Artifical Intelligence in Agriculture Market

1. Artificial Intelligence in Agriculture Market – A Global and Regional Analysis Table of Content https://www.freepik.com/free-photo/smart-robotic-farmers- concept_17573650.htm#query=Artificial%20Intelligence%20in%20Agriculture&position=1&from_view=search Focus on Product, Application, and Country Analysis Analysis and Forecast: 2020-2026 December 2021 All rights reserved at BIS Research Inc. 1

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3. Table of Content Executive Summary ........................................................................ 22 1 Markets .................................................................................... 32 1.1 Industry Outlook .............................................................................................. 33 1.1.1Market Definition ......................................................................................... 33 1.1.2Ecosystem/Ongoing Programs .................................................................. 34 1.1.2.1 Consortiums and Associations ......................................................................... 35 1.1.2.2 Government Initiatives Landscape ................................................................... 38 1.1.2.2.1North America .......................................................................................................... 39 1.1.2.2.2Europe ...................................................................................................................... 41 1.1.2.2.3Asia-Pacific .............................................................................................................. 42 1.1.2.2.4Rest-of-the-World ..................................................................................................... 44 1.2 Business Dynamics ......................................................................................... 45 1.2.1Business 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 1.2.2Business Challenges .................................................................................. 49 1.2.2.1 Data Privacy Concerns Among Farmers .......................................................... 49 1.2.2.2 Lack of Required Infrastructure in Developing Countries .................................. 49 1.2.3Business Strategies .................................................................................... 50 1.2.3.1 Product Development ....................................................................................... 51 1.2.3.2 Market Developments ...................................................................................... 52 1.2.3.3 Other Strategies ............................................................................................... 52 1.2.4Corporate Strategies ................................................................................... 53 1.2.4.1 Mergers and Acquisitions ................................................................................. 53 1.2.4.2 Partnerships, Collaborations, and Joint Ventures ............................................. 53 1.2.5Business 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 All rights reserved at BIS Research Inc. 3

4. 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 2.1.1Global 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 2.1.2Global Artificial Intelligence in Agriculture Market (by End Use) ............ 63 2.1.2.1 Crops, Fruits, Vegetables, and Other Plants .................................................... 64 2.1.2.1.1Crop Protection ........................................................................................................ 64 2.1.2.1.2Weather Forecasting ................................................................................................ 65 2.1.2.1.3Precision Farming .................................................................................................... 66 2.1.2.1.4Farm Machinery Automation .................................................................................... 67 2.1.2.1.5Crop Growth Assessment ........................................................................................ 68 2.1.2.1.6Others ...................................................................................................................... 69 2.1.2.2 Livestock and Aquaculture ............................................................................... 70 2.1.2.2.1Animal Growth Monitoring ........................................................................................ 71 2.1.2.2.2Animal Health Monitoring ......................................................................................... 71 2.1.2.2.3Others ...................................................................................................................... 72 2.2 Demand Analysis of Global Artificial Intelligence in Agriculture Market (by Application) ................................................................................................ 73 2.2.1Demand Analysis of Global Artificial Intelligence in Agriculture Market (by Farming Type) ........................................................................... 73 2.2.2Demand Analysis of Global Artificial Intelligence in Agriculture Market (by End Use) .................................................................................... 74 Products .................................................................................. 76 3 3.1 Global Artificial Intelligence in Agriculture Market (by Product) ................. 77 3.1.1Software ....................................................................................................... 77 3.1.2Hardware ...................................................................................................... 79 All rights reserved at BIS Research Inc. 4

5. 3.1.3Artificial Intelligence-as-a-Service (AIaaS) ................................................ 80 3.1.4Support Services ......................................................................................... 81 3.2 Demand Analysis of Global Artificial Intelligence in Agriculture Market (by Product) ...................................................................................................... 82 3.3 Patent Analysis ................................................................................................ 83 3.3.1Patent Analysis (by Patent Office) ............................................................. 84 3.3.2Patent Analysis (by Organization) ............................................................. 85 3.4 Value Chain Analysis ...................................................................................... 86 Region ..................................................................................... 87 4 4.1 North America .................................................................................................. 90 4.1.1Market ........................................................................................................... 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 4.1.2North America (by Country) ....................................................................... 91 4.1.2.1 U.S. .................................................................................................................. 91 4.1.2.1.1Market ...................................................................................................................... 92 4.1.2.1.1.1Buyer Attributes ................................................................................................ 92 4.1.2.1.1.2Key Providers Operating in the U.S. ................................................................. 92 4.1.2.1.1.3Business Challenges ........................................................................................ 92 4.1.2.1.1.4Business Drivers ............................................................................................... 92 4.1.2.2 Canada ............................................................................................................ 93 4.1.2.2.1Market ...................................................................................................................... 93 4.1.2.2.1.1Buyer Attributes ................................................................................................ 93 4.1.2.2.1.2Key Providers Operating in Canada ................................................................. 93 4.1.2.2.1.3Business Challenges ........................................................................................ 93 4.1.2.2.1.4Business Drivers ............................................................................................... 93 4.1.2.3 Mexico ............................................................................................................. 94 4.1.2.3.1Market ...................................................................................................................... 94 4.1.2.3.1.1Buyer Attributes ................................................................................................ 94 All rights reserved at BIS Research Inc. 5

6. 4.1.2.3.1.2Key Providers Operating in Mexico .................................................................. 94 4.1.2.3.1.3Business Challenges ........................................................................................ 94 4.1.2.3.1.4Business Drivers ............................................................................................... 94 4.2 Europe .............................................................................................................. 96 4.2.1Market ........................................................................................................... 96 4.2.1.1 Key Providers in Europe ................................................................................... 96 4.2.1.2 Business Drivers .............................................................................................. 96 4.2.1.3 Business Challenges ........................................................................................ 96 4.2.2Europe (by Country) .................................................................................... 97 4.2.2.1 Germany .......................................................................................................... 97 4.2.2.1.1Market ...................................................................................................................... 97 4.2.2.1.1.1Buyer Attributes ................................................................................................ 97 4.2.2.1.1.2Key Providers Operating in Germany ............................................................... 98 4.2.2.1.1.3Business Challenges ........................................................................................ 98 4.2.2.1.1.4Business Drivers ............................................................................................... 98 4.2.2.2 France .............................................................................................................. 98 4.2.2.2.1Market ...................................................................................................................... 99 4.2.2.2.1.1Buyer Attributes ................................................................................................ 99 4.2.2.2.1.2Key Providers Operating in France .................................................................. 99 4.2.2.2.1.3Business Challenges ........................................................................................ 99 4.2.2.2.1.4Business Drivers ............................................................................................... 99 4.2.2.3 Italy .................................................................................................................. 99 4.2.2.3.1Market .................................................................................................................... 100 4.2.2.3.1.1Buyer Attributes .............................................................................................. 100 4.2.2.3.1.2Key Providers Operating in Italy ..................................................................... 100 4.2.2.3.1.3Business Challenges ...................................................................................... 100 4.2.2.3.1.4Business Drivers ............................................................................................. 100 4.2.2.4 Netherlands .................................................................................................... 101 4.2.2.4.1Market .................................................................................................................... 101 4.2.2.4.1.1Buyer Attributes .............................................................................................. 101 All rights reserved at BIS Research Inc. 6

7. 4.2.2.4.1.2Key Providers Operating in the Netherlands .................................................. 101 4.2.2.4.1.3Business Challenges ...................................................................................... 101 4.2.2.4.1.4Business Drivers ............................................................................................. 102 4.2.2.5 Spain .............................................................................................................. 102 4.2.2.5.1Market .................................................................................................................... 102 4.2.2.5.1.1Buyer Attributes .............................................................................................. 102 4.2.2.5.1.2Key Providers Operating in Spain .................................................................. 102 4.2.2.5.1.3Business Challenges ...................................................................................... 103 4.2.2.5.1.4Business Drivers ............................................................................................. 103 4.2.2.6 Rest-of-Europe ............................................................................................... 103 4.2.2.6.1Market .................................................................................................................... 103 4.2.2.6.1.1Buyer Attributes .............................................................................................. 103 4.2.2.6.1.2Key Providers Operating in the Rest-of-Europe ............................................. 104 4.2.2.6.1.3Business Challenges ...................................................................................... 104 4.2.2.6.1.4Business Drivers ............................................................................................. 104 4.3 U.K. ................................................................................................................. 106 4.3.1Markets ....................................................................................................... 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 4.4.1Markets ....................................................................................................... 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 4.5.1Market ......................................................................................................... 112 4.5.1.1 Key Providers in Asia-Pacific .......................................................................... 112 All rights reserved at BIS Research Inc. 7

8. 4.5.1.2 Business Drivers ............................................................................................ 112 4.5.1.3 Business Challenges ...................................................................................... 113 4.5.2Asia-Pacific (by Country) .......................................................................... 113 4.5.2.1 Japan ............................................................................................................. 113 4.5.2.1.1Market .................................................................................................................... 114 4.5.2.1.1.1Buyer Attributes .............................................................................................. 114 4.5.2.1.1.2Key Providers in Japan ................................................................................... 114 4.5.2.1.1.3Business Challenges ...................................................................................... 114 4.5.2.1.1.4Business Drivers ............................................................................................. 114 4.5.2.2 India ............................................................................................................... 114 4.5.2.2.1Market .................................................................................................................... 115 4.5.2.2.1.1Buyer Attributes .............................................................................................. 115 4.5.2.2.1.2Key Providers in India ..................................................................................... 115 4.5.2.2.1.3Business Challenges ...................................................................................... 115 4.5.2.2.1.4Business Drivers ............................................................................................. 116 4.5.2.3 Australia ......................................................................................................... 116 4.5.2.3.1Market .................................................................................................................... 116 4.5.2.3.1.1Buyer Attributes .............................................................................................. 116 4.5.2.3.1.2Key Providers Operating in Australia .............................................................. 116 4.5.2.3.1.3Business Challenges ...................................................................................... 117 4.5.2.3.1.4Business Drivers ............................................................................................. 117 4.5.2.4 Rest-of-Asia-Pacific ........................................................................................ 117 4.5.2.4.1Market .................................................................................................................... 117 4.5.2.4.1.1Buyer Attributes .............................................................................................. 117 4.5.2.4.1.2Key Providers Operating in Rest-of-Asia Pacific ............................................ 117 4.5.2.4.1.3Business Challenges ...................................................................................... 118 4.5.2.4.1.4Business Drivers ............................................................................................. 118 4.6 Rest-of-the-World .......................................................................................... 120 4.6.1Market ......................................................................................................... 120 4.6.1.1 Key Providers in Rest-of-the-World ................................................................ 120 All rights reserved at BIS Research Inc. 8

9. 4.6.1.2 Business Drivers ............................................................................................ 120 4.6.1.3 Business Challenges ...................................................................................... 121 4.6.2Rest-of-the-World (by Country) ................................................................ 121 4.6.2.1 Brazil .............................................................................................................. 121 4.6.2.1.1Market .................................................................................................................... 122 4.6.2.1.1.1Buyer Attributes .............................................................................................. 122 4.6.2.1.1.2Key Providers Operating in Brazil ................................................................... 122 4.6.2.1.1.3Business Challenges ...................................................................................... 122 4.6.2.1.1.4Business Drivers ............................................................................................. 122 4.6.2.2 Argentina ........................................................................................................ 122 4.6.2.2.1Market .................................................................................................................... 123 4.6.2.2.1.1Buyer Attributes .............................................................................................. 123 4.6.2.2.1.2Key Providers Operating in Argentina ............................................................ 123 4.6.2.2.1.3Business Challenges ...................................................................................... 123 4.6.2.2.1.4Business Drivers ............................................................................................. 123 4.6.2.3 South Africa ................................................................................................... 123 4.6.2.3.1Market .................................................................................................................... 124 4.6.2.3.1.1Buyer Attributes .............................................................................................. 124 4.6.2.3.1.2Key Providers Operating in South Africa ........................................................ 124 4.6.2.3.1.3Business Challenges ...................................................................................... 124 4.6.2.3.1.4Business Drivers ............................................................................................. 124 4.6.2.4 Israel .............................................................................................................. 124 4.6.2.4.1Market .................................................................................................................... 125 4.6.2.4.1.1Buyer Attributes .............................................................................................. 125 4.6.2.4.1.2Key Providers Operating in Israel ................................................................... 125 4.6.2.4.1.3Business Challenges ...................................................................................... 125 4.6.2.4.1.4Business Drivers ............................................................................................. 125 5 Markets - Competitive Benchmarking & Company Profiles ....... 126 5.1 Competitive Benchmarking .......................................................................... 127 5.2 Market Share Analysis .................................................................................. 129 All rights reserved at BIS Research Inc. 9

10. 5.3 Company Profiles .......................................................................................... 131 5.3.1Deere & 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 5.3.1.4.1Market Developments ............................................................................................ 132 5.3.1.4.2Product Developments ........................................................................................... 132 5.3.1.5 Corporate Strategies ...................................................................................... 133 5.3.1.5.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 133 5.3.1.5.2Mergers & Acquisitions .......................................................................................... 133 5.3.1.6 Strengths and Weaknesses of Deere & Company .......................................... 134 5.3.2Microsoft 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 5.3.2.3.1Market Developments ............................................................................................ 136 5.3.2.3.2Product Launch ...................................................................................................... 136 5.3.2.5 Corporate Strategies ...................................................................................... 137 5.3.2.5.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 137 5.3.2.6 Strengths and Weaknesses of Microsoft Corporation ..................................... 137 5.3.3CNH 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 5.3.3.4.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 139 5.3.3.4.2Merger and Acquisition .......................................................................................... 140 All rights reserved at BIS Research Inc. 10

11. 5.3.3.5 Strengths and Weaknesses of CNH Industrial N.V. ........................................ 140 5.3.4Robert 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 5.3.4.4.1Product Launch ...................................................................................................... 142 5.3.4.5 Corporate Strategies ...................................................................................... 142 5.3.4.5.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 142 5.3.4.6 Strengths and Weaknesses of Robert Bosch GmbH ...................................... 143 5.3.5Granular 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 5.3.5.4.1Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 145 5.3.5.5 Strengths and Weaknesses of Granular Inc. .................................................. 145 5.3.6Harvest 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 5.3.7Agrivi .......................................................................................................... 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 5.3.7.4.1Product Launch ...................................................................................................... 149 5.3.7.5 Corporate Strategies ...................................................................................... 149 All rights reserved at BIS Research Inc. 11

12. 5.3.7.5.1Partnership, Collaborations, Joint Ventures, and Alliances ................................... 149 5.3.7.5.2Mergers & Acquisitions .......................................................................................... 150 5.3.7.6 Strengths and Weaknesses of Agrivi .............................................................. 150 5.3.8CropIn 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 5.3.8.4.1Product Developments ........................................................................................... 152 5.3.8.5 Corporate Strategies ...................................................................................... 152 5.3.8.5.1Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 152 5.3.8.6 Strengths and Weaknesses of CropIn Technology Solutions Pvt Ltd. ............ 153 5.3.9Alibaba 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 5.3.10The 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 5.3.10.4.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 157 5.3.10.5 Strengths and Weaknesses of The Climate Corporation ................................ 158 5.3.11Descartes 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. 12

13. 5.3.11.3 Service Portfolio ............................................................................................. 159 5.3.11.4 Corporate Strategies ...................................................................................... 160 5.3.11.4.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 160 5.3.11.5 Strengths and Weaknesses of Descartes Labs, Inc........................................ 160 5.3.12PrecisionHawk, 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 5.3.12.4.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 162 5.3.12.4.2Mergers and Acquisitions ....................................................................................... 163 5.3.12.5 Strengths and Weaknesses of PrecisionHawk, Inc. ........................................ 163 5.3.13Ceres 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 5.3.13.4.1Product Developments ........................................................................................... 165 5.3.13.5 Corporate Strategies ...................................................................................... 165 5.3.13.5.1Partnerships, Collaborations, Joint Ventures, and Alliances ................................. 165 5.3.13.6 Strengths and Weaknesses of Ceres Imaging ................................................ 166 5.3.14IBM 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 5.3.14.4.1Product Developments ........................................................................................... 168 5.3.14.5 Corporate Strategies ...................................................................................... 168 5.3.14.5.1Partnerships, Joint Ventures, Collaborations, and Alliances ................................. 168 5.3.14.6 Strengths and Weaknesses of IBM Corporation ............................................. 169 All rights reserved at BIS Research Inc. 13

14. 5.3.15Prospera 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 5.3.16Other Key Players...................................................................................... 172 Research Methodology ........................................................... 174 6 6.1 Data Sources .................................................................................................. 174 6.1.1Primary Data Sources ............................................................................... 174 6.1.2Secondary Data Sources .......................................................................... 174 6.1.3Data Triangulation ..................................................................................... 175 6.2 Market estimation and Forecast ................................................................... 176 6.2.1Factors for Data Prediction and Modelling ............................................. 176 All rights reserved at BIS Research Inc. 14

15. 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 All rights reserved at BIS Research Inc. 15

16. Figure 32: Data Triangulation Figure 33: Top-Down and Bottom-Up Approach Figure 34: Assumptions and Limitations All rights reserved at BIS Research Inc. 16

17. 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 All rights reserved at BIS Research Inc. 17

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 All rights reserved at BIS Research Inc. 18

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 All rights reserved at BIS Research Inc. 19

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