensoterra, Phytech Ltd., Stellapps Technologies Pvt. Ltd., Mastiline Electronics, CanopyBoulder, Motorleaf Inc., Spensa Technologies Inc., FieldIn, Saturas Ltd., Farmobile LLC, Grassometer, Farmers Edge Inc., Advanced Animal Diagnostics Inc., Granular Inc., Trace Genomics, Arable Labs Inc., CropMetrics LLC, AgriData Inc.

North America was the largest region in the agriculture sensor market in 2023. Asia-Pacific is expected to be the fastest-growing region in the agriculture sensor market share during the forecast period. The regions covered in the agriculture sensor market analysis report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.

The countries covered in the Agriculture Sensor market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA.

The agriculture sensor market consists of revenues earned by entities by providing agriculture sensor services such as air temperature, soil temperature at various depths, rainfall, leaf wetness, chlorophyll, wind speed, dew point temperature, wind direction. The market value includes the value of related goods sold by the service provider or included within the service offering. The agriculture sensor market also includes GPS, accelerometers, smart cameras, and pH sensors which are used in providing agriculture sensor services. Values in this market are ‘factory gate’ values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.


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Table of Contents

1. Executive Summary2. Agriculture Sensor Market Characteristics3. Agriculture Sensor Market Trends And Strategies
4. Agriculture Sensor Market - Macro Economic Scenario
4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market
5. Global Agriculture Sensor Market Size and Growth
5.1. Global Agriculture Sensor Market Drivers and Restraints
5.1.1. Drivers Of The Market
5.1.2. Restraints Of The Market
5.2. Global Agriculture Sensor Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Agriculture Sensor Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)
6. Agriculture Sensor Market Segmentation
6.1. Global Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Humidity Sensor
Electrochemical Sensor
Mechanical Sensor
Optical Sensor
Pressure Sensor
Water Sensor
Soil Sensor
Location Sensor
6.2. Global Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Soil Monitoring
Yield Mapping and Monitoring
Disease Detection and Control
Weed Mapping
Other Applications
7. Agriculture Sensor Market Regional And Country Analysis
7.1. Global Agriculture Sensor Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Agriculture Sensor Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8. Asia-Pacific Agriculture Sensor Market
8.1. Asia-Pacific Agriculture Sensor Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
9. China Agriculture Sensor Market
9.1. China Agriculture Sensor Market Overview
9.2. China Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
10. India Agriculture Sensor Market
10.1. India Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11. Japan Agriculture Sensor Market
11.1. Japan Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.2. Japan Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12. Australia Agriculture Sensor Market
12.1. Australia Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13. Indonesia Agriculture Sensor Market
13.1. Indonesia Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14. South Korea Agriculture Sensor Market
14.1. South Korea Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.2. South Korea Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15. Western Europe Agriculture Sensor Market
15.1. Western Europe Agriculture Sensor Market Overview
15.2. Western Europe Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16. UK Agriculture Sensor Market
16.1. UK Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17. Germany Agriculture Sensor Market
17.1. Germany Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18. France Agriculture Sensor Market
18.4. France Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.5. France Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19. Italy Agriculture Sensor Market
19.7. Italy Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.8. Italy Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20. Spain Agriculture Sensor Market
20.10. Spain Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.11. Spain Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21. Eastern Europe Agriculture Sensor Market
21.1. Eastern Europe Agriculture Sensor Market Overview
21.2. Eastern Europe Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22. Russia Agriculture Sensor Market
22.1. Russia Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23. North America Agriculture Sensor Market
23.1. North America Agriculture Sensor Market Overview
23.2. North America Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24. USA Agriculture Sensor Market
24.1. USA Agriculture Sensor Market Overview
24.2. USA Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25. Canada Agriculture Sensor Market
25.1. Canada Agriculture Sensor Market Overview
25.2. Canada Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26. South America Agriculture Sensor Market
26.1. South America Agriculture Sensor Market Overview
26.2. South America Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27. Brazil Agriculture Sensor Market
27.1. Brazil Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28. Middle East Agriculture Sensor Market
28.1. Middle East Agriculture Sensor Market Overview
28.2. Middle East Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29. Africa Agriculture Sensor Market
29.1. Africa Agriculture Sensor Market Overview
29.2. Africa Agriculture Sensor Market, Segmentation By Sensor Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Agriculture Sensor Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
30. Agriculture Sensor Market Competitive Landscape And Company Profiles
30.1. Agriculture Sensor Market Competitive Landscape
30.2. Agriculture Sensor Market Company Profiles
30.2.1. Libelium Comunicaciones Distribuidas S.L.
30.2.1.1. Overview
30.2.1.2. Products and Services
30.2.1.3. Strategy
30.2.1.4. Financial Performance
30.2.2. Auroras
30.2.2.1. Overview
30.2.2.2. Products and Services
30.2.2.3. Strategy
30.2.2.4. Financial Performance
30.2.3. Acuity Agriculture
30.2.3.1. Overview
30.2.3.2. Products and Services
30.2.3.3. Strategy
30.2.3.4. Financial Performance
30.2.4. Pycno
30.2.4.1. Overview
30.2.4.2. Products and Services
30.2.4.3. Strategy
30.2.4.4. Financial Performance
30.2.5. AgSmarts Inc.
30.2.5.1. Overview
30.2.5.2. Products and Services
30.2.5.3. Strategy
30.2.5.4. Financial Performance
31. Global Agriculture Sensor Market Competitive Benchmarking32. Global Agriculture Sensor Market Competitive Dashboard33. Key Mergers And Acquisitions In The Agriculture Sensor Market
34. Agriculture Sensor Market Future Outlook and Potential Analysis
34.1 Agriculture Sensor Market In 2028 - Countries Offering Most New Opportunities
34.2 Agriculture Sensor Market In 2028 - Segments Offering Most New Opportunities
34.3 Agriculture Sensor Market In 2028 - Growth Strategies
34.3.1 Market Trend Based Strategies
34.3.2 Competitor Strategies
35. Appendix
35.1. Abbreviations
35.2. Currencies
35.3. Historic And Forecast Inflation Rates
35.4. Research Inquiries
35.5. The Business Research Company
35.6. Copyright And Disclaimer

Executive Summary

Agriculture Sensor Global Market Report 2024 provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on agriculture sensor market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war’s impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • All data from the report will also be delivered in an excel dashboard format.

Description:

Where is the largest and fastest growing market for agriculture sensor? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? This report answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market’s historic and forecast market growth by geography.
  • The market characteristics section of the report defines and explains the market.
  • The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
  • The forecasts are made after considering the major factors currently impacting the market. These include:
  • The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.
  • The impact of higher inflation in many countries and the resulting spike in interest rates.
  • The continued but declining impact of COVID-19 on supply chains and consumption patterns.
  • Market segmentations break down the market into sub markets.
  • The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
  • The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
  • The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

  • Markets Covered: 1) By Sensor Type: Humidity Sensor; Electrochemical Sensor; Mechanical Sensor; Optical Sensor; Pressure Sensor; Water Sensor; Soil Sensor; Location Sensor 2) By Application: Soil Monitoring; Yield Mapping and Monitoring; Disease Detection and Control; Weed Mapping; Other Applications
  • Companies Mentioned: Libelium Comunicaciones Distribuidas S.L.; Auroras; Acuity Agriculture; Pycno; AgSmarts Inc.
  • Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
  • Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
  • Time series: Five years historic and ten years forecast.
  • Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
  • Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
  • Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
  • Delivery format: PDF, Word and Excel Data Dashboard.

Companies Mentioned (Partial List)

A selection of companies mentioned in this report includes, but is not limited to:

  • Libelium Comunicaciones Distribuidas S.L.
  • Auroras
  • Acuity Agriculture
  • Pycno
  • AgSmarts Inc.
  • edyn Limited
  • Acclima Inc.
  • CAIPOS GmbH
  • Vegetronix Inc.
  • Sentek Pty Ltd.
  • AquaSpy Inc.
  • CropX
  • Ag Leader Technology
  • Sol Chip Ltd.
  • Sentera LLC
  • dol-sensors A/S
  • Glana Sensors AB
  • Monnit Corporation
  • Sensoterra
  • Phytech Ltd.
  • Stellapps Technologies Pvt. Ltd.
  • Mastiline Electronics
  • CanopyBoulder
  • Motorleaf Inc.
  • Spensa Technologies Inc.
  • FieldIn
  • Saturas Ltd.
  • Farmobile LLC
  • Grassometer
  • Farmers Edge Inc.
  • Advanced Animal Diagnostics Inc.
  • Granular Inc.
  • Trace Genomics
  • Arable Labs Inc.
  • CropMetrics LLC
  • AgriData Inc.

Methodology

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