Published Year: 2023
Agriculture Technology-as-a-Service Market - A Global and Regional Analysis: Focus on Product, Appli
The global agriculture technology-as-a-service (ATaaS) market was valued at $1,606.9 million...
Market Research Report
A quick peek into the report
Table of Contents
1.1 Industry Outlook
1.1.1 Market Definition
1.1.2 Ecosystem/Ongoing Programs
1.1.2.1 Consortiums and Associations
1.1.2.2 Regulatory Bodies
1.1.2.3 Government Initiatives
1.2 Business Dynamics
1.2.1 Business Drivers
1.2.1.1 Surging Need for Automation in Agriculture
1.2.1.1.1 Implementation of Advanced Technologies in Agriculture
1.2.1.1.2 Need to Increase Field Productivity
1.2.1.1.3 Aging Workforce
1.2.1.1.4 Increasing Labor Prices
1.2.1.2 Increased Farmland Consolidation and Large Farm Size
1.2.2 Business Challenges
1.2.2.1 Data Ownership and Privacy Concerns
1.2.2.1.1 Lack of Standardization
1.2.2.2 Technical Constraints of Implementation and Maintenance
1.2.3 Market Strategies and Developments
1.2.3.1 Product Developments
1.2.3.2 Business Developments
1.2.4 Corporate Strategies
1.2.4.1 Mergers and Acquisitions
1.2.4.2 Partnerships, Collaborations, and Joint Ventures
1.2.5 Investments
1.2.5.1 Snapshot of Corporate Strategies Adopted by the key Players in the Market
1.2.6 Business Opportunities
1.2.6.1 Government Initiatives to Promote Digital Agriculture
1.2.6.2 Emerging Complexities in Data-Driven Farming
1.2.6.3 Variable-Rate Technology through AI
1.2.7 Case Study
1.2.7.1 Ceres Imaging in Data Analytics
1.2.7.2 CropIn Technology Solutions in Yield Optimization
1.2.7.3 Connecterra B.V. in Livestock Monitoring
1.2.7.4 Aquabyte in Aquaculture Management
1.3 Investment Landscape
1.4 Impact of Ukraine-Russia Crisis on the Global Artificial Intelligence in Agriculture Market
2.1 Global Artificial Intelligence in Agriculture Market (by Application)
2.1.1 Yield Optimization
2.1.1.1 AI for Pest and Disease Detection
2.1.1.2 AI for Yield Prediction
2.1.1.3 AI for Space and Resource Utilization
2.1.2 Data Analytics
2.1.3 Livestock Monitoring
2.1.4 Aquaculture Management
2.2 Demand Analysis of the Global Artificial Intelligence in Agriculture Market (by Application)
3.1 Global Artificial Intelligence in Agriculture Market (by Product)
3.1.1 Global Artificial Intelligence in Agriculture Market (by Mode of Deployment)
3.1.1.1 On-Cloud Deployment
3.1.1.2 On-Premises Deployment
3.1.1.3 Edge Deployment
3.1.1.4 Hybrid Deployment
3.1.2 Global Artificial Intelligence in Agriculture Market (by Product Type)
3.1.2.1 Application Programming Interface (API)
3.1.2.2 User Interface (UI)
3.2 Demand Analysis of the Global Artificial Intelligence in Agriculture Market (by Product)
3.2.1 Demand Analysis of the Global Artificial Intelligence in Agriculture Market (by Mode of Deployment)
3.2.2 Demand Analysis of the Global Artificial Intelligence in Agriculture Market (by Product Type)
3.3 Supply Chain Analysis
3.4 Patent Analysis
3.4.1 Patent Analysis (by Status)
3.4.2 Patent Analysis (by Inventor Type)
3.4.3 Patents Analysis (by Patent Office)
4.1 North America
4.1.1 Market
4.1.1.1 Key Artificial Intelligence in Agriculture Providers in North America
4.1.1.2 Business Challenges
4.1.1.3 Business Drivers
4.1.2 Application
4.1.2.1 North America Artificial Intelligence in Agriculture Market (by Application)
4.1.3 Product
4.1.3.1 North America Artificial Intelligence in Agriculture Market (by Product)
4.1.3.1.1 North America Artificial Intelligence in Agriculture Market (by Mode of Deployment)
4.1.3.1.2 North America Artificial Intelligence in Agriculture Market (by Product Type)
4.1.4 North America (by Country)
4.1.4.1 North America Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
4.1.4.2 U.S.
4.1.4.2.1 Market
4.1.4.2.1.1 Buyer Attributes
4.1.4.2.1.2 Business Challenges
4.1.4.2.1.3 Business Drivers
4.1.4.2.2 Application
4.1.4.2.2.1 U.S. Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.1.4.2.3 Product
4.1.4.2.3.1 U.S. Artificial Intelligence in Agriculture Market (by Product)
4.1.4.2.3.1.1 U.S. Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.1.4.2.3.1.2 U.S. Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.1.4.3 Canada
4.1.4.3.1 Market
4.1.4.3.1.1 Buyer Attributes
4.1.4.3.1.2 Business Challenges
4.1.4.3.1.3 Business Drivers
4.1.4.3.2 Application
4.1.4.3.2.1 Canada Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.1.4.3.3 Product
4.1.4.3.3.1 Canada Artificial Intelligence in Agriculture Market (by Product)
4.1.4.3.3.1.1 Canada Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.1.4.3.3.1.2 Canada Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.1.4.4 Mexico
4.1.4.4.1 Market
4.1.4.4.1.1 Buyer Attributes
4.1.4.4.1.2 Business Challenges
4.1.4.4.1.3 Business Drivers
4.1.4.4.2 Application
4.1.4.4.2.1 Mexico Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.1.4.4.3 Product
4.1.4.4.3.1 Mexico Artificial Intelligence in Agriculture Market (by Product)
4.1.4.4.3.1.1 Mexico Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.1.4.4.3.1.2 Mexico Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.1.4.5 Rest-of-North America
4.1.4.5.1 Market
4.1.4.5.1.1 Buyer Attributes
4.1.4.5.1.2 Business Challenges
4.1.4.5.1.3 Business Drivers
4.1.4.5.2 Application
4.1.4.5.2.1 Rest-of-North America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.1.4.5.3 Product
4.1.4.5.3.1 Rest-of-North America Artificial Intelligence in Agriculture Market (by Product)
4.1.4.5.3.1.1 Rest-of-North America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.1.4.5.3.1.2 Rest-of-North America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.2 South America
4.2.1 Market
4.2.1.1 Key Artificial Intelligence (AI) in Agriculture Providers in South America
4.2.1.2 Business Challenges
4.2.1.3 Business Drivers
4.2.2 Application
4.2.2.1 South America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.2.3 Product
4.2.3.1 South America Artificial Intelligence in Agriculture Market (by Product)
4.2.3.1.1 South America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.2.3.1.2 South America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.2.4 South America (by Country)
4.2.4.1 South America Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
4.2.4.2 Brazil
4.2.4.2.1 Market
4.2.4.2.1.1 Buyer Attributes
4.2.4.2.1.2 Business Challenges
4.2.4.2.1.3 Business Drivers
4.2.4.2.2 Application
4.2.4.2.2.1 Brazil Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.2.4.2.3 Product
4.2.4.2.3.1 Brazil Artificial Intelligence in Agriculture Market (by Product)
4.2.4.2.3.1.1 Brazil Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.2.4.2.3.1.2 Brazil Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.2.4.3 Argentina
4.2.4.3.1 Market
4.2.4.3.1.1 Buyer Attributes
4.2.4.3.1.2 Business Challenges
4.2.4.3.1.3 Business Drivers
4.2.4.3.2 Application
4.2.4.3.2.1 Argentina Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.2.4.3.3 Product
4.2.4.3.3.1 Argentina Artificial Intelligence in Agriculture Market (by Product)
4.2.4.3.3.1.1 Argentina Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.2.4.3.3.1.2 Argentina Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.2.4.4 Rest-of-South America
4.2.4.4.1 Market
4.2.4.4.1.1 Buyer Attributes
4.2.4.4.1.2 Business Challenges
4.2.4.4.1.3 Business Drivers
4.2.4.4.2 Application
4.2.4.4.2.1 Rest-of-South America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.2.4.4.3 Product
4.2.4.4.3.1 Rest-of-South America Artificial Intelligence in Agriculture Market (by Product)
4.2.4.4.3.1.1 Rest-of-South America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.2.4.4.3.1.2 Rest-of-South America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3 Europe
4.3.1 Market
4.3.1.1 Key Artificial Intelligence (AI) in Agriculture Providers in Europe
4.3.1.2 Business Challenges
4.3.1.3 Business Drivers
4.3.2 Application
4.3.2.1 Europe Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.3 Product
4.3.3.1 Europe Artificial Intelligence in Agriculture Market (by Product)
4.3.3.1.1 Europe Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.3.1.2 Europe Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4 Europe (by Country)
4.3.4.1 Europe Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
4.3.4.2 Germany
4.3.4.2.1 Market
4.3.4.2.1.1 Buyer Attributes
4.3.4.2.1.2 Business Challenges
4.3.4.2.1.3 Business Drivers
4.3.4.2.2 Application
4.3.4.2.2.1 Germany Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.2.3 Product
4.3.4.2.3.1 Germany Artificial Intelligence in Agriculture Market (by Product)
4.3.4.2.3.1.1 Germany Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.2.3.1.2 Germany Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.3 France
4.3.4.3.1 Market
4.3.4.3.1.1 Buyer Attributes
4.3.4.3.1.2 Business Challenges
4.3.4.3.1.3 Business Drivers
4.3.4.3.2 Application
4.3.4.3.2.1 France Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.3.3 Product
4.3.4.3.3.1 France Artificial Intelligence in Agriculture Market (by Product)
4.3.4.3.3.1.1 France Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.3.3.1.2 France Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.4 Netherlands
4.3.4.4.1 Market
4.3.4.4.1.1 Buyer Attributes
4.3.4.4.1.2 Business Challenges
4.3.4.4.1.3 Business Drivers
4.3.4.4.2 Application
4.3.4.4.2.1 Netherlands Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.4.3 Product
4.3.4.4.3.1 Netherlands Artificial Intelligence in Agriculture Market (by Product)
4.3.4.4.3.1.1 Netherlands Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.4.3.1.2 Netherlands Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.5 Greece
4.3.4.5.1 Market
4.3.4.5.1.1 Buyer Attributes
4.3.4.5.1.2 Business Challenges
4.3.4.5.1.3 Business Drivers
4.3.4.5.2 Application
4.3.4.5.2.1 Greece Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.5.3 Product
4.3.4.5.3.1 Greece Artificial Intelligence in Agriculture Market (by Product)
4.3.4.5.3.1.1 Greece Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.5.3.1.2 Greece Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.6 Belgium
4.3.4.6.1 Market
4.3.4.6.1.1 Buyer Attributes
4.3.4.6.1.2 Business Challenges
4.3.4.6.1.3 Business Drivers
4.3.4.6.2 Application
4.3.4.6.2.1 Belgium Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.6.3 Product
4.3.4.6.3.1 Belgium Artificial Intelligence in Agriculture Market (by Product)
4.3.4.6.3.1.1 Belgium Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.6.3.1.2 Belgium Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.7 Switzerland
4.3.4.7.1 Market
4.3.4.7.1.1 Buyer Attributes
4.3.4.7.1.2 Business Challenges
4.3.4.7.1.3 Business Drivers
4.3.4.7.2 Application
4.3.4.7.2.1 Switzerland Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.7.3 Product
4.3.4.7.3.1 Switzerland Artificial Intelligence in Agriculture Market (by Product)
4.3.4.7.3.1.1 Switzerland Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.7.3.1.2 Switzerland Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.8 Ukraine
4.3.4.8.1 Market
4.3.4.8.1.1 Buyer Attributes
4.3.4.8.1.2 Business Challenges
4.3.4.8.1.3 Business Drivers
4.3.4.8.2 Application
4.3.4.8.2.1 Ukraine Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.8.3 Product
4.3.4.8.3.1 Ukraine Artificial Intelligence in Agriculture Market (by Product)
4.3.4.8.3.1.1 Ukraine Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.8.3.1.2 Ukraine Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.9 Italy
4.3.4.9.1 Market
4.3.4.9.1.1 Buyer Attributes
4.3.4.9.1.2 Business Challenges
4.3.4.9.1.3 Business Drivers
4.3.4.9.2 Application
4.3.4.9.2.1 Italy Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.9.3 Product
4.3.4.9.3.1 Italy Artificial Intelligence in Agriculture Market (by Product)
4.3.4.9.3.1.1 Italy Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.9.3.1.2 Italy Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.10 Spain
4.3.4.10.1 Market
4.3.4.10.1.1 Buyer Attributes
4.3.4.10.1.2 Business Challenges
4.3.4.10.1.3 Business Drivers
4.3.4.10.2 Application
4.3.4.10.2.1 Spain Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.10.3 Product
4.3.4.10.3.1 Spain Artificial Intelligence in Agriculture Market (by Product)
4.3.4.10.3.1.1 Spain Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.10.3.1.2 Spain Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.3.4.11 Rest-of-Europe
4.3.4.11.1 Market
4.3.4.11.1.1 Buyer Attributes
4.3.4.11.1.2 Business Challenges
4.3.4.11.1.3 Business Drivers
4.3.4.11.2 Application
4.3.4.11.2.1 Rest-of-Europe Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.3.4.11.3 Product
4.3.4.11.3.1 Rest-of-Europe Artificial Intelligence in Agriculture Market (by Product)
4.3.4.11.3.1.1 Rest-of-Europe Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.3.4.11.3.1.2 Rest-of-Europe Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.4 U.K.
4.4.1 Market
4.4.1.1 Buyer Attributes
4.4.1.2 Business Challenges
4.4.1.3 Business Drivers
4.4.2 Application
4.4.2.1 U.K. Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.4.3 Product
4.4.3.1 U.K. Artificial Intelligence in Agriculture Market (by Product)
4.4.3.1.1 U.K. Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.4.3.1.2 U.K. Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.5 Middle East and Africa
4.5.1 Market
4.5.1.1 Key Artificial Intelligence (AI) in Agriculture Providers in the Middle East and Africa
4.5.1.2 Business Challenges
4.5.1.3 Business Drivers
4.5.2 Application
4.5.2.1 Middle East and Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.5.3 Product
4.5.3.1 Middle East and Africa Artificial Intelligence in Agriculture Market (by Product)
4.5.3.1.1 Middle East and Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.5.3.1.2 Middle East and Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.5.4 Middle East and Africa (by Country)
4.5.4.1 Middle East and Africa Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
4.5.4.2 Turkey
4.5.4.2.1 Market
4.5.4.2.1.1 Buyer Attributes
4.5.4.2.1.2 Business Challenges
4.5.4.2.1.3 Business Drivers
4.5.4.2.2 Application
4.5.4.2.2.1 Turkey Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.5.4.2.3 Product
4.5.4.2.3.1 Turkey Artificial Intelligence in Agriculture Market (by Product)
4.5.4.2.3.1.1 Turkey Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.5.4.2.3.1.2 Turkey Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.5.4.3 South Africa
4.5.4.3.1 Market
4.5.4.3.1.1 Buyer Attributes
4.5.4.3.1.2 Business Challenges
4.5.4.3.1.3 Business Drivers
4.5.4.3.2 Application
4.5.4.3.2.1 South Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.5.4.3.3 Product
4.5.4.3.3.1 South Africa Artificial Intelligence in Agriculture Market (by Product)
4.5.4.3.3.1.1 South Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.5.4.3.3.1.2 South Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.5.4.4 Israel
4.5.4.4.1 Market
4.5.4.4.1.1 Buyer Attributes
4.5.4.4.1.2 Business Challenges
4.5.4.4.1.3 Business Drivers
4.5.4.4.2 Application
4.5.4.4.2.1 Israel Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.5.4.4.3 Product
4.5.4.4.3.1 Israel Artificial Intelligence in Agriculture Market (by Product)
4.5.4.4.3.1.1 Israel Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.5.4.4.3.1.2 Israel Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.5.4.5 Rest-of-Middle East and Africa
4.5.4.5.1 Market
4.5.4.5.1.1 Buyer Attributes
4.5.4.5.1.2 Business Challenges
4.5.4.5.1.3 Business Drivers
4.5.4.5.2 Application
4.5.4.5.2.1 Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.5.4.5.3 Product
4.5.4.5.3.1 Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Product)
4.5.4.5.3.1.1 Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.5.4.5.3.1.2 Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.6 China
4.6.1 Market
4.6.1.1 Buyer Attributes
4.6.1.2 Key Artificial Intelligence (AI) in Agriculture Providers in China
4.6.1.3 Business Challenges
4.6.1.4 Business Drivers
4.6.2 Application
4.6.2.1 China Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.6.3 Product
4.6.3.1 China Artificial Intelligence in Agriculture Market (by Product)
4.6.3.1.1 China Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.6.3.1.2 China Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.7 Asia-Pacific
4.7.1 Market
4.7.1.1 Key Artificial Intelligence (AI) in Agriculture Providers in Asia-Pacific
4.7.1.2 Business Challenges
4.7.1.3 Business Drivers
4.7.2 Application
4.7.2.1 Asia-Pacific Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.7.3 Product
4.7.3.1 Asia-Pacific Artificial Intelligence in Agriculture Market (by Product)
4.7.3.1.1 Asia-Pacific Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.7.3.1.2 Asia-Pacific Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.7.4 Asia-Pacific (by Country)
4.7.4.1 Asia-Pacific Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
4.7.4.2 Japan
4.7.4.2.1 Market
4.7.4.2.1.1 Buyer Attributes
4.7.4.2.1.2 Business Challenges
4.7.4.2.1.3 Business Drivers
4.7.4.2.2 Application
4.7.4.2.2.1 Japan Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.7.4.2.3 Product
4.7.4.2.3.1 Japan Artificial Intelligence in Agriculture Market (by Product)
4.7.4.2.3.1.1 Japan Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.7.4.2.3.1.2 Japan Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.7.4.3 Australia
4.7.4.3.1 Market
4.7.4.3.1.1 Buyer Attributes
4.7.4.3.1.2 Business Challenges
4.7.4.3.1.3 Business Drivers
4.7.4.3.2 Application
4.7.4.3.2.1 Australia Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.7.4.3.3 Product
4.7.4.3.3.1 Australia Artificial Intelligence in Agriculture Market (by Product)
4.7.4.3.3.1.1 Australia Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.7.4.3.3.1.2 Australia Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.7.4.4 India
4.7.4.4.1 Market
4.7.4.4.1.1 Buyer Attributes
4.7.4.4.1.2 Business Challenges
4.7.4.4.1.3 Business Drivers
4.7.4.4.2 Application
4.7.4.4.2.1 India Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.7.4.4.3 Product
4.7.4.4.3.1 India Artificial Intelligence in Agriculture Market (by Product)
4.7.4.4.3.1.1 India Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.7.4.4.3.1.2 India Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
4.7.4.5 Rest-of-Asia-Pacific
4.7.4.5.1 Market
4.7.4.5.1.1 Buyer Attributes
4.7.4.5.1.2 Business Challenges
4.7.4.5.1.3 Business Drivers
4.7.4.5.2 Application
4.7.4.5.2.1 Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
4.7.4.5.3 Product
4.7.4.5.3.1 Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Product)
4.7.4.5.3.1.1 Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
4.7.4.5.3.1.2 Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
5.1 Competitive Benchmarking
5.2 Market Share Analysis
5.2.1 Market Share Analysis for Global Artificial Intelligence in Agriculture Market
5.3 Company Profiles
5.3.1 Alibaba Group Holding Limited
5.3.1.1 Company Overview
5.3.1.1.1 Role of Alibaba Group Holding Limited in the Global Artificial Intelligence in Agriculture Market
5.3.1.1.2 Product Portfolio
5.3.1.2 Customer Profile
5.3.1.2.1 Key Clients
5.3.1.2.2 Target Customers
5.3.1.3 Business Strategies
5.3.1.3.1 Market Development
5.3.1.4 Corporate Strategies
5.3.1.4.1 Partnership, Joint Venture, Collaboration, and Alliance
5.3.1.5 Analyst View
5.3.2 Aquabyte
5.3.2.1 Company Overview
5.3.2.1.1 Role of Aquabyte in the Global Artificial Intelligence in Agriculture Market
5.3.2.1.2 Product Portfolio
5.3.2.2 Customer Profile
5.3.2.2.1 Key Clients
5.3.2.2.2 Target Customers
5.3.2.3 Analyst View
5.3.3 Ceres Imaging
5.3.3.1 Company Overview
5.3.3.1.1 Role of Ceres Imaging in the Global Artificial Intelligence in Agriculture Market
5.3.3.1.2 Product Portfolio
5.3.3.2 Customer Profile
5.3.3.2.1 Key Clients
5.3.3.2.2 Target customers
5.3.3.3 Business Strategies
5.3.3.3.1 Market Development
5.3.3.3.2 Product Development
5.3.3.4 Corporate Strategies
5.3.3.4.1 Partnerships, Collaborations, Joint Ventures, and Alliances
5.3.3.5 Analyst View
5.3.4 Climate LLC
5.3.4.1 Company Overview
5.3.4.1.1 Role of Climate LLC in the Global Artificial Intelligence in Agriculture Market
5.3.4.1.2 Product Portfolio
5.3.4.2 Customer Profile
5.3.4.2.1 Target Customers
5.3.4.2.2 Key Clients
5.3.4.3 Corporate Strategies
5.3.4.3.1 Partnerships, Joint Ventures, Collaborations, and Alliances
5.3.4.4 Analyst View
5.3.5 CNH Industrial N.V.
5.3.5.1 Company Overview
5.3.5.1.1 Role of CNH Industrial N.V. in the Global Artificial Intelligence in Agriculture Market
5.3.5.1.2 Product Portfolio
5.3.5.2 Customer Profile
5.3.5.2.1 Key Clients
5.3.5.2.2 Target Customers
5.3.5.3 Business Strategies
5.3.5.3.1 Market Development
5.3.5.3.2 Product Development
5.3.5.4 Corporate Strategies
5.3.5.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.5.4.2 Merger and Acquisition
5.3.5.5 Analyst View
5.3.6 Connecterra B.V.
5.3.6.1 Company Overview
5.3.6.1.1 Role of Connecterra B.V. in the Global Artificial Intelligence in Agriculture Market
5.3.6.1.2 Product Portfolio
5.3.6.2 Customer Profile
5.3.6.2.1 Target Customers
5.3.6.2.2 Key Clients
5.3.6.2.3 Key Partners
5.3.6.3 Business Strategies
5.3.6.3.1 Market Development
5.3.6.4 Corporate Strategies
5.3.6.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.6.5 Analyst View
5.3.7 CropIn Technology Solutions
5.3.7.1 Company Overview
5.3.7.1.1 Role of CropIn Technology Solutions in the Global Artificial Intelligence in Agriculture Market
5.3.7.1.2 Product Portfolio
5.3.7.2 Customer Profile
5.3.7.2.1 Key Clients
5.3.7.2.2 Target Customers
5.3.7.3 Business Strategies
5.3.7.3.1 Market Development
5.3.7.4 Corporate Strategies
5.3.7.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.7.5 Analyst View
5.3.8 Deere & Company
5.3.8.1 Company Overview
5.3.8.1.1 Role of Deere & Company in the Global Artificial Intelligence in Agriculture Market
5.3.8.1.2 Product Portfolio
5.3.8.2 Customer Profile
5.3.8.2.1 Key Clients
5.3.8.2.2 Target Customers
5.3.8.3 Business Strategies
5.3.8.3.1 Market Development
5.3.8.3.2 Product Development
5.3.8.4 Corporate Strategies
5.3.8.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.8.4.2 Merger and Acquisition
5.3.8.4.3 Analyst View
5.3.9 DJI
5.3.9.1 Company Overview
5.3.9.1.1 Role of DJI in the Global Artificial Intelligence in Agriculture Market
5.3.9.1.2 Product Portfolio
5.3.9.2 Customer Profile
5.3.9.2.1 Target Customers
5.3.9.2.2 Key Clients
5.3.9.3 Business Strategies
5.3.9.3.1 Market Development
5.3.9.4 Corporate Strategies
5.3.9.4.1 Partnership, Joint Venture, Collaboration, and Alliance
5.3.9.5 Analyst View
5.3.10 Granular Inc.
5.3.10.1 Company Overview
5.3.10.1.1 Role of Granular Inc. in the Global Artificial Intelligence in Agriculture Market
5.3.10.1.2 Product Portfolio
5.3.10.2 Customer Profile
5.3.10.2.1 Key Clients
5.3.10.2.2 Target Customers
5.3.10.3 Corporate Strategies
5.3.10.3.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.10.4 Analyst View
5.3.11 IBM Corporation
5.3.11.1 Company Overview
5.3.11.1.1 Role of IBM Corporation in the Global Artificial Intelligence in Agriculture Market
5.3.11.1.2 Product Portfolio
5.3.11.2 Customer Profile
5.3.11.2.1 Target Customers
5.3.11.2.2 Key Clients
5.3.11.3 Business Strategies
5.3.11.3.1 Product Development
5.3.11.4 Corporate Strategies
5.3.11.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.11.5 Analyst View
5.3.12 Microsoft Corporation
5.3.12.1 Company Overview
5.3.12.1.1 Role of Microsoft Corporation in the Global Artificial Intelligence in Agriculture Market
5.3.12.1.2 Product Portfolio
5.3.12.2 Customer Profile
5.3.12.2.1 Target Customers
5.3.12.2.2 Key Clients
5.3.12.3 Business Strategies
5.3.12.3.1 Market Development
5.3.12.3.2 Product Development
5.3.12.4 Corporate Strategies
5.3.12.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.12.5 Analyst View
5.3.13 PrecisionHawk, Inc.
5.3.13.1 Company Overview
5.3.13.1.1 Role of PrecisionHawk, Inc. in the Global Artificial Intelligence in Agriculture Market
5.3.13.1.2 Pricing Portfolio
5.3.13.2 Customer Profile
5.3.13.2.1 Target Customers
5.3.13.2.2 Key Clients
5.3.13.2.3 Corporate Strategies
5.3.13.2.4 Partnership, Collaboration, Joint Venture, and Alliance
5.3.13.3 Analyst View
5.3.14 Plantix
5.3.14.1 Company Overview
5.3.14.1.1 Role of Plantix in the Global Artificial Intelligence in Agriculture Market
5.3.14.1.2 Product Portfolio
5.3.14.2 Customer Profile
5.3.14.2.1 Target Customers
5.3.14.3 Business Strategies
5.3.14.3.1 Market Development
5.3.14.3.2 Product Development
5.3.14.4 Corporate Strategies
5.3.14.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.3.14.4.2 Merger and Acquisition
5.3.14.5 Analyst View
5.3.15 XPERTSEA
5.3.15.1 Company Overview
5.3.15.1.1 Role of XPERTSEA in the Global Artificial Intelligence in Agriculture Market
5.3.15.1.2 Product Portfolio
5.3.15.2 Customer Profile
5.3.15.2.1 Target Customers
5.3.15.2.2 Key Clients
5.3.15.3 Analyst View
5.4 Key Startups in the Artificial Intelligence in Agriculture Ecosystem
5.4.1 Agrible
5.4.1.1 Company Overview
5.4.1.1.1 Role of Agrible in the Global Artificial Intelligence in Agriculture Market
5.4.1.1.2 Product Portfolio
5.4.1.2 Customer Profile
5.4.1.2.1 Target Customers
5.4.1.2.2 Key Clients
5.4.1.3 Analyst View
5.4.2 Prospera Technologies
5.4.2.1 Company Overview
5.4.2.1.1 Role of Prospera Technologies in the Global Artificial Intelligence in Agriculture Market
5.4.2.1.2 Product Portfolio
5.4.2.2 Customer Profile
5.4.2.2.1 Key Clients
5.4.2.2.2 Target Customers
5.4.2.3 Corporate Strategies
5.4.2.3.1 Partnership, Collaboration, Joint Venture, and Alliance
5.4.2.4 Analyst View
5.4.3 Taranis
5.4.3.1 Company Overview
5.4.3.1.1 Role of Taranis in the Global Artificial Intelligence in Agriculture Market
5.4.3.1.2 Product Portfolio
5.4.3.2 Customer Profile
5.4.3.2.1 Target Customers
5.4.3.2.2 Key Clients
5.4.3.3 Business Strategies
5.4.3.3.1 Product Development
5.4.3.4 Corporate Strategies
5.4.3.4.1 Partnership, Collaboration, Joint Venture, and Alliance
5.4.3.5 Analyst View
5.4.4 UMITRON
5.4.4.1 Company Overview
5.4.4.1.1 Role of UMITRON in the Global Artificial Intelligence in Agriculture Market
5.4.4.1.2 Product Portfolio
5.4.4.2 Customer Profile
5.4.4.2.1 Key Clients
5.4.4.2.2 Target Customers
5.4.4.3 Funding and Grants
5.4.4.4 Business Strategies
5.4.4.4.1 Market Development
5.4.4.4.2 Product Development
5.4.4.5 Analyst View
5.4.5 Wolkus Technology Solutions Private Limited (Fasal)
5.4.5.1 Company Overview
5.4.5.1.1 Role of Wolkus Technology Solutions Private Limited (Fasal) in the Global Artificial Intelligence in Agriculture Market
5.4.5.1.2 Product Portfolio
5.4.5.2 Customer Profile
5.4.5.2.1 Key Clients
5.4.5.3 Target Customers
5.4.5.4 Funding and Grants
5.4.5.5 Business Strategies
5.4.5.5.1 Product Development
5.4.5.6 Analyst View
6.1 Data Sources
6.1.1 Primary Data Sources
6.1.2 Secondary Data Sources
6.1.3 Data Triangulation
6.2 Market Estimation and Forecast
6.2.1 Factors for Data Prediction and Modelling
Table 1: Key Consortiums and Associations in the Global Artificial Intelligence in Agriculture Market
Table 2: Key Regulatory Bodies on the Global Artificial Intelligence in Agriculture Market
Table 3: Government Initiatives Landscape in the Global Artificial Intelligence in Agriculture Market
Table 4: Key Investments in the Ecosystem, 2018-2022
Table 5: Artificial Intelligence Products in Aquaculture
Table 6: Global Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 7: Key Products Pertaining to APIs in the Global Artificial Intelligence in Agriculture Market
Table 8: Key Products Pertaining to UIs in the Global Artificial Intelligence in Agriculture Market
Table 9: Global Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 10: Global Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 11: Global Artificial Intelligence in Agriculture Market (by Region), $Million, 2021-2027
Table 12: North America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 13: North America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 14: North America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 15: North America Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027, $Million, 2021-2027
Table 16: U.S. Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 17: U.S. Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 18: U.S. Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 19: Canada Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 20: Canada Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 21: Canada Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 22: Mexico Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 23: Mexico Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 24: Mexico Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 25: Rest-of-North America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 26: Rest-of-North America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 27: Rest-of-North America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 28: South America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 29: South America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 30: South America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 31: South America Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
Table 32: Brazil Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 33: Brazil Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 34: Brazil Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 35: Argentina Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 36: Argentina Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 37: Argentina Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 38: Rest-of-South America Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 39: Rest-of-South America Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 40: Rest-of-South America Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 41: Europe Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 42: Europe Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 43: Europe Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 44: Europe Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
Table 45: Germany Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 46: Germany Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 47: Germany Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 48: France Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 49: France Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 50: France Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 51: Netherlands Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 52: Netherlands Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 53: Netherlands Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 54: Greece Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 55: Greece Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 56: Greece Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 57: Belgium Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 58: Belgium Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 59: Belgium Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 60: Switzerland Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 61: Switzerland Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 62: Switzerland Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 63: Ukraine Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 64: Ukraine Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 65: Ukraine Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 66: Italy Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 67: Italy Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 68: Italy Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 69: Spain Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 70: Spain Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 71: Spain Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 72: Rest-of-Europe Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 73: Rest-of-Europe Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 74: Rest-of-Europe Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 75: U.K. Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 76: U.K. Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 77: U.K. Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 78: Middle East and Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 79: Middle East and Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 80: Middle East and Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 81: Middle East and Africa Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
Table 82: Turkey Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 83: Turkey Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 84: Turkey Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 85: South Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 86: South Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 87: South Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 88: Israel Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 89: Israel Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 90: Israel Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 91: Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 92: Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 93: Rest-of-Middle East and Africa Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 94: China Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 95: China Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 96: China Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 97: Asia-Pacific Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 98: Asia-Pacific Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 99: Asia-Pacific Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 100: Asia-Pacific Artificial Intelligence in Agriculture Market (by Country), $Million, 2021-2027
Table 101: Japan Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 102: Japan Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 103: Japan Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 104: Australia Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 105: Australia Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 106: Australia Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 107: India Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 108: India Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 109: India Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 110: Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Table 111: Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Table 112: Rest-of-Asia-Pacific Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Table 113: Alibaba Group Holding Limited: Product Portfolio
Table 114: Alibaba Group Holding Limited: Market Development
Table 115: Alibaba Group Holding Limited: Partnership, Joint Venture, Collaboration, and Alliance
Table 116: Aquabyte: Product Portfolio
Table 117: Ceres Imaging: Product Portfolio
Table 118: Ceres Imaging: Market Development
Table 119: Ceres Imaging: Product Development
Table 120: Ceres Imaging: Partnerships, Collaborations, Joint Ventures, and Alliances
Table 121: Climate LLC: Product Portfolio
Table 122: Climate LLC: Partnerships, Joint Ventures, Collaborations, and Alliances
Table 123: CNH Industrial N.V.: Product Portfolio
Table 124: CNH Industrial N.V.: Market Development
Table 125: CNH Industrial N.V.: Product Development
Table 126: CNH Industrial N.V.: Partnership, Collaboration, Joint Venture, and Alliance
Table 127: CNH Industrial N.V.: Merger and Acquisition
Table 128: Connecterra B.V.: Pricing Portfolio
Table 129: Connecterra B.V.: Market Development
Table 130: Connecterra B.V.: Partnership, Collaboration, Joint Venture, and Alliance
Table 131: CropIn Technology Solutions: Product Portfolio
Table 132: CropIn Technology Solutions: Market Development
Table 133: CropIn Technology Solutions: Partnership, Collaboration, Joint Venture, and Alliance
Table 134: Deere & Company: Product Portfolio
Table 135: Deere & Company: Market Development
Table 136: Deere & Company: Product Development
Table 137: Deere & Company: Partnership, Collaboration, Joint Venture, and Alliance
Table 138: Deere & Company: Merger and Acquisition
Table 139: DJI: Product Portfolio
Table 140: DJI: Market Development
Table 141: Delair: Partnership, Joint Venture, Collaboration, and Alliance
Table 142: Granular Inc.: Product Portfolio
Table 143: Granular Inc.: Partnership, Collaboration, Joint Venture, and Alliance
Table 144: IBM Corporation: Product Portfolio
Table 145: IBM Corporation: Product Development
Table 146: IBM Corporation: Partnership, Joint Venture, Collaboration, and Alliance
Table 147: Microsoft Corporation: Product Portfolio
Table 148: Microsoft Corporation: Market Development
Table 149: Microsoft Corporation: Product Development
Table 150: Microsoft Corporation: Partnership, Joint Venture, Collaboration, and Alliance
Table 151: PrecisionHawk, Inc.: Pricing Portfolio
Table 152: PrecisionHawk, Inc.: Partnership, Joint Venture, Collaboration, and Alliance
Table 153: Plantix: Product Portfolio
Table 154: Plantix: Market Development
Table 155: Plantix: Product Development
Table 156: Plantix: Partnership, Joint Venture, Collaboration, and Alliance
Table 157: Plantix: Merger and Acquisition
Table 158: XPERTSEA: Product Portfolio
Table 159: Agrible: Product Portfolio
Table 160: Prospera Technologies: Product Portfolio
Table 161: Prospera Technologies: Partnership, Collaboration, Joint Venture, and Alliance
Table 162: Taranis: Product Portfolio
Table 163: Taranis: Product Development
Table 164: Taranis: Partnership, Joint Venture, Collaboration, and Alliance
Table 165: UMITRON: Product Portfolio
Table 166: UMITRON: Funding and Grants
Table 167: UMITRON: Market Development
Table 168: UMITRON: Product Development
Table 169: Wolkus Technology Solutions Private Limited (Fasal): Product Portfolio
Table 170: Wolkus Technology Solutions Private Limited (Fasal): Funding and Grants
Table 171: Wolkus Technology Solutions Private Limited (Fasal): Product Development
Figure 1: Megatrends Impacting the Agriculture Sector
Figure 2: Market Dynamics in the Global Artificial Intelligence in Agriculture Market
Figure 3: Global Artificial Intelligence in Agriculture Market, $Billion, 2021-2027
Figure 4: Global Artificial Intelligence in Agriculture Market (by Application), $Million, 2021-2027
Figure 5: Global Artificial Intelligence in Agriculture Market (by Mode of Deployment), $Million, 2021-2027
Figure 6: Global Artificial Intelligence in Agriculture Market (by Product Type), $Million, 2021-2027
Figure 7: Global Artificial Intelligence in Agriculture Market (by Region), 2021
Figure 8: Global Artificial Intelligence in Agriculture Market Coverage
Figure 9: Primary Types of AI
Figure 10: Components of AI Architecture
Figure 11: Factors Analyzed in Business Dynamics in the Global Artificial Intelligence in Agriculture Market
Figure 12: Crop Yield Losses in India, 2019
Figure 13: Economic Losses to Major Crops Produced in India, 2019
Figure 14: Benefits of AI in Agriculture
Figure 15: EU Farm and Farmland by Land Size Class, 2018
Figure 16: Stakeholders in the Farming Ecosystem
Figure 17: Major Challenges to Farmers Due to Lack of Standardization in the Agriculture Sector
Figure 18: Share of Key Market Strategies and Developments, 2018-2023
Figure 19: Product Development and Innovation (by Company), 2018-2023
Figure 20: Business Developments (by Company), 2018-2021
Figure 21: Mergers and Acquisitions (by Company), 2018-2023
Figure 22: Partnerships, Collaborations, and Joint Ventures (by Company), 2018-2023
Figure 23: Snapshot of Corporate Strategies Adopted by the key Players in the Market
Figure 24: Average Data Points Generated from Agricultural IoT Devices Daily, 2014 and 2050
Figure 25: Ceres Imaging in Data Analytics
Figure 26: CropIn Technology Solutions in Yield Optimization
Figure 27: Connecterra B.V. in Livestock Monitoring
Figure 28: Aquabyte in Aquaculture Management
Figure 29: Investment and Funding Landscape Share (by Company), %, 2019-2023
Figure 30: Investment and Funding Landscape Share (by Country), %, 2019-2023
Figure 31: Artificial Intelligence in Agriculture
Figure 32: Drone Use in Agriculture
Figure 33: AI-Based Livestock Monitoring
Figure 34: Aquaculture Companies Funding Status
Figure 35: Workflow of an API
Figure 36: Benefits of AI API in Agriculture
Figure 37: Supply Chain of Global Artificial Intelligence in Agriculture Market
Figure 38: Smart Farming Infrastructure Driven by Artificial Intelligence
Figure 39: Artificial Intelligence in Agriculture Patent Trend, 2019-2022
Figure 40: Patent Analysis (by Status), January 2019-December 2022
Figure 41: Patent Analysis (by Inventor Type), January 2019-December 2022
Figure 42: Patent Analysis (by Patent Office), January 2019-December 2022
Figure 43: Evolution of Cultivated Area, Production, and Yield of Grain in Brazil
Figure 44: Investments in AI Startups in Relation to Total Investments
Figure 45: Funding Raised by Agri-tech Startups, in US$, 2015-2020
Figure 46: Competitive Benchmarking Matrix
Figure 47: Market Share Analysis of Global Artificial Intelligence in Agriculture Market, 2021
Figure 48: Data Triangulation
Figure 49: Top-Down and Bottom-Up Approach
Figure 50: Assumptions and Limitations
Market Report Coverage
|
Artificial Intelligence in Agriculture Market |
|||
|
Base Year |
2021 |
Market Size in 2022 |
$1,517.0 Million |
|
Forecast Period |
2022-2027 |
Value Projection and Estimation by 2027 |
$4,096.1 Million |
|
CAGR During Forecast Period |
21.98% |
Number of Tables |
171 |
|
Number of Pages |
321 |
Number of Figures |
50 |
Key Market Players and Competition Synopsis
The companies that are profiled have been selected based on inputs gathered from primary experts and analysing company coverage, product portfolio, and market penetration.
Some manufacturing companies with a global presence include Microsoft Corporation, Climate LLC, CNH Industrial N.V., Deere & Company, and IBM Corporation among others. Collectively these companies account for approximately 42.90% of the total global artificial intelligence in agriculture market. Other 57.10% of the market share is dominated by Aquabyte, Ceres Imaging, Taranis, and CropIn Technology Solutions Pvt Ltd. among others.
Key Companies Profiled
• Alibaba Group Holding Limited
• Aquabyte
• Ceres Imaging
• Climate LLC
• CNH Industrial N.V.
• Connecterra B.V.
• CropIn Technology Solutions
• Deere & Company
• DJI
• Granular Inc.
• IBM Corporation
• Microsoft Corporation
• PrecisionHawk, Inc.
• Plantix
• XPERTSEA
• Agrible
• Prospera Technologies
• Taranis
• UMITRON
• Wolkus Technology Solutions Private Limited (Fasal)
How can this report add value to an organization?
Product/Innovation Strategy: The product segment helps the reader understand the different types of artificial intelligence modes of deployment and product types available for deployment in the agriculture sector and their potential globally.
Growth/Marketing Strategy: The artificial intelligence in agriculture market has seen major development by key players operating in the market, such as business expansion, partnership, collaboration, and joint venture. The favoured strategy for the companies has been product partnerships, joint ventures, and product launches to strengthen their position in the global artificial intelligence in agriculture market. For instance, in February 2019, CNH Industrial N.V. launched an Advanced Farming Systems (AFS) Connect platform for farm, fleet, and data management.
Competitive Strategy: Key players in the artificial intelligence in agriculture market analyzed and profiled in the study involve artificial intelligence in agriculture manufacturers. Moreover, a detailed competitive benchmarking of the players operating in the artificial intelligence in agriculture market has been done to help the reader understand how players stack against each other, presenting a clear market landscape. Additionally, comprehensive competitive strategies such as partnerships, agreements, and collaborations will aid the reader in understanding the untapped revenue pockets in the market.
Artificial Intelligence in Agriculture Industry and Technology Overview
The global artificial intelligence in agriculture market was valued at $1,517.0 million in 2022 and is expected to reach $4,096.1 million in 2027, following a CAGR of 21.98% during 2022-2027. Owing to the growing demand for food and grains, the growth in the artificial intelligence in agriculture market is expected to be driven by the increasing adoption of digital and smart agriculture equipment and technologies.
Artificial Intelligence in Agriculture Market Lifecycle Stage
The artificial intelligence in agriculture market is in a growing phase. Immense corporate investments and research and development activities are underway to develop artificial intelligence in agriculture, which are expected to increase due to the growing need for agriculture optimization backed by the incorporation of emerging technologies.
New entrants are penetrating the market backed up by government funding and corporate investments, which is one of the major opportunities in the global artificial intelligence in agriculture market. Moreover, artificial intelligence in agriculture also help in enhancing yield quality due to the timely detection of pest infestation and diseases. Artificial intelligence in agriculture also facilitates the safe and quality harvesting and picking of harvests, thus preventing crop losses and damages.
Impact
• With an increased worldwide demand for improved qualities of foods and grains, the shift to digital, smart, and data-driven equipment in the agriculture sector brings significant sales and financing opportunities. The shift is more prominent in regions such as Europe and North America.
• Furthermore, artificial intelligence in agriculture has a moderate to high impact on pest detection and crop scouting operations through timely and efficient detection of pests and diseases at the plant level.
Impact of Ukraine-Russia Crisis
The market for technologies in the agriculture sector, including AI-enabled, is facing a negative impact due to Ukraine-Russia tensions. The two countries are blessed with extensive technological and agricultural benefits. The tensions are leading the AI-technology providers and start-ups to reach out to markets other than the two countries. Many start-ups in the global artificial intelligence in agriculture market have staged their pilot projects in Ukraine and Russia before commercially launching their products. Similarly, many companies find Ukraine and Russia suitable for agricultural technology testing and trials owing to the presence of different varieties of crops and high adoption rates among farmers.
Market Segmentation:
Segmentation 1: by Application
• Yield Optimization
• Data Analytics
• Livestock Monitoring
• Aquaculture Management
Segmentation 2: by Mode of Deployment
• On-Cloud Deployment
• On-Premises Deployment
• Edge Deployment
• Hybrid Deployment
Segmentation 3: by Product Type
• Application Programming Interface (API)
• User Interface (UI)
Segmentation 4: by Region
• North America - U.S., Canada, Mexico, and Rest-of-North America
• South America - Brazil, Argentina, and Rest-of-South America
• Europe - Italy, Germany, Netherlands, France, Belgium, Switzerland, Greece, Ukraine, Spain, and Rest-of-Europe
• U.K.
• China
• Asia-Pacific - Japan, India, Australia, and Rest-of-Asia-Pacific
• Middle East and Africa - Turkey, Israel, South Africa, and Rest-of- Middle East and Africa
Recent Developments in the Global Artificial Intelligence in Agriculture Market
• In May 2021, Robert Bosch GmBH unveiled its new Artificial Intelligence based IoT platform to keep real time track of energy consumption, electrical parameters in healthcare, agriculture, and other sectors.
• In February 2019, Ceres Imaging developed and launched its Center-Pivot Analytics Suite, a full-service imagery solution designed specifically for center-pivot irrigated row crops.
• In February 2022, Plantix expanded its market presence in the Asia-Pacific region by launching its product, Plantix Vision API in Bangladesh.
• In February 2021, Microsoft Corporation launched its business expansion in Indonesia to support agricultural sector there in.
• In May 2021, Valmont Industries acquired Prospera Industries for $300 million to establish greater returns for mutual customer farmers.
• In February 2021, DeHaat acquired Farm Guide, a data science start-up to further enhance its advisory and market services.
• In December 2021, Connecterra B.V. collaborated with Lely. With this collaboration, Lely aimed to use Connecterra B.V.’s advancements in machine learning and artificial intelligence to provide more insights to farmers. Also, the technologies aid in integrating farm technologies with sensors enabled with artificial intelligence for developing farm management systems.
• In May 2022, Taranis expanded its partnership with DJI and DroneNerds.com in the United States. To make more intelligent data-driven decisions, the collaboration will take advantage of cutting-edge AI and drone technologies.
Demand – Drivers and Limitations
Following are the demand drivers for the global artificial intelligence in agriculture market:
• Surging Need for Automation in Agriculture
• Increased Farmland Consolidation and Large Farm Size
The market is expected to face some limitations as well due to the following challenges:
• Data Ownership and Privacy Concerns
• Technical Constraints of Implementation and Maintenance
Analyst Thoughts
According to Debraj Chakraborty, Principal Analyst, BIS Research, “The agriculture industry is poised to benefit greatly from the adoption of AI technologies. AI can be used to analyze large amounts of data, such as weather patterns, soil conditions, and crop yields, to make predictions and optimize crop growth. This can help farmers to increase yields, reduce waste, and improve efficiency.”
Artificial Intelligence in Agriculture Market - A Global and Regional Analysis
Focus on Product, Application, Supply Chain Analysis, and Country Analysis - Analysis and Forecast, 2022-2027
Some Faq's
Frequently Asked Questions
The use of AI solutions in the agricultural industry is known as artificial intelligence (AI) in agriculture. AI technology aids farmers in a number of ways, including the control of pests, soil monitoring, and plant disease detection. By identifying weeds, selecting their targets, and determining which herbicide to use in a particular area, it can also help reduce the use of herbicides and save money. Machine learning, remote sensing, satellite imagery, and other AI technologies are being used by agricultural systems and engineering to monitor crops and soil. In essence, AI simulates human thought processes and uses data to learn and solve problems.
The artificial intelligence in agriculture market has seen major development by key players operating in the market, such as business expansion, partnership, collaboration, and joint venture. According to BIS Research analysis, most of the companies preferred partnerships, collaborations, and joint ventures as a strategy to further increase their growth in the global artificial intelligence in agriculture market. Companies such as Microsoft Corporation, IBM Corporation, Climate LLC, CNH Industrial N.V., Deere & Company have majorly adopted partnerships, collaborations, and joint ventures as strategies.
A new entrant can focus on yield monitoring application-based products due to high consumer demand and the increasing need for automated systems and devices for yield monitoring and crop growth assessment.
• Extensive competitive benchmarking of the top 15 players, including Alibaba Group Holding Limited, Aquabyte, DJI, Granular Inc. IBM Corporation, Microsoft Corporation, and others to offer a holistic view of the artificial intelligence in agriculture market landscape
• Market ranking analysis based on product portfolio, recent developments, and regional spread
• Investment landscape, including product adoption scenario, funding, and patent analysis
The companies that manufacture agriculture products based on AI technologies, as well as agricultural Original Equipment Manufacturers (OEMs), agronomists, research institutions, and regulatory bodies, should buy this report.
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