The global Artificial Intelligence in Agriculture market size was valued at USD 595.5 million in 2023 and is forecast to a readjusted size of USD 740.2 million by 2030 with a CAGR of 3.2% during review period.
This report studies the Artificial Intelligence (AI) in Agriculture market, from angles of players, regions, product types and end industries, to analyze the status and the future.
Artificial Intelligence (AI) in Agriculture 麻豆原创 size is being driven by the growing adoption of the robots in agriculture. Increasing consumption and rising requirement of better yield of crops are estimated to be one of the major factors that is fueling the demand of robots in agriculture. Increasing consumption motivates farmers to scale up farming operations and give rise to the requirement of automating farming operations. As the farmers are shifting more towards automation, drones and robots have become integral part of agriculture farms and are enhancing yield and improving the product quality. Since AI is the backbone of robotics, increasing adoption of robots in agriculture is estimated to drive the AI in agriculture market growth.
China and the United States are two leaders in AI industry. On the AI 100 list (2022) released by CB Insights, the number of companies in the United States ranks first, with more than 70 companies, followed by the United Kingdom, with 8 companies on the list. China and Canada both holds 5 companies on the list. According to data from the China Academy of Information and Communications Technology, the scale of China's core artificial intelligence industry reached 楼508 billion in 2022, a year-on-year increase of 18%. From 2013 to November 2022, the cumulative number of patent applications for artificial intelligence inventions in the world reached 729,000, and the cumulative number of applications in China reached 389,000, accounting for 53.4%. However, the Global Artificial Intelligence Innovation Index Report 2021 released by the China Institute of Scientific and Technological Information shows that the overall strength of the United States is still far ahead. The number of artificial intelligence companies in the United States is about 4,670, while China has only 880. China's data center is less than 1/78 of that of the United States.
The publisher report includes an overview of the development of the Artificial Intelligence in Agriculture industry chain, the market status of Precision Farming (Machine Learning, Computer Vision), Drone Analytics (Machine Learning, Computer Vision), and key enterprises in developed and developing market, and analysed the cutting-edge technology, patent, hot applications and market trends of Artificial Intelligence in Agriculture.
Regionally, the report analyzes the Artificial Intelligence in Agriculture markets in key regions. North America and Europe are experiencing steady growth, driven by government initiatives and increasing consumer awareness. Asia-Pacific, particularly China, leads the global Artificial Intelligence in Agriculture market, with robust domestic demand, supportive policies, and a strong manufacturing base.
Key Features:
The report presents comprehensive understanding of the Artificial Intelligence in Agriculture market. It provides a holistic view of the industry, as well as detailed insights into individual components and stakeholders. The report analysis market dynamics, trends, challenges, and opportunities within the Artificial Intelligence in Agriculture industry.
The report involves analyzing the market at a macro level:
麻豆原创 Sizing and Segmentation: Report collect data on the overall market size, including the revenue generated, and market share of different by Type (e.g., Machine Learning, Computer Vision).
Industry Analysis: Report analyse the broader industry trends, such as government policies and regulations, technological advancements, consumer preferences, and market dynamics. This analysis helps in understanding the key drivers and challenges influencing the Artificial Intelligence in Agriculture market.
Regional Analysis: The report involves examining the Artificial Intelligence in Agriculture market at a regional or national level. Report analyses regional factors such as government incentives, infrastructure development, economic conditions, and consumer behaviour to identify variations and opportunities within different markets.
麻豆原创 Projections: Report covers the gathered data and analysis to make future projections and forecasts for the Artificial Intelligence in Agriculture market. This may include estimating market growth rates, predicting market demand, and identifying emerging trends.
The report also involves a more granular approach to Artificial Intelligence in Agriculture:
Company Analysis: Report covers individual Artificial Intelligence in Agriculture players, suppliers, and other relevant industry players. This analysis includes studying their financial performance, market positioning, product portfolios, partnerships, and strategies.
Consumer Analysis: Report covers data on consumer behaviour, preferences, and attitudes towards Artificial Intelligence in Agriculture This may involve surveys, interviews, and analysis of consumer reviews and feedback from different by Application (Precision Farming, Drone Analytics).
Technology Analysis: Report covers specific technologies relevant to Artificial Intelligence in Agriculture. It assesses the current state, advancements, and potential future developments in Artificial Intelligence in Agriculture areas.
Competitive Landscape: By analyzing individual companies, suppliers, and consumers, the report present insights into the competitive landscape of the Artificial Intelligence in Agriculture market. This analysis helps understand market share, competitive advantages, and potential areas for differentiation among industry players.
麻豆原创 Validation: The report involves validating findings and projections through primary research, such as surveys, interviews, and focus groups.
麻豆原创 Segmentation
Artificial Intelligence in Agriculture market is split by Type and by Application. For the period 2019-2030, the growth among segments provides accurate calculations and forecasts for consumption value by Type, and by Application in terms of value.
麻豆原创 segment by Type
Machine Learning
Computer Vision
麻豆原创 segment by Application
Precision Farming
Drone Analytics
Agriculture Robots
麻豆原创 segment by players, this report covers
IBM
John Deere
Microsoft
Agribotix
The Climate Corporation
ec2ce
Descartes Labs
Sky Squirrel Technologies
Mavrx
aWhere
Gamaya
Precision Hawk
Granular
Prospera
Cainthus
Spensa Technologies
Resson
FarmBot
Connecterra
Vision Robotics
Harvest Croo
Autonomous Tractor Corporation
Trace Genomics
Vine Rangers
麻豆原创 segment by regions, regional analysis covers
North America (United States, Canada, and Mexico)
Europe (Germany, France, UK, Russia, Italy, and Rest of Europe)
Asia-Pacific (China, Japan, South Korea, India, Southeast Asia, Australia and Rest of Asia-Pacific)
South America (Brazil, Argentina and Rest of South America)
Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of Middle East & Africa)
The content of the study subjects, includes a total of 13 chapters:
Chapter 1, to describe Artificial Intelligence in Agriculture product scope, market overview, market estimation caveats and base year.
Chapter 2, to profile the top players of Artificial Intelligence in Agriculture, with revenue, gross margin and global market share of Artificial Intelligence in Agriculture from 2019 to 2024.
Chapter 3, the Artificial Intelligence in Agriculture competitive situation, revenue and global market share of top players are analyzed emphatically by landscape contrast.
Chapter 4 and 5, to segment the market size by Type and application, with consumption value and growth rate by Type, application, from 2019 to 2030.
Chapter 6, 7, 8, 9, and 10, to break the market size data at the country level, with revenue and market share for key countries in the world, from 2019 to 2024.and Artificial Intelligence in Agriculture market forecast, by regions, type and application, with consumption value, from 2025 to 2030.
Chapter 11, market dynamics, drivers, restraints, trends and Porters Five Forces analysis.
Chapter 12, the key raw materials and key suppliers, and industry chain of Artificial Intelligence in Agriculture.
Chapter 13, to describe Artificial Intelligence in Agriculture research findings and conclusion.
Please Note - This is an on demand report and will be delivered in 2 business days (48 Hours) post payment.
1 麻豆原创 Overview
1.1 Product Overview and Scope of Artificial Intelligence in Agriculture
1.2 麻豆原创 Estimation Caveats and Base Year
1.3 Classification of Artificial Intelligence in Agriculture by Type
1.3.1 Overview: Global Artificial Intelligence in Agriculture 麻豆原创 Size by Type: 2019 Versus 2023 Versus 2030
1.3.2 Global Artificial Intelligence in Agriculture Consumption Value 麻豆原创 Share by Type in 2023
1.3.3 Machine Learning
1.3.4 Computer Vision
1.4 Global Artificial Intelligence in Agriculture 麻豆原创 by Application
1.4.1 Overview: Global Artificial Intelligence in Agriculture 麻豆原创 Size by Application: 2019 Versus 2023 Versus 2030
1.4.2 Precision Farming
1.4.3 Drone Analytics
1.4.4 Agriculture Robots
1.5 Global Artificial Intelligence in Agriculture 麻豆原创 Size & Forecast
1.6 Global Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast by Region
1.6.1 Global Artificial Intelligence in Agriculture 麻豆原创 Size by Region: 2019 VS 2023 VS 2030
1.6.2 Global Artificial Intelligence in Agriculture 麻豆原创 Size by Region, (2019-2030)
1.6.3 North America Artificial Intelligence in Agriculture 麻豆原创 Size and Prospect (2019-2030)
1.6.4 Europe Artificial Intelligence in Agriculture 麻豆原创 Size and Prospect (2019-2030)
1.6.5 Asia-Pacific Artificial Intelligence in Agriculture 麻豆原创 Size and Prospect (2019-2030)
1.6.6 South America Artificial Intelligence in Agriculture 麻豆原创 Size and Prospect (2019-2030)
1.6.7 Middle East and Africa Artificial Intelligence in Agriculture 麻豆原创 Size and Prospect (2019-2030)
2 Company Profiles
2.1 IBM
2.1.1 IBM Details
2.1.2 IBM Major Business
2.1.3 IBM Artificial Intelligence in Agriculture Product and Solutions
2.1.4 IBM Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.1.5 IBM Recent Developments and Future Plans
2.2 John Deere
2.2.1 John Deere Details
2.2.2 John Deere Major Business
2.2.3 John Deere Artificial Intelligence in Agriculture Product and Solutions
2.2.4 John Deere Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.2.5 John Deere Recent Developments and Future Plans
2.3 Microsoft
2.3.1 Microsoft Details
2.3.2 Microsoft Major Business
2.3.3 Microsoft Artificial Intelligence in Agriculture Product and Solutions
2.3.4 Microsoft Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.3.5 Microsoft Recent Developments and Future Plans
2.4 Agribotix
2.4.1 Agribotix Details
2.4.2 Agribotix Major Business
2.4.3 Agribotix Artificial Intelligence in Agriculture Product and Solutions
2.4.4 Agribotix Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.4.5 Agribotix Recent Developments and Future Plans
2.5 The Climate Corporation
2.5.1 The Climate Corporation Details
2.5.2 The Climate Corporation Major Business
2.5.3 The Climate Corporation Artificial Intelligence in Agriculture Product and Solutions
2.5.4 The Climate Corporation Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.5.5 The Climate Corporation Recent Developments and Future Plans
2.6 ec2ce
2.6.1 ec2ce Details
2.6.2 ec2ce Major Business
2.6.3 ec2ce Artificial Intelligence in Agriculture Product and Solutions
2.6.4 ec2ce Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.6.5 ec2ce Recent Developments and Future Plans
2.7 Descartes Labs
2.7.1 Descartes Labs Details
2.7.2 Descartes Labs Major Business
2.7.3 Descartes Labs Artificial Intelligence in Agriculture Product and Solutions
2.7.4 Descartes Labs Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.7.5 Descartes Labs Recent Developments and Future Plans
2.8 Sky Squirrel Technologies
2.8.1 Sky Squirrel Technologies Details
2.8.2 Sky Squirrel Technologies Major Business
2.8.3 Sky Squirrel Technologies Artificial Intelligence in Agriculture Product and Solutions
2.8.4 Sky Squirrel Technologies Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.8.5 Sky Squirrel Technologies Recent Developments and Future Plans
2.9 Mavrx
2.9.1 Mavrx Details
2.9.2 Mavrx Major Business
2.9.3 Mavrx Artificial Intelligence in Agriculture Product and Solutions
2.9.4 Mavrx Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.9.5 Mavrx Recent Developments and Future Plans
2.10 aWhere
2.10.1 aWhere Details
2.10.2 aWhere Major Business
2.10.3 aWhere Artificial Intelligence in Agriculture Product and Solutions
2.10.4 aWhere Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.10.5 aWhere Recent Developments and Future Plans
2.11 Gamaya
2.11.1 Gamaya Details
2.11.2 Gamaya Major Business
2.11.3 Gamaya Artificial Intelligence in Agriculture Product and Solutions
2.11.4 Gamaya Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.11.5 Gamaya Recent Developments and Future Plans
2.12 Precision Hawk
2.12.1 Precision Hawk Details
2.12.2 Precision Hawk Major Business
2.12.3 Precision Hawk Artificial Intelligence in Agriculture Product and Solutions
2.12.4 Precision Hawk Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.12.5 Precision Hawk Recent Developments and Future Plans
2.13 Granular
2.13.1 Granular Details
2.13.2 Granular Major Business
2.13.3 Granular Artificial Intelligence in Agriculture Product and Solutions
2.13.4 Granular Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.13.5 Granular Recent Developments and Future Plans
2.14 Prospera
2.14.1 Prospera Details
2.14.2 Prospera Major Business
2.14.3 Prospera Artificial Intelligence in Agriculture Product and Solutions
2.14.4 Prospera Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.14.5 Prospera Recent Developments and Future Plans
2.15 Cainthus
2.15.1 Cainthus Details
2.15.2 Cainthus Major Business
2.15.3 Cainthus Artificial Intelligence in Agriculture Product and Solutions
2.15.4 Cainthus Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.15.5 Cainthus Recent Developments and Future Plans
2.16 Spensa Technologies
2.16.1 Spensa Technologies Details
2.16.2 Spensa Technologies Major Business
2.16.3 Spensa Technologies Artificial Intelligence in Agriculture Product and Solutions
2.16.4 Spensa Technologies Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.16.5 Spensa Technologies Recent Developments and Future Plans
2.17 Resson
2.17.1 Resson Details
2.17.2 Resson Major Business
2.17.3 Resson Artificial Intelligence in Agriculture Product and Solutions
2.17.4 Resson Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.17.5 Resson Recent Developments and Future Plans
2.18 FarmBot
2.18.1 FarmBot Details
2.18.2 FarmBot Major Business
2.18.3 FarmBot Artificial Intelligence in Agriculture Product and Solutions
2.18.4 FarmBot Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.18.5 FarmBot Recent Developments and Future Plans
2.19 Connecterra
2.19.1 Connecterra Details
2.19.2 Connecterra Major Business
2.19.3 Connecterra Artificial Intelligence in Agriculture Product and Solutions
2.19.4 Connecterra Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.19.5 Connecterra Recent Developments and Future Plans
2.20 Vision Robotics
2.20.1 Vision Robotics Details
2.20.2 Vision Robotics Major Business
2.20.3 Vision Robotics Artificial Intelligence in Agriculture Product and Solutions
2.20.4 Vision Robotics Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.20.5 Vision Robotics Recent Developments and Future Plans
2.21 Harvest Croo
2.21.1 Harvest Croo Details
2.21.2 Harvest Croo Major Business
2.21.3 Harvest Croo Artificial Intelligence in Agriculture Product and Solutions
2.21.4 Harvest Croo Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.21.5 Harvest Croo Recent Developments and Future Plans
2.22 Autonomous Tractor Corporation
2.22.1 Autonomous Tractor Corporation Details
2.22.2 Autonomous Tractor Corporation Major Business
2.22.3 Autonomous Tractor Corporation Artificial Intelligence in Agriculture Product and Solutions
2.22.4 Autonomous Tractor Corporation Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.22.5 Autonomous Tractor Corporation Recent Developments and Future Plans
2.23 Trace Genomics
2.23.1 Trace Genomics Details
2.23.2 Trace Genomics Major Business
2.23.3 Trace Genomics Artificial Intelligence in Agriculture Product and Solutions
2.23.4 Trace Genomics Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.23.5 Trace Genomics Recent Developments and Future Plans
2.24 Vine Rangers
2.24.1 Vine Rangers Details
2.24.2 Vine Rangers Major Business
2.24.3 Vine Rangers Artificial Intelligence in Agriculture Product and Solutions
2.24.4 Vine Rangers Artificial Intelligence in Agriculture Revenue, Gross Margin and 麻豆原创 Share (2019-2024)
2.24.5 Vine Rangers Recent Developments and Future Plans
3 麻豆原创 Competition, by Players
3.1 Global Artificial Intelligence in Agriculture Revenue and Share by Players (2019-2024)
3.2 麻豆原创 Share Analysis (2023)
3.2.1 麻豆原创 Share of Artificial Intelligence in Agriculture by Company Revenue
3.2.2 Top 3 Artificial Intelligence in Agriculture Players 麻豆原创 Share in 2023
3.2.3 Top 6 Artificial Intelligence in Agriculture Players 麻豆原创 Share in 2023
3.3 Artificial Intelligence in Agriculture 麻豆原创: Overall Company Footprint Analysis
3.3.1 Artificial Intelligence in Agriculture 麻豆原创: Region Footprint
3.3.2 Artificial Intelligence in Agriculture 麻豆原创: Company Product Type Footprint
3.3.3 Artificial Intelligence in Agriculture 麻豆原创: Company Product Application Footprint
3.4 New 麻豆原创 Entrants and Barriers to 麻豆原创 Entry
3.5 Mergers, Acquisition, Agreements, and Collaborations
4 麻豆原创 Size Segment by Type
4.1 Global Artificial Intelligence in Agriculture Consumption Value and 麻豆原创 Share by Type (2019-2024)
4.2 Global Artificial Intelligence in Agriculture 麻豆原创 Forecast by Type (2025-2030)
5 麻豆原创 Size Segment by Application
5.1 Global Artificial Intelligence in Agriculture Consumption Value 麻豆原创 Share by Application (2019-2024)
5.2 Global Artificial Intelligence in Agriculture 麻豆原创 Forecast by Application (2025-2030)
6 North America
6.1 North America Artificial Intelligence in Agriculture Consumption Value by Type (2019-2030)
6.2 North America Artificial Intelligence in Agriculture Consumption Value by Application (2019-2030)
6.3 North America Artificial Intelligence in Agriculture 麻豆原创 Size by Country
6.3.1 North America Artificial Intelligence in Agriculture Consumption Value by Country (2019-2030)
6.3.2 United States Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
6.3.3 Canada Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
6.3.4 Mexico Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
7 Europe
7.1 Europe Artificial Intelligence in Agriculture Consumption Value by Type (2019-2030)
7.2 Europe Artificial Intelligence in Agriculture Consumption Value by Application (2019-2030)
7.3 Europe Artificial Intelligence in Agriculture 麻豆原创 Size by Country
7.3.1 Europe Artificial Intelligence in Agriculture Consumption Value by Country (2019-2030)
7.3.2 Germany Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
7.3.3 France Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
7.3.4 United Kingdom Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
7.3.5 Russia Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
7.3.6 Italy Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8 Asia-Pacific
8.1 Asia-Pacific Artificial Intelligence in Agriculture Consumption Value by Type (2019-2030)
8.2 Asia-Pacific Artificial Intelligence in Agriculture Consumption Value by Application (2019-2030)
8.3 Asia-Pacific Artificial Intelligence in Agriculture 麻豆原创 Size by Region
8.3.1 Asia-Pacific Artificial Intelligence in Agriculture Consumption Value by Region (2019-2030)
8.3.2 China Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8.3.3 Japan Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8.3.4 South Korea Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8.3.5 India Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8.3.6 Southeast Asia Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
8.3.7 Australia Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
9 South America
9.1 South America Artificial Intelligence in Agriculture Consumption Value by Type (2019-2030)
9.2 South America Artificial Intelligence in Agriculture Consumption Value by Application (2019-2030)
9.3 South America Artificial Intelligence in Agriculture 麻豆原创 Size by Country
9.3.1 South America Artificial Intelligence in Agriculture Consumption Value by Country (2019-2030)
9.3.2 Brazil Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
9.3.3 Argentina Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
10 Middle East & Africa
10.1 Middle East & Africa Artificial Intelligence in Agriculture Consumption Value by Type (2019-2030)
10.2 Middle East & Africa Artificial Intelligence in Agriculture Consumption Value by Application (2019-2030)
10.3 Middle East & Africa Artificial Intelligence in Agriculture 麻豆原创 Size by Country
10.3.1 Middle East & Africa Artificial Intelligence in Agriculture Consumption Value by Country (2019-2030)
10.3.2 Turkey Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
10.3.3 Saudi Arabia Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
10.3.4 UAE Artificial Intelligence in Agriculture 麻豆原创 Size and Forecast (2019-2030)
11 麻豆原创 Dynamics
11.1 Artificial Intelligence in Agriculture 麻豆原创 Drivers
11.2 Artificial Intelligence in Agriculture 麻豆原创 Restraints
11.3 Artificial Intelligence in Agriculture Trends Analysis
11.4 Porters Five Forces Analysis
11.4.1 Threat of New Entrants
11.4.2 Bargaining Power of Suppliers
11.4.3 Bargaining Power of Buyers
11.4.4 Threat of Substitutes
11.4.5 Competitive Rivalry
12 Industry Chain Analysis
12.1 Artificial Intelligence in Agriculture Industry Chain
12.2 Artificial Intelligence in Agriculture Upstream Analysis
12.3 Artificial Intelligence in Agriculture Midstream Analysis
12.4 Artificial Intelligence in Agriculture Downstream Analysis
13 Research Findings and Conclusion
14 Appendix
14.1 Methodology
14.2 Research Process and Data Source
14.3 Disclaimer
IBM
John Deere
Microsoft
Agribotix
The Climate Corporation
ec2ce
Descartes Labs
Sky Squirrel Technologies
Mavrx
aWhere
Gamaya
Precision Hawk
Granular
Prospera
Cainthus
Spensa Technologies
Resson
FarmBot
Connecterra
Vision Robotics
Harvest Croo
Autonomous Tractor Corporation
Trace Genomics
Vine Rangers
听
听
*If Applicable.