
Middle East and Africa Artificial Intelligence in Agriculture Market
Description
Middle East and Africa Artificial Intelligence in Agriculture Market
Middle East and Africa Artificial Intelligence in Agriculture market is expected to reach USD 247.62 Million by 2031 from USD 57.27 Million in 2023, growing with a CAGR of 20.6% in the forecast period of 2024 to 2031.
Market Segmentation:
Middle East and Africa artificial intelligence in agriculture market, By Offering (Hardware, Software, and Services), Technology [Machine Learning (ML), Computer Vision, Natural Language Processing (NLP), Robotics & Automation, and Others], Application (Precision Farming, Livestock Monitoring, Weather Forecasting, Soil Management, Crop Health Monitoring, Supply Chain Optimization, and Others), Deployment Mode (Cloud, and On-Premise), End User (Farms, Agro-Tech Companies, Agrochemical Companies, Research Institutes, and Others), Countries (Saudi Arabia, South Africa, U.A.E., Israel, Egypt, Qatar, Oman, Kuwait, Bahrain, rest of Middle East and Africa)-Industry Trends and Forecast to 2031
Overview of Middle East and Africa Artificial Intelligence in Agriculture Market Dynamics
Driver
• Increasing crop monitoring and yield prediction accuracy
Restraint
• Persistent data privacy and security concerns
Opportunity
• Integrating AI with hardware for better deployment
Market Players:
The key market players operating in the Middle East and Africa artificial intelligence in agriculture market are listed below:
• Deere & Company
• IBM
• Microsoft
• OpenAI
• Open Text Corporation
• ClimateAi,
• AgEagle Aerial Systems Inc
• CNH Industrial N.V.
• AGCO Corporation
• KUBOTA Corporation
• YANMAR HOLDINGS CO., LTD.
• DeLaval
• Lely
• Raven Industries, Inc.
• Gamaya, Bayer AG
• VALMONT INDUSTRIES, INC.
• Cisco Systems, Inc.
• Oracle
• Harvest CROO Robotics LLC
• ADM
• SYNGENTA GLOBAL
• Corteva
• Bowery Farming Inc.
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Table of Contents
305 Pages
- 1 Introduction
- 1.1 Objectives Of The Study
- 1.2 Market Definition
- 1.3 Overview Of The Middle East And Africa Artificial Intelligence In Agriculture
- 1.4 Currency And Pricing
- 1.5 Limitations
- 1.6 Markets Covered
- 2 Market Segmentation
- 2.1 Markets Covered
- 2.2 Geographical Scope
- 2.3 Years Considered For The Study
- 2.4 Dbmr Tripod Data Validation Model
- 2.5 Primary Interviews With Key Opinion Leaders
- 2.6 Dbmr Market Position Grid
- 2.7 Vendor Share Analysis
- 2.8 Multivariate Modeling
- 2.9 Offering Timeline Curve
- 2.10 Secondary Sources
- 2.11 Assumptions
- 3 Executive Summary
- 4 Premium Insights
- 4.1 Porter’s Five Forces Analysis
- 4.2 Regulatory Standards
- 4.3 Technological Trends
- 4.4 Company Comparative Analysis
- 4.5 Device Lifetime
- 4.6 Import And Export Shipments
- 4.7 Value Chain Analysis
- 5 Market Overview
- 5.1 Drivers
- 5.1.1 Increasing Crop Monitoring And Yield Prediction Accuracy
- 5.1.2 Increasing Implementation Of Better Farming Techniques With Ai
- 5.1.3 Boosting Agricultural Efficiency With Data-driven Decisions
- 5.1.4 Improving Pest And Disease Management With Ai
- 5.2 Restraints
- 5.2.1 Persistent Data Privacy And Security Concerns
- 5.2.2 High Initial Investment Limiting Technology Adoption
- 5.3 Opportunities
- 5.3.1 Integrating Ai With Hardware For Better Deployment
- 5.3.2 Increase In The Developing Ai Tools For Market Price Forecasting
- 5.3.3 Strategic Partnerships Enhance Agricultural Solutions
- 5.4 Challenges
- 5.4.1 Limited Availability Of Skilled Personnel Affects The Effective Management And Operation Of Ai Technologies
- 5.4.2 Difficulty Towards Integrating Ai Solutions With Existing Agricultural Machinery And During Software Adoption
- 6 Middle East And Africa Artificial Intelligence In Agriculture Market, By Offering
- 6.1 Overview
- 6.2 Hardware
- 6.2.1 Hardware, By Type
- 6.2.1.1 Sensors
- 6.2.1.2 Drone And Uav’s
- 6.2.1.3 Robot And Autonomous Machinery
- 6.3 Software
- 6.3.1 Software, By Type
- 6.3.1.1 Farm Management Software
- 6.3.1.2 Data Analytics Platforms
- 6.3.1.3 Image Processing Software
- 6.4 Services
- 6.4.1 Services, By Type
- 6.4.1.1 Managed Services
- 6.4.1.1.1 Managed Services, By Type
- 6.4.1.1.1.1 Data Analytics
- 6.4.1.1.1.2 Monitoring
- 6.4.1.1.1.3 Others
- 6.4.1.2 Professional Services
- 6.4.1.2.1 Professional Services, By Type
- 6.4.1.2.1.1 Implementation
- 6.4.1.2.1.2 Consulting And Training
- 6.4.1.2.1.3 Support And Maintenance
- 7 Middle East And Africa Artificial Intelligence In Agriculture Market, By Technology
- 7.1 Overview
- 7.2 Machine Learning (Ml)
- 7.2.1 Machine Learning(Ml), By Type
- 7.2.1.1 Predictive Analytics
- 7.2.1.2 Anomaly Detection
- 7.2.1.3 Decision Support Systems
- 7.2.1.4 Crop Yield Predictions
- 7.3 Computer Vision
- 7.3.1 Computer Vision, By Type
- 7.3.1.1 Image Recognition
- 7.3.1.2 Object/Intrusion Detection
- 7.3.1.3 Automated Grading And Sorting
- 7.3.1.4 Pest & Disease Detection
- 7.4 Natural Language Processing (Nlp)
- 7.4.1 Natural Language Processing (Nlp), By Type
- 7.4.1.1 Chatbot And Farmer Support
- 7.4.1.2 Voice Recognition For Machinery Control
- 7.5 Robotics & Automation
- 7.5.1 Robotics & Automation, By Type
- 7.5.1.1 Drone Based Monitoring And Spraying
- 7.5.1.2 Robotic Harvesting
- 7.5.1.3 Autonomous Tractor And Machinery
- 7.6 Others
- 8 Middle East And Africa Artificial Intelligence In Agriculture Market, By Application
- 8.1 Overview
- 8.2 Precision Farming
- 8.2.1 Precision Farming, By Type
- 8.2.1.1 Variable Rate Application
- 8.2.1.2 Crop Scouting
- 8.2.1.3 Field Mapping
- 8.3 Livestock Monitoring
- 8.3.1 Livestock Monitoring, By Type
- 8.3.1.1 Health Monitoring
- 8.3.1.2 Behaviour Analysis
- 8.3.1.3 Automated Feeding Systems
- 8.4 Weather Forecasting
- 8.4.1 Weather Forecasting, By Type
- 8.4.1.1 Climate Prediction
- 8.4.1.2 Weather Pattern Analysis
- 8.5 Soil Management
- 8.5.1 Soil Management, By Type
- 8.5.1.1 Soil Condition Monitoring
- 8.5.1.2 Irrigation Management
- 8.5.1.3 Nutrient Management
- 8.6 Crop Health Monitoring
- 8.6.1 Crop Health Monitoring, By Type
- 8.6.1.1 Disease And Pest Detection
- 8.6.1.2 Plant Stress Analysis
- 8.6.1.3 Nutrient Deficiency Identification
- 8.7 Supply Chain Optimization
- 8.7.1 Supply Chain Optimization, By Type
- 8.7.1.1 Inventory Management
- 8.7.1.2 Transportation And Logistics
- 8.7.1.3 Demand Forecasting
- 8.8 Others
- 9 Middle East And Africa Artificial Intelligence In Agriculture Market, By Deployment Mode
- 9.1 Overview
- 9.2 Cloud
- 9.3 On-premise
- 10 Middle East And Africa Artificial Intelligence In Agriculture Market, By End User
- 10.1 Overview
- 10.2 Farms
- 10.3 Agro-tech Companies
- 10.4 Agro Chemical Companies
- 10.5 Research Institutes
- 10.6 Others
- 11 Middle East And Africa Artificial Intelligence In Agriculture Market, By Region
- 11.1 Middle East And Africa
- 11.1.1 Saudi Arabia
- 11.1.2 South Africa
- 11.1.3 U.A.E
- 11.1.4 Israel
- 11.1.5 Egypt
- 11.1.6 Qatar
- 11.1.7 Oman
- 11.1.8 Kuwait
- 11.1.9 Bahrain
- 11.1.10 Rest Of Middle East And Africa
- 12 Middle East And Africa Artificial Intelligence In Agriculture Market, Company Landscape
- 12.1 Company Share Analysis: Middle East And Africa
- 13 Swot Analysis
- 14 Company Profile
- 14.1 Open Text Corporation
- 14.1.1 Company Snapshot
- 14.1.2 Revenue Analysis
- 14.1.3 Company Share Analysis
- 14.1.4 Product Portfolio
- 14.1.5 Recent Developments
- 14.2 Valmont Industries, Inc.
- 14.2.1 Company Snapshot
- 14.2.2 Revenue Analysis
- 14.2.3 Company Share Analysis
- 14.2.4 Solution Portfolio
- 14.2.5 Recent Developments
- 14.3 Openai
- 14.3.1 Company Snapshot
- 14.3.2 Company Share Analysis
- 14.3.3 Product Portfolio
- 14.3.4 Recent Developments
- 14.4 Agco Corporation
- 14.4.1 Company Snapshot
- 14.4.2 Revenue Analysis
- 14.4.3 Company Share Analysis
- 14.4.4 Brand Portfolio
- 14.4.5 Recent Development
- 14.5 Ibm
- 14.5.1 Company Snapshot
- 14.5.2 Revenue Analysis
- 14.5.3 Company Share Analysis
- 14.5.4 Solution Portfolio
- 14.5.5 Recent Developments
- 14.6 Adm
- 14.6.1 Company Snapshot
- 14.6.2 Revenue Analysis
- 14.6.3 Product Portfolio
- 14.6.4 Recent Development
- 14.7 Ageagle Aerial Systems Inc
- 14.7.1 Company Snapshot
- 14.7.2 Revenue Analysis
- 14.7.3 Product Portfolio
- 14.7.4 Recent Developments
- 14.8 Alphabet Inc.
- 14.8.1 Company Snapshot
- 14.8.2 Revenue Analysis
- 14.8.3 Product Portfolio
- 14.8.4 Recent Developments
- 14.9 Bayer Ag
- 14.9.1 Company Snapshot
- 14.9.2 Revenue Analysis
- 14.9.3 Solution Portfolio
- 14.9.4 Recent Developments
- 14.10 Bowery Farming Inc.
- 14.10.1 Company Snapshot
- 14.10.2 Product Portfolio
- 14.10.3 Recent Developments
- 14.11 Cisco Systems, Inc.
- 14.11.1 Company Snapshot
- 14.11.2 Revenue Analysis
- 14.11.3 Solution Portfolio
- 14.11.4 Recent Developments
- 14.12 Climate Ai
- 14.12.1 Company Snapshot
- 14.12.2 Solution Portfolio
- 14.12.3 Recent Development
- 14.13 Cnh Industrial N.V.
- 14.13.1 Company Snapshot
- 14.13.2 Revenue Analysis
- 14.13.3 Brand Portfolio
- 14.13.4 Recent Development
- 14.14 Corteva
- 14.14.1 Company Snapshot
- 14.14.2 Revenue Analysis
- 14.14.3 Product Portfolio
- 14.14.4 Recent Developments
- 14.15 Deere & Company
- 14.15.1 Company Snapshot
- 14.15.2 Revenue Analysis
- 14.15.3 Product Portfolio
- 14.15.4 Recent Developments
- 14.16 Delaval
- 14.16.1 Company Snapshot
- 14.16.2 Solution Portfolio
- 14.16.3 Recent Developments
- 14.17 Gamaya
- 14.17.1 Company Snapshot
- 14.17.2 Product Portfolio
- 14.17.3 Recent Developments
- 14.18 Harvest Croo Robotics Llc.
- 14.18.1 Company Snapshot
- 14.18.2 Product Portfolio
- 14.18.3 Recent Development
- 14.19 Kubota Corporation
- 14.19.1 Company Snapshot
- 14.19.2 Revenue Analysis
- 14.19.3 Product & Solution Portfolio
- 14.19.4 Recent Developments
- 14.20 Lely
- 14.20.1 Company Snapshot
- 14.20.2 Revenue Analysis
- 14.20.3 Solution Portfolio
- 14.20.4 Recent Developments
- 14.21 Microsoft
- 14.21.1 Company Snapshot
- 14.21.2 Revenue Analysis
- 14.21.3 Product Portfolio
- 14.21.4 Recent Developments
- 14.22 Oracle
- 14.22.1 Company Snapshot
- 14.22.2 Revenue Analysis
- 14.22.3 Service Portfolio
- 14.22.4 Recent Developments
- 14.23 Raven Industries, Inc. (A Subsidiary Of Cnh)
- 14.23.1 Company Snapshot
- 14.23.2 Service Portfolio
- 14.23.3 Recent Developments
- 14.24 Syngenta Ag Group
- 14.24.1 Company Snapshot
- 14.24.2 Revenue Analysis
- 14.24.3 Product Portfolio
- 14.24.4 Recent Developments
- 14.25 Yanmar Holding Co., Ltd.
- 14.25.1 Company Snapshot
- 14.25.2 Product & Services Portfolio
- 14.25.3 Recent Developments
- 15 Questionnaire
- 16 Related Reports
- Table 1 Initial Costs For An Ai-based Farming Business
- Table 2 Middle East And Africa Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 3 Middle East And Africa Hardware In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 4 Middle East And Africa Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 5 Middle East And Africa Software Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 6 Middle East And Africa Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 7 Middle East And Africa Services In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 8 Middle East And Africa Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 9 Middle East And Africa Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 10 Middle East And Africa Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 11 Middle East And Africa Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 12 Middle East And Africa Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 13 Middle East And Africa Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 14 Middle East And Africa Computer Vision In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 15 Middle East And Africa Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 16 Middle East And Africa Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 17 Middle East And Africa Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 18 Middle East And Africa Robotics And Automation In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 19 Middle East And Africa Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 20 Middle East And Africa Others In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 21 Middle East And Africa Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 22 Middle East And Africa Precision Farming In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 23 Middle East And Africa Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 24 Middle East And Africa Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 25 Middle East And Africa Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 26 Middle East And Africa Weather Forecasting In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 27 Middle East And Africa Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 28 Middle East And Africa Soil Management In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 29 Middle East And Africa Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 30 Middle East And Africa Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 31 Middle East And Africa Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 32 Middle East And Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 33 Middle East And Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 34 Middle East And Africa Others In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 35 Middle East And Africa Artificial Intelligence In Agriculture Market, By Deployment Mode 2020-2031 (Usd Thousand)
- Table 36 Middle East And Africa Cloud In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 37 Middle East And Africa On-premise In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 38 Middle East And Africa Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 39 Middle East And Africa Farms In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 40 Middle East And Africa Agro-tech Companies In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 41 Middle East And Africa Agrochemical Companies In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 42 Middle East And Africa Research Institutes In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 43 Middle East And Africa Others In Artificial Intelligence In Agriculture Market, By Region, 2020-2031 (Usd Thousand)
- Table 44 Middle East And Africa Artificial Intelligence In Agriculture Market, By Country, 2020-2031 (Usd Thousand)
- Table 45 Middle East And Africa Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 46 Middle East And Africa Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 47 Middle East And Africa Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 48 Middle East And Africa Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 49 Middle East And Africa Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 50 Middle East And Africa Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 51 Middle East And Africa Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 52 Middle East And Africa Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 53 Middle East And Africa Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 54 Middle East And Africa Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 55 Middle East And Africa Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 56 Middle East And Africa Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 57 Middle East And Africa Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 58 Middle East And Africa Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 59 Middle East And Africa Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 60 Middle East And Africa Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 61 Middle East And Africa Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 62 Middle East And Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 63 Middle East And Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 64 Middle East And Africa Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 65 Saudi Arabia Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 66 Saudi Arabia Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 67 Saudi Arabia Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 68 Saudi Arabia Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 69 Saudi Arabia Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 70 Saudi Arabia Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 71 Saudi Arabia Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 72 Saudi Arabia Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 73 Saudi Arabia Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 74 Saudi Arabia Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 75 Saudi Arabia Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 76 Saudi Arabia Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 77 Saudi Arabia Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 78 Saudi Arabia Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 79 Saudi Arabia Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 80 Saudi Arabia Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 81 Saudi Arabia Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 82 Saudi Arabia Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 83 Saudi Arabia Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 84 Saudi Arabia Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 85 South Africa Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 86 South Africa Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 87 South Africa Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 88 South Africa Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 89 South Africa Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 90 South Africa Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 91 South Africa Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 92 South Africa Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 93 South Africa Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 94 South Africa Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 95 South Africa Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 96 South Africa Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 97 South Africa Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 98 South Africa Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 99 South Africa Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 100 South Africa Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 101 South Africa Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 102 South Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 103 South Africa Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 104 South Africa Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 105 U.A.E Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 106 U.A.E Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 107 U.A.E Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 108 U.A.E Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 109 U.A.E Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 110 U.A.E Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 111 U.A.E Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 112 U.A.E Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 113 U.A.E Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 114 U.A.E Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 115 U.A.E Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 116 U.A.E Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 117 U.A.E Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 118 U.A.E Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 119 U.A.E Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 120 U.A.E Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 121 U.A.E Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 122 U.A.E Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 123 U.A.E Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 124 U.A.E Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 125 Israel Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 126 Israel Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 127 Israel Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 128 Israel Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 129 Israel Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 130 Israel Professional Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 131 Israel Artificial Intelligence In Agriculture Market, By Technology, 2020-2031 (Usd Thousand)
- Table 132 Israel Machine Learning (Ml) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 133 Israel Computer Vision In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 134 Israel Natural Language Processing (Nlp) In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 135 Israel Robotics & Automation In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 136 Israel Artificial Intelligence In Agriculture Market, By Application, 2020-2031 (Usd Thousand)
- Table 137 Israel Precision Farming In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 138 Israel Livestock Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 139 Israel Weather Forecasting In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 140 Israel Soil Management In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 141 Israel Crop Health Monitoring In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 142 Israel Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 143 Israel Supply Chain Optimization In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 144 Israel Artificial Intelligence In Agriculture Market, By End User, 2020-2031 (Usd Thousand)
- Table 145 Egypt Artificial Intelligence In Agriculture Market, By Offering, 2020-2031 (Usd Thousand)
- Table 146 Egypt Hardware In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 147 Egypt Software In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 148 Egypt Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Table 149 Egypt Managed Services In Artificial Intelligence In Agriculture Market, By Type, 2020-2031 (Usd Thousand)
- Figure 1 Middle East And Africa Artificial Intelligence In Agriculture Market: Segmentation
- Figure 2 Middle East And Africa Artificial Intelligence In Agriculture Market: Data Triangulation
- Figure 3 Middle East And Africa Artificial Intelligence In Agriculture Market: Droc Analysis
- Figure 4 Middle East And Africa Artificial Intelligence In Agriculture Market: Middle East And Africa Vs Regional Market Analysis
- Figure 5 Middle East And Africa Artificial Intelligence In Agriculture Market: Company Research Analysis
- Figure 6 Middle East And Africa Artificial Intelligence In Agriculture Market: Interview Demographics
- Figure 7 Middle East And Africa Artificial Intelligence In Agriculture: Dbmr Market Position Grid
- Figure 8 Middle East And Africa Artificial Intelligence In Agriculture Market: Vendor Share Analysis
- Figure 9 Middle East And Africa Artificial Intelligence In Agriculture Market: Multivariate Modeling
- Figure 10 Middle East And Africa Artificial Intelligence In Agriculture Market: Offering Timeline Curve
- Figure 11 Middle East And Africa Artificial Intelligence In Agriculture Market: Segmentation
- Figure 12 Three Segments Comprise Middle East And Africa Artificial Intelligence In Agriculture Market
- Figure 13 Middle East And Africa Artificial Intelligence In Agriculture Market Executive Summary
- Figure 14 Middle East And Africa Artificial Intelligence In Agriculture Market Strategic Decisions
- Figure 15 Increasing Crop Monitoring And Yield Prediction Accuracy Is Expected To Drive The Middle East And Africa Artificial Intelligence In Agriculture Market In The Forecast Period Of 2024 To 2031
- Figure 16 Hardware Segment Is Expected To Account For The Largest Share Of The Middle East And Africa Artificial Intelligence In Agriculture Market In 2024 & 2031
- Figure 17 Drivers, Restraints, Opportunities And Challenges Of Middle East And Africa Artificial Intelligence In Agriculture Market
- Figure 18 Data-driven Agriculture
- Figure 19 Middle East And Africa Artificial Intelligence In Agriculture Market: By Offering, 2023
- Figure 20 Middle East And Africa Artificial Intelligence In Agriculture Market: By Technology, 2023
- Figure 21 Middle East And Africa Artificial Intelligence In Agriculture Market: By Application, 2023
- Figure 22 Middle East And Africa Artificial Intelligence In Agriculture Market: By Deployment Mode, 2023
- Figure 23 Middle East And Africa Artificial Intelligence In Agriculture Market: By End User, 2023
- Figure 24 Middle East And Africa Artificial Intelligence In Agriculture Market: Snapshot (2023)
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