Artificial Intelligence in Agriculture Market – A Global and Regional Analysis Table of Content
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Focus on Product, Application, and Country Analysis Analysis and Forecast: 2020-2026 December 2021
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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
1.2
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
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
2
Rise in Adoption of SaaS Business Model in Agriculture .................................. 56
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
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
2.2
Crops, Fruits, Vegetables, and Other Plants .................................................... 64
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
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
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Products .................................................................................. 76 3.1
Global Artificial Intelligence in Agriculture Market (by Product) ................. 77
3.1.1 Software ....................................................................................................... 77 3.1.2 Hardware ...................................................................................................... 79 All rights reserved at BIS Research Inc.
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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
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Value Chain Analysis ...................................................................................... 86
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
4.4
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
China ............................................................................................................... 109
4.4.1 Markets ....................................................................................................... 109
4.5
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
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
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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
5.3.2.6
Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 137
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
5.3.4.5
Corporate Strategies ...................................................................................... 142
5.3.4.5.1
5.3.4.6
Product Launch ...................................................................................................... 142
Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 142
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
5.3.5.5
Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 145
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
5.3.7.5
Product Launch ...................................................................................................... 149
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
5.3.8.5
Corporate Strategies ...................................................................................... 152
5.3.8.5.1
5.3.8.6
Product Developments ........................................................................................... 152
Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 152
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 All rights reserved at BIS Research Inc.
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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
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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
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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
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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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