Artificial Intelligence in Agriculture Market Focus on Product, Application, and Country Analysis - Analysis and Forecast, 2020-2026. Artificial intelligence in agriculture Report is expected to reach $6,655.1 million by 2026. View: https://bisresearch.com/industry-report/global-artificial-intelligence-agriculture-market.html

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Focus on Product, Application, and
Country Analysis
Analysis and Forecast: 2020-2026
December 2021
Artificial
Intelligence in
Agriculture
Market – A
Global and
Regional Analysis
Table of Content

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Table of Content
Executive Summary ........................................................................ 22
1 Markets.................................................................................... 32
1.1 Industry Outlook..............................................................................................33
1.1.1 Market Definition .........................................................................................33
1.1.2 Ecosystem/Ongoing Programs ..................................................................34
1.1.2.1 Consortiums and Associations .........................................................................35
1.1.2.2 Government Initiatives Landscape ...................................................................38
1.1.2.2.1 North America .......................................................................................................... 39
1.1.2.2.2 Europe...................................................................................................................... 41
1.1.2.2.3 Asia-Pacific .............................................................................................................. 42
1.1.2.2.4 Rest-of-the-World..................................................................................................... 44
1.2 Business Dynamics.........................................................................................45
1.2.1 Business Drivers .........................................................................................45
1.2.1.1 Need for Increased Agricultural Production ......................................................45
1.2.1.2 Complexities in Data-Driven Farming...............................................................47
1.2.1.3 Increased Demand for Automation in Agriculture .............................................47
1.2.2 Business Challenges ..................................................................................49
1.2.2.1 Data Privacy Concerns Among Farmers ..........................................................49
1.2.2.2 Lack of Required Infrastructure in Developing Countries..................................49
1.2.3 Business Strategies ....................................................................................50
1.2.3.1 Product Development.......................................................................................51
1.2.3.2 Market Developments ......................................................................................52
1.2.3.3 Other Strategies...............................................................................................52
1.2.4 Corporate Strategies...................................................................................53
1.2.4.1 Mergers and Acquisitions .................................................................................53
1.2.4.2 Partnerships, Collaborations, and Joint Ventures.............................................53
1.2.5 Business Opportunities..............................................................................54
1.2.5.1 Increased Government Initiatives Supporting AI in Agriculture .........................54
1.2.5.2 Increased Implementation of Robots and Drones in Agriculture .......................55

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1.2.5.3 Rise in Adoption of SaaS Business Model in Agriculture..................................56
2 Application............................................................................... 57
2.1 Global Artificial Intelligence in Agriculture Market (by Application)...........58
2.1.1 Global Artificial Intelligence in Agriculture Market (by Farming
Type).............................................................................................................58
2.1.1.1 Field Farming ...................................................................................................59
2.1.1.2 Indoor Farming.................................................................................................60
2.1.1.3 Livestock Farming............................................................................................61
2.1.1.4 Others..............................................................................................................62
2.1.2 Global Artificial Intelligence in Agriculture Market (by End Use)............63
2.1.2.1 Crops, Fruits, Vegetables, and Other Plants ....................................................64
2.1.2.1.1 Crop Protection ........................................................................................................ 64
2.1.2.1.2 Weather Forecasting................................................................................................ 65
2.1.2.1.3 Precision Farming .................................................................................................... 66
2.1.2.1.4 Farm Machinery Automation.................................................................................... 67
2.1.2.1.5 Crop Growth Assessment ........................................................................................ 68
2.1.2.1.6 Others ...................................................................................................................... 69
2.1.2.2 Livestock and Aquaculture ...............................................................................70
2.1.2.2.1 Animal Growth Monitoring........................................................................................ 71
2.1.2.2.2 Animal Health Monitoring......................................................................................... 71
2.1.2.2.3 Others ...................................................................................................................... 72
2.2 Demand Analysis of Global Artificial Intelligence in Agriculture Market
(by Application)................................................................................................73
2.2.1 Demand Analysis of Global Artificial Intelligence in Agriculture
Market (by Farming Type)...........................................................................73
2.2.2 Demand Analysis of Global Artificial Intelligence in Agriculture
Market (by End Use)....................................................................................74
3 Products .................................................................................. 76
3.1 Global Artificial Intelligence in Agriculture Market (by Product).................77
3.1.1 Software .......................................................................................................77
3.1.2 Hardware......................................................................................................79

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3.1.3 Artificial Intelligence-as-a-Service (AIaaS)................................................80
3.1.4 Support Services.........................................................................................81
3.2 Demand Analysis of Global Artificial Intelligence in Agriculture Market
(by Product)......................................................................................................82
3.3 Patent Analysis................................................................................................83
3.3.1 Patent Analysis (by Patent Office) .............................................................84
3.3.2 Patent Analysis (by Organization) .............................................................85
3.4 Value Chain Analysis ......................................................................................86
4 Region ..................................................................................... 87
4.1 North America..................................................................................................90
4.1.1 Market...........................................................................................................90
4.1.1.1 Key Providers in North America .......................................................................90
4.1.1.2 Business Drivers ..............................................................................................90
4.1.1.3 Business Challenges........................................................................................91
4.1.2 North America (by Country) .......................................................................91
4.1.2.1 U.S...................................................................................................................91
4.1.2.1.1 Market ...................................................................................................................... 92
4.1.2.1.1.1 Buyer Attributes ................................................................................................ 92
4.1.2.1.1.2 Key Providers Operating in the U.S.................................................................. 92
4.1.2.1.1.3 Business Challenges ........................................................................................ 92
4.1.2.1.1.4 Business Drivers............................................................................................... 92
4.1.2.2 Canada ............................................................................................................93
4.1.2.2.1 Market ...................................................................................................................... 93
4.1.2.2.1.1 Buyer Attributes ................................................................................................ 93
4.1.2.2.1.2 Key Providers Operating in Canada ................................................................. 93
4.1.2.2.1.3 Business Challenges ........................................................................................ 93
4.1.2.2.1.4 Business Drivers............................................................................................... 93
4.1.2.3 Mexico .............................................................................................................94
4.1.2.3.1 Market ...................................................................................................................... 94
4.1.2.3.1.1 Buyer Attributes ................................................................................................ 94

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4.1.2.3.1.2 Key Providers Operating in Mexico .................................................................. 94
4.1.2.3.1.3 Business Challenges ........................................................................................ 94
4.1.2.3.1.4 Business Drivers............................................................................................... 94
4.2 Europe ..............................................................................................................96
4.2.1 Market...........................................................................................................96
4.2.1.1 Key Providers in Europe...................................................................................96
4.2.1.2 Business Drivers ..............................................................................................96
4.2.1.3 Business Challenges........................................................................................96
4.2.2 Europe (by Country)....................................................................................97
4.2.2.1 Germany ..........................................................................................................97
4.2.2.1.1 Market ...................................................................................................................... 97
4.2.2.1.1.1 Buyer Attributes ................................................................................................ 97
4.2.2.1.1.2 Key Providers Operating in Germany............................................................... 98
4.2.2.1.1.3 Business Challenges ........................................................................................ 98
4.2.2.1.1.4 Business Drivers............................................................................................... 98
4.2.2.2 France..............................................................................................................98
4.2.2.2.1 Market ...................................................................................................................... 99
4.2.2.2.1.1 Buyer Attributes ................................................................................................ 99
4.2.2.2.1.2 Key Providers Operating in France .................................................................. 99
4.2.2.2.1.3 Business Challenges ........................................................................................ 99
4.2.2.2.1.4 Business Drivers............................................................................................... 99
4.2.2.3 Italy ..................................................................................................................99
4.2.2.3.1 Market .................................................................................................................... 100
4.2.2.3.1.1 Buyer Attributes .............................................................................................. 100
4.2.2.3.1.2 Key Providers Operating in Italy ..................................................................... 100
4.2.2.3.1.3 Business Challenges ...................................................................................... 100
4.2.2.3.1.4 Business Drivers............................................................................................. 100
4.2.2.4 Netherlands....................................................................................................101
4.2.2.4.1 Market .................................................................................................................... 101
4.2.2.4.1.1 Buyer Attributes .............................................................................................. 101

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4.2.2.4.1.2 Key Providers Operating in the Netherlands .................................................. 101
4.2.2.4.1.3 Business Challenges ...................................................................................... 101
4.2.2.4.1.4 Business Drivers............................................................................................. 102
4.2.2.5 Spain..............................................................................................................102
4.2.2.5.1 Market .................................................................................................................... 102
4.2.2.5.1.1 Buyer Attributes .............................................................................................. 102
4.2.2.5.1.2 Key Providers Operating in Spain .................................................................. 102
4.2.2.5.1.3 Business Challenges ...................................................................................... 103
4.2.2.5.1.4 Business Drivers............................................................................................. 103
4.2.2.6 Rest-of-Europe...............................................................................................103
4.2.2.6.1 Market .................................................................................................................... 103
4.2.2.6.1.1 Buyer Attributes .............................................................................................. 103
4.2.2.6.1.2 Key Providers Operating in the Rest-of-Europe ............................................. 104
4.2.2.6.1.3 Business Challenges ...................................................................................... 104
4.2.2.6.1.4 Business Drivers............................................................................................. 104
4.3 U.K. .................................................................................................................106
4.3.1 Markets.......................................................................................................106
4.3.1.1 Buyer Attributes..............................................................................................106
4.3.1.2 Key Providers in the U.K. ...............................................................................106
4.3.1.3 Business Challenges......................................................................................106
4.3.1.4 Business Drivers ............................................................................................107
4.4 China...............................................................................................................109
4.4.1 Markets.......................................................................................................109
4.4.1.1 Buyer Attributes..............................................................................................109
4.4.1.2 Key Providers in China...................................................................................109
4.4.1.3 Business Challenges......................................................................................109
4.4.1.4 Business Drivers ............................................................................................110
4.5 Asia-Pacific ....................................................................................................112
4.5.1 Market.........................................................................................................112
4.5.1.1 Key Providers in Asia-Pacific..........................................................................112

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4.5.1.2 Business Drivers ............................................................................................112
4.5.1.3 Business Challenges......................................................................................113
4.5.2 Asia-Pacific (by Country)..........................................................................113
4.5.2.1 Japan.............................................................................................................113
4.5.2.1.1 Market .................................................................................................................... 114
4.5.2.1.1.1 Buyer Attributes .............................................................................................. 114
4.5.2.1.1.2 Key Providers in Japan................................................................................... 114
4.5.2.1.1.3 Business Challenges ...................................................................................... 114
4.5.2.1.1.4 Business Drivers............................................................................................. 114
4.5.2.2 India...............................................................................................................114
4.5.2.2.1 Market .................................................................................................................... 115
4.5.2.2.1.1 Buyer Attributes .............................................................................................. 115
4.5.2.2.1.2 Key Providers in India..................................................................................... 115
4.5.2.2.1.3 Business Challenges ...................................................................................... 115
4.5.2.2.1.4 Business Drivers............................................................................................. 116
4.5.2.3 Australia.........................................................................................................116
4.5.2.3.1 Market .................................................................................................................... 116
4.5.2.3.1.1 Buyer Attributes .............................................................................................. 116
4.5.2.3.1.2 Key Providers Operating in Australia.............................................................. 116
4.5.2.3.1.3 Business Challenges ...................................................................................... 117
4.5.2.3.1.4 Business Drivers............................................................................................. 117
4.5.2.4 Rest-of-Asia-Pacific........................................................................................117
4.5.2.4.1 Market .................................................................................................................... 117
4.5.2.4.1.1 Buyer Attributes .............................................................................................. 117
4.5.2.4.1.2 Key Providers Operating in Rest-of-Asia Pacific ............................................ 117
4.5.2.4.1.3 Business Challenges ...................................................................................... 118
4.5.2.4.1.4 Business Drivers............................................................................................. 118
4.6 Rest-of-the-World ..........................................................................................120
4.6.1 Market.........................................................................................................120
4.6.1.1 Key Providers in Rest-of-the-World ................................................................120

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4.6.1.2 Business Drivers ............................................................................................120
4.6.1.3 Business Challenges......................................................................................121
4.6.2 Rest-of-the-World (by Country)................................................................121
4.6.2.1 Brazil..............................................................................................................121
4.6.2.1.1 Market .................................................................................................................... 122
4.6.2.1.1.1 Buyer Attributes .............................................................................................. 122
4.6.2.1.1.2 Key Providers Operating in Brazil................................................................... 122
4.6.2.1.1.3 Business Challenges ...................................................................................... 122
4.6.2.1.1.4 Business Drivers............................................................................................. 122
4.6.2.2 Argentina........................................................................................................122
4.6.2.2.1 Market .................................................................................................................... 123
4.6.2.2.1.1 Buyer Attributes .............................................................................................. 123
4.6.2.2.1.2 Key Providers Operating in Argentina ............................................................ 123
4.6.2.2.1.3 Business Challenges ...................................................................................... 123
4.6.2.2.1.4 Business Drivers............................................................................................. 123
4.6.2.3 South Africa ...................................................................................................123
4.6.2.3.1 Market .................................................................................................................... 124
4.6.2.3.1.1 Buyer Attributes .............................................................................................. 124
4.6.2.3.1.2 Key Providers Operating in South Africa ........................................................ 124
4.6.2.3.1.3 Business Challenges ...................................................................................... 124
4.6.2.3.1.4 Business Drivers............................................................................................. 124
4.6.2.4 Israel..............................................................................................................124
4.6.2.4.1 Market .................................................................................................................... 125
4.6.2.4.1.1 Buyer Attributes .............................................................................................. 125
4.6.2.4.1.2 Key Providers Operating in Israel................................................................... 125
4.6.2.4.1.3 Business Challenges ...................................................................................... 125
4.6.2.4.1.4 Business Drivers............................................................................................. 125
5 Markets - Competitive Benchmarking & Company Profiles....... 126
5.1 Competitive Benchmarking ..........................................................................127
5.2 Market Share Analysis ..................................................................................129

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5.3 Company Profiles ..........................................................................................131
5.3.1 Deere & Company......................................................................................131
5.3.1.1 Company Overview........................................................................................131
5.3.1.2 Role of Deere & Company in Artificial Intelligence in Agriculture Market ........131
5.3.1.3 Service Portfolio.............................................................................................132
5.3.1.4 Business Strategies .......................................................................................132
5.3.1.4.1 Market Developments ............................................................................................ 132
5.3.1.4.2 Product Developments........................................................................................... 132
5.3.1.5 Corporate Strategies ......................................................................................133
5.3.1.5.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 133
5.3.1.5.2 Mergers & Acquisitions .......................................................................................... 133
5.3.1.6 Strengths and Weaknesses of Deere & Company..........................................134
5.3.2 Microsoft Corporation...............................................................................135
5.3.2.1 Company Overview........................................................................................135
5.3.2.2 Role of Microsoft Corporation in Artificial Intelligence in Agriculture Market
.......................................................................................................................135
5.3.2.3 Service Portfolio.............................................................................................136
5.3.2.4 Business Strategies .......................................................................................136
5.3.2.3.1 Market Developments ............................................................................................ 136
5.3.2.3.2 Product Launch...................................................................................................... 136
5.3.2.5 Corporate Strategies ......................................................................................137
5.3.2.5.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 137
5.3.2.6 Strengths and Weaknesses of Microsoft Corporation.....................................137
5.3.3 CNH Industrial N.V.....................................................................................138
5.3.3.1 Company Overview........................................................................................138
5.3.3.2 Role of CNH Industrial N.V. in Artificial Intelligence in Agriculture Market.......138
5.3.3.3 Service Portfolio.............................................................................................138
5.3.3.4 Corporate Strategies ......................................................................................139
5.3.3.4.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 139
5.3.3.4.2 Merger and Acquisition .......................................................................................... 140

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5.3.3.5 Strengths and Weaknesses of CNH Industrial N.V.........................................140
5.3.4 Robert Bosch GmbH .................................................................................141
5.3.4.1 Company Overview........................................................................................141
5.3.4.2 Role of Robert Bosch GmbH in Artificial Intelligence in Agriculture Market.....141
5.3.4.3 Service Portfolio.............................................................................................142
5.3.4.4 Business Strategies .......................................................................................142
5.3.4.4.1 Product Launch...................................................................................................... 142
5.3.4.5 Corporate Strategies ......................................................................................142
5.3.4.5.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 142
5.3.4.6 Strengths and Weaknesses of Robert Bosch GmbH ......................................143
5.3.5 Granular Inc. ..............................................................................................144
5.3.5.1 Company Overview........................................................................................144
5.3.5.2 Role of Granular Inc. in Artificial Intelligence in Agriculture Market.................144
5.3.5.3 Service Portfolio.............................................................................................144
5.3.5.4 Corporate Strategies ......................................................................................145
5.3.5.4.1 Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 145
5.3.5.5 Strengths and Weaknesses of Granular Inc. ..................................................145
5.3.6 Harvest Crop Robotics, LLC.....................................................................146
5.3.6.1 Company Overview........................................................................................146
5.3.6.2 Role of Harvest Crop Robotics, LLC in Artificial Intelligence in Agriculture
Market............................................................................................................146
5.3.6.3 Service Portfolio.............................................................................................147
5.3.6.4 Strengths and Weaknesses of Harvest Crop Robotics, LLC...........................147
5.3.7 Agrivi ..........................................................................................................148
5.3.7.1 Company Overview........................................................................................148
5.3.7.2 Role of Agrivi in Artificial Intelligence in Agriculture Market ............................148
5.3.7.3 Service Portfolio.............................................................................................148
5.3.7.4 Business Strategies .......................................................................................149
5.3.7.4.1 Product Launch...................................................................................................... 149
5.3.7.5 Corporate Strategies ......................................................................................149

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5.3.7.5.1 Partnership, Collaborations, Joint Ventures, and Alliances................................... 149
5.3.7.5.2 Mergers & Acquisitions .......................................................................................... 150
5.3.7.6 Strengths and Weaknesses of Agrivi..............................................................150
5.3.8 CropIn Technology Solutions Pvt Ltd. ....................................................151
5.3.8.1 Company Overview........................................................................................151
5.3.8.2 Role of CropIn Technology Solutions Pvt Ltd. in Artificial Intelligence in
Agriculture Market..........................................................................................151
5.3.8.3 Service Portfolio.............................................................................................151
5.3.8.4 Business Strategies .......................................................................................152
5.3.8.4.1 Product Developments........................................................................................... 152
5.3.8.5 Corporate Strategies ......................................................................................152
5.3.8.5.1 Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 152
5.3.8.6 Strengths and Weaknesses of CropIn Technology Solutions Pvt Ltd. ............153
5.3.9 Alibaba Group Holding Limited................................................................154
5.3.9.1 Company Overview........................................................................................154
5.3.9.2 Role of Alibaba Group Holding Limited in Artificial Intelligence in
Agriculture Market..........................................................................................154
5.3.9.3 Service Portfolio.............................................................................................155
5.3.9.4 Corporate Strategies ......................................................................................155
5.3.9.5 Strengths and Weaknesses of Alibaba Group Holding Limited.......................155
5.3.10 The Climate Corporation...........................................................................156
5.3.10.1 Company Overview........................................................................................156
5.3.10.2 Role of The Climate Corporation in Artificial Intelligence in Agriculture
Market............................................................................................................156
5.3.10.3 Service Portfolio.............................................................................................157
5.3.10.4 Corporate Strategies ......................................................................................157
5.3.10.4.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 157
5.3.10.5 Strengths and Weaknesses of The Climate Corporation ................................158
5.3.11 Descartes Labs, Inc...................................................................................159
5.3.11.1 Company Overview........................................................................................159
5.3.11.2 Role of Descartes Labs, Inc. in Artificial Intelligence in Agriculture Market .....159

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5.3.11.3 Service Portfolio.............................................................................................159
5.3.11.4 Corporate Strategies ......................................................................................160
5.3.11.4.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 160
5.3.11.5 Strengths and Weaknesses of Descartes Labs, Inc........................................160
5.3.12 PrecisionHawk, Inc....................................................................................161
5.3.12.1 Company Overview........................................................................................161
5.3.12.2 Role of Precisionhawk, Inc. in Artificial Intelligence in Agriculture Market.......161
5.3.12.3 Service Portfolio.............................................................................................161
5.3.12.4 Corporate Strategies ......................................................................................162
5.3.12.4.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 162
5.3.12.4.2 Mergers and Acquisitions....................................................................................... 163
5.3.12.5 Strengths and Weaknesses of PrecisionHawk, Inc.........................................163
5.3.13 Ceres Imaging............................................................................................164
5.3.13.1 Company Overview........................................................................................164
5.3.13.2 Role of Ceres Imaging in Artificial Intelligence in Agriculture Market ..............164
5.3.13.3 Service Portfolio.............................................................................................164
5.3.13.4 Business Strategies .......................................................................................165
5.3.13.4.1 Product Developments........................................................................................... 165
5.3.13.5 Corporate Strategies ......................................................................................165
5.3.13.5.1 Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 165
5.3.13.6 Strengths and Weaknesses of Ceres Imaging................................................166
5.3.14 IBM Corporation ........................................................................................167
5.3.14.1 Company Overview........................................................................................167
5.3.14.2 Role of IBM Corporation in Artificial Intelligence in Agriculture Market............167
5.3.14.3 Service Portfolio.............................................................................................168
5.3.14.4 Business Strategies .......................................................................................168
5.3.14.4.1 Product Developments........................................................................................... 168
5.3.14.5 Corporate Strategies ......................................................................................168
5.3.14.5.1 Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 168
5.3.14.6 Strengths and Weaknesses of IBM Corporation.............................................169

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5.3.15 Prospera Technologies.............................................................................170
5.3.15.1 Company Overview........................................................................................170
5.3.15.2 Role of Prospera Technologies in Artificial Intelligence in Agriculture
Market............................................................................................................170
5.3.15.3 Service Portfolio.............................................................................................170
5.3.15.4 Corporate Strategies ......................................................................................171
5.3.15.5 Strengths and Weaknesses of Prospera Technologies ..................................171
5.3.16 Other Key Players......................................................................................172
6 Research Methodology ........................................................... 174
6.1 Data Sources..................................................................................................174
6.1.1 Primary Data Sources ...............................................................................174
6.1.2 Secondary Data Sources ..........................................................................174
6.1.3 Data Triangulation.....................................................................................175
6.2 Market estimation and Forecast...................................................................176
6.2.1 Factors for Data Prediction and Modelling .............................................176

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List of Figures
Figure 1: Microeconomic Indicators Impacting AI in Agriculture Market
Figure 2: Market Dynamics of the Global AI in Agriculture Market, Drivers, and Challenges
Figure 3: Global AI in Agriculture Market, $Billion, 2020-2026
Figure 4: Global AI in Agriculture Market (by Farming Type), $Million, 2020 and 2026
Figure 5: Global AI in Agriculture (by Solution), $Million, 2020-2026
Figure 6: Global AI in Agriculture (by Application), $Million, 2020-2026
Figure 7: Global AI in Agriculture Market (by Region), $Million, 2020
Figure 8: Global AI in Agriculture Market Coverage
Figure 9: Classification of Artificial Intelligence
Figure 10: AI in Smart Farming Architecture
Figure 11: Global Artificial Intelligence in Agriculture Market Ecosystem
Figure 12: Government Initiatives Landscape in North America
Figure 13: Government Initiatives Landscape in Europe
Figure 14: Government Initiatives Landscape in Asia-Pacific
Figure 15: Government Initiatives Landscape in Rest-of-the-World
Figure 16: Average Data Points Generated from Agricultural IoT Devices Daily, 2014 and 2050
Figure 17: Employment in Agriculture, by Region
Figure 18: Share of Key Market Strategies and Developments, 2017-2021
Figure 19: Product Development and Innovation (by Company), 2018-2021
Figure 20: Market Developments (by Company), 2017-2021
Figure 21: Mergers and Acquisitions (by Company), 2017-2021
Figure 22: Partnerships, Collaborations, and Joint Ventures (by Company), 2017-2021
Figure 23: Global Artificial Intelligence in Agriculture Market (by Farming Type)
Figure 24: Global Artificial Intelligence in Agriculture Market (by End Use)
Figure 25: Global Agriculture Technology-as-a-Service Market (by Service Type)
Figure 26: Patents Filed or Granted for the Global Smart Farming Market, January 2018-October 2021
Figure 27: Patent Analysis (by Patent Office), January 2017-October 2021
Figure 28: Patent Analysis (by Organization), January 2017-October 2021
Figure 29: Smart Farming Technologies in Agricultural Value Chain
Figure 30: Competitive Market High and Low Matrix
Figure 31: Market Share Analysis of AI in Agriculture Equipment Manufacturers, 2020

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Figure 32: Data Triangulation
Figure 33: Top-Down and Bottom-Up Approach
Figure 34: Assumptions and Limitations

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List of Tables
Table 1: Key Consortiums and Associations in Global Artificial Intelligence in Agriculture Market
Table 2: AI Products by Key Companies for Field Farming in Global Artificial Intelligence in Agriculture
Market
Table 3: AI Products by Key Companies for Indoor Farming in Global Artificial Intelligence in
Agriculture Market
Table 4: AI Products by Key Companies for Livestock Farming in Global Artificial Intelligence in
Agriculture Market
Table 5: AI Products by Key Companies for Other Farming Types in Global Artificial Intelligence in
Agriculture Market
Table 6: Key Crop Protection Products in Global Artificial Intelligence in Agriculture Market
Table 7: Key Weather Forecasting Products in Global Artificial Intelligence in Agriculture Market
Table 8: Key Precision Farming Products in Global Artificial Intelligence in Agriculture Market
Table 9: Key Farm Machinery Automation Products in Global Artificial Intelligence in Agriculture Market
Table 10: Key Crop Growth Assessment Products in Global Artificial Intelligence in Agriculture Market
Table 11: Other Products in Global Artificial Intelligence in Agriculture Market
Table 12: Key Animal Growth Monitoring Products in Global Artificial Intelligence in Agriculture Market
Table 13: Key Animal Health Monitoring Products in Global Artificial Intelligence in Agriculture Market
Table 14: Other Livestock and Aquaculture Products in Global Artificial Intelligence in Agriculture Market
Table 15: Global Artificial Intelligence in Agriculture Market (by Farming Type), $Million, 2020-2026
Table 16: Global Artificial Intelligence in Agriculture Market (by End Use), $Million, 2020-2026
Table 17: Global Artificial Intelligence in Agriculture Market (by Crops, Fruits, Vegetables, and Other
Plants), $Million, 2020-2026
Table 18: Global Artificial Intelligence in Agriculture Market (by Livestock and Aquaculture), $Million,
2020-2026
Table 19: Key Players with Artificial Intelligence-Based Software
Table 20: Key Players with Artificial Intelligence Based Hardware
Table 21: Key Players with Artificial Intelligence-as-a-Service Products
Table 22: Key Players with Artificial Intelligence-Based Support Services
Table 23: Global Artificial Intelligence in Agriculture Market (by Product), $Million, 2020-2026
Table 24: Global Artificial Intelligence in Agriculture Market (by Region), $Million, 2020-2026
Table 25: North America Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026
Table 26: Europe Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026

18. All rights reserved at BIS Research Inc. 18
Table 27: U.K. Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026
Table 28: China Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026
Table 29: Asia-Pacific Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026
Table 30: Rest-of-the-World Artificial Intelligence in Agriculture Market (by Country), $Million, 2020-2026
Table 31: Deere & Company: Service Portfolio
Table 32: Deere & Company: Market Developments
Table 33: Deere & Company: Product Developments
Table 34: Deere & Company: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 35: Deere & Company: Mergers & Acquisitions
Table 36: Microsoft Corporation: Service Portfolio
Table 37: Microsoft Corporation: Market Developments
Table 38: Microsoft Corporation: Product Launch
Table 39: Microsoft Corporation: Partnerships, Joint Ventures, Collaborations and Alliances
Table 40: CNH Industrial N.V.: Service Portfolio
Table 41: CNH Industrial N.V.: Partnerships, Joint Ventures, Collaborations and Alliances
Table 42: CNH Industrial N.V.: Mergers and Acquisitions
Table 43: Robert Bosch GmbH: Service Portfolio
Table 44: Robert Bosch GmbH: Product Launch
Table 45: Robert Bosch GmbH: Partnerships, Joint Ventures, Collaborations and Alliances
Table 46: Granular Inc.: Service Portfolio
Table 47: Granular Inc.: Partnerships, Collaborations, Joint Ventures, and Alliances
Table 48: Harvest Crop Robotics, LLC: Service Portfolio
Table 49: Agrivi: Service Portfolio
Table 50: Agrivi: Product Launch
Table 51: Agrivi: Partnership, Collaboration, Joint Ventures, and Alliances
Table 52: Agrivi: Mergers & Acquisitions
Table 53: CropIn Technology Solutions Pvt Ltd.: Service Portfolio
Table 54: CropIn Technology Solutions Pvt Ltd.: Product Developments
Table 55: CropIn Technology Solutions Pvt Ltd.: Partnerships, Collaborations, Joint Ventures, and
Alliances
Table 56: Alibaba Group Holding Limited: Service Portfolio
Table 57: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 58: The Climate Corporation: Service Portfolio

19. All rights reserved at BIS Research Inc. 19
Table 59: The Climate Corporation: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 60: Descartes Labs, Inc.: Service Portfolio
Table 61: Descartes Labs, Inc.: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 62: PrecisionHawk, Inc.: Service Portfolio
Table 63: PrecisionHawk, Inc.: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 64: PrecisionHawk, Inc.: Mergers and Acquisitions
Table 65: Ceres Imaging: Service Portfolio
Table 66: Ceres Imaging: Product Developments
Table 67: Ceres Imaging: Partnerships, Collaborations, Joint Ventures and Alliances
Table 68: IBM Corporation: Service Portfolio
Table 69: IBM Corporation: Product Developments
Table 70: IBM Corporation: Partnerships, Joint Ventures, Collaborations and Alliances
Table 71: Prospera Technologies: Service Portfolio
Table 72: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 73: Other Key Players Operating in Global Artificial Intelligence in Agriculture Market

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