Artificial Intelligence in Agriculture Market by Technology (Machine Learning, Computer Vision, and Predictive Analytics), Offering (Software, AI-as-a-Service), Application (Drone Analytics, Precision Farming) and Region - Global Forecast to 2028

Artificial Intelligence in Agriculture Market by Technology (Machine Learning, Computer Vision, and Predictive Analytics), Offering (Software, AI-as-a-Service), Application (Drone Analytics, Precision Farming) and Region - Global Forecast to 2028

The AI in agriculture market is projected to grow from USD 1.7 billion in 2023 to USD 4.7 billion in 2028; it is expected to grow at a CAGR of 23.1% during the forecasted period. AI in agriculture is mainly used in

precision farming, agriculture robots, livestock monitoring, drone analytics, labor management, and others. The market growth is mainly driven by government support to adopt modern agricultural techniques. Local governments in the Americas and Europe are encouraging farmers to adopt modern farming practices by providing improved budgets and guidance at different levels to increase food production. Governments worldwide are taking several initiatives to boost agriculture production, develop high-quality seeds, and increase storage capacities. These initiatives entail investing in AI-based farming technology.

“Market for AI-as-a-Service is to grow at highest CAGR during forecast period.”

The artificial intelligence (AI) in agriculture market has been segmented based on offering into hardware, software, AI-as-a-Service, and services. Market for AI-as-a-Service is expected to grow at highest CAGR during forecast period. Major companies, such as IBM, Microsoft, Granular, and Descartes Labs, are involved in providing AI-as-a-Service.

“Market for drone analytics application is expected to grow at highest CAGR during forecast period.”

The market for drone analytics application is expected to grow at highest CAGR during forecast period.

Drone support farmers by offering efficient plant protection, providing important data on soil types, and monitoring crop health. In agriculture, microdrones have a huge potential and a wide range of applications. Drone analytics software is used for measuring vegetation levels based on the normalized difference vegetation index (NDVI), a graphical indicator of this measurement.

“Market for Asia Pacific is to grow at highest CAGR during forecast period.”

The AI in agriculture market has been segmented into four geographic regions: the North America, Europe, Asia Pacific, and the Rest of the World (RoW). The market in Asia Pacific is expected to witness the highest growth rate during the forecast period. The wide-scale adoption of AI technologies in agricultural farming is a key factor supporting the growth of the market in this region. Further Asia Pacific is segmented into China, Japan, South Korea, India and Rest of Asia Pacific. There is an increasing application of AI in the agriculture sector in developing countries, such as India and China.

The report profiles key players in the AI in agriculture market with their respective market ranking analysis. Prominent players profiled in this report are Deere & Company (US), IBM (US), Microsoft (US), The Climate Corporation (US), Farmers Edge Inc. (Canada), Granular Inc. (Canada), AgEagle Aerial Syatems Inc. (US), Descartes Labs, Inc. (US).

Research Coverage:

This research report categorizes the AI in agriculture market on the basis Technology, Offering, Application, and Geography. The report describes the major drivers, restraints, challenges, and opportunities pertaining to the AI in agriculture market and forecasts the same till 2028. Apart from these, the report also consists of leadership mapping and analysis of all the companies included in the AI in agriculture ecosystem.

Key Benefits of Buying the Report

The report will help market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI in agriculture market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to better position their businesses and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • STUDY SCOPE
      • MARKETS COVERED
      • REGIONAL SCOPE
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
    • LIMITATIONS
    • STAKEHOLDERS
    • SUMMARY OF CHANGES
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY AND PRIMARY RESEARCH
      • SECONDARY DATA
      • PRIMARY DATA
    • MARKET SIZE ESTIMATION
      • BOTTOM-UP APPROACH
      • TOP-DOWN APPROACH
    • MARKET BREAKDOWN AND DATA TRIANGULATION
    • RESEARCH ASSUMPTIONS
      • Table PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON AI IN AGRICULTURE MARKET
  • EXECUTIVE SUMMARY
    • ANALYSIS OF RECESSION IMPACT ON AI IN AGRICULTURE MARKET
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI IN AGRICULTURE MARKET
    • AI IN AGRICULTURE MARKET, BY TECHNOLOGY
    • AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY AND APPLICATION
    • REGION-WISE AI IN AGRICULTURE MARKET GROWTH RATE
  • MARKET OVERVIEW
    • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • VALUE CHAIN ANALYSIS
    • ECOSYSTEM ANALYSIS
      • Table ECOSYSTEM MAPPING
    • PRICING ANALYSIS
      • Table INDICATIVE PRICING ANALYSIS OF AI PRODUCTS OFFERED BY KEY COMPANIES
      • AVERAGE SELLING PRICE ANALYSIS OF PROCESSOR COMPONENTS OFFERED BY TOP 3 PLAYERS
        • Table ASP RANGE OF PROCESSOR COMPONENTS, 2019–2028
        • Table ASP RANGE OF PROCESSOR, BY REGION, 2019–2028 (USD)
    • TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
    • TECHNOLOGY ANALYSIS
      • INTERNET OF THINGS (IOT)
      • ROBOTICS
      • BLOCKCHAIN TECHNOLOGY
      • AI-DRIVEN DRONES
    • PORTER’S FIVE FORCES ANALYSIS
      • Table AI IN AGRICULTURE MARKET: PORTER’S FIVE FORCES ANALYSIS, 2022
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
    • KEY STAKEHOLDERS AND BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)
    • CASE STUDIES
      • Table E&J GALLO (US) ADOPTED IBM CLOUD TO INCREASE YIELDS AND REDUCE WATER USAGE
      • Table BUNGE (US) IMPLEMENTED IBM PAIRS TO GAIN DATA AND COMPUTING POWER TO BUILD ADVANCED STATISTICAL MODELS
      • Table AGROPECUÁRIA CANOA MIRIM S/A (BRAZIL) DEPLOYED VARIABLE RATE TECHNOLOGY OFFERED BY FARMERS EDGE TO ENSURE ACCURATE QUANTITY OF FERTILIZERS
    • TRADE ANALYSIS
    • PATENT ANALYSIS
      • Table TOP 12 PATENT OWNERS IN LAST 10 YEARS
      • Table IMPORTANT PATENTS RELATED TO AI IN AGRICULTURE MARKET
    • KEY CONFERENCES AND EVENTS, 2023–2024
      • Table ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET: CONFERENCES AND EVENTS, 2023–2024
    • REGULATIONS AND STANDARDS
      • STANDARDS
        • Table STANDARDS FOR AI IN AGRICULTURE MARKET
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • AI IN AGRICULTURE MARKET, BY TECHNOLOGY
    • INTRODUCTION
      • Table AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
      • Table AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
    • MACHINE LEARNING
      • NEED TO MINIMIZE RISKS AND COSTS ASSOCIATED WITH AGRICULTURAL OPERATIONS TO DRIVE DEMAND FOR MACHINE LEARNING TECHNOLOGY
    • COMPUTER VISION
      • USE OF COMPUTER VISION TECHNOLOGY TO MONITOR CROP HEALTH AND PREDICT NUTRIENT DEFICIENCY TO PROVIDE OPPORTUNITIES FOR MARKET PLAYERS
    • PREDICTIVE ANALYTICS
      • ADOPTION OF PREDICTIVE ANALYTICS TECHNOLOGY TO MAKE AGRONOMIC DECISIONS TO DRIVE MARKET
  • AI IN AGRICULTURE MARKET, BY OFFERING
    • INTRODUCTION
      • Table AI IN AGRICULTURE MARKET, BY OFFERING, 2019–2022 (USD MILLION)
      • Table AI IN AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • HARDWARE
      • AVAILABILITY OF HIGH-TECH TOOLKITS FOR AGRICULTURAL APPLICATIONS TO BOOST MARKET
        • Table HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
        • Table HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
      • PROCESSOR
      • STORAGE DEVICE
      • NETWORK
    • SOFTWARE
      • INSTALLATION OF SOFTWARE TO SYNTHESIZE DATA HELPFUL IN MAKING PROMPT DECISIONS TO DRIVE DEMAND
        • Table SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
        • Table SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
      • AI PLATFORM
      • AI SOLUTION
    • AI-AS-A-SERVICE
      • INCLINATION TOWARD IMPLEMENTING EFFICIENT FARMING METHODS TO REDUCE WASTAGE AND INCREASE CROP YIELD TO DRIVE DEMAND FOR AIAAS
    • SERVICES
      • INCREASING REQUIREMENT FOR ONLINE AND OFFLINE SUPPORT SERVICES TO BOOST SEGMENTAL GROWTH
        • Table SERVICES: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
        • Table SERVICES: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
      • DEPLOYMENT & INTEGRATION
      • SUPPORT & MAINTENANCE
  • AI IN AGRICULTURE MARKET, BY APPLICATION
    • INTRODUCTION
      • Table AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
      • Table AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
    • PRECISION FARMING
      • FARMERS’ FOCUS ON INCREASING CROP YIELDS USING LIMITED RESOURCES TO INCREASE DEMAND FOR AI IN PRECISION FARMING
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET, BY REGION 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET, BY REGION 2023–2028 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table PRECISION FARMING: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
      • YIELD MONITORING
      • FIELD MAPPING
      • CROP SCOUTING
      • WEATHER TRACKING & FORECASTING
      • IRRIGATION MANAGEMENT
    • LIVESTOCK MONITORING
      • INCORPORATION OF AI IN FEEDING AND HEAT STRESS MANAGEMENT SOLUTIONS AND MILKING ROBOTS TO FUEL MARKET GROWTH
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022, (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028, (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table LIVESTOCK MONITORING: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
    • DRONE ANALYTICS
      • USE OF AI-POWERED DRONES TO IDENTIFY INSECTS AND DISEASES AFFLICTING CROPS TO ACCELERATE MARKET GROWTH
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table DRONE ANALYTICS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
    • AGRICULTURE ROBOTS
      • INCREASED DEEP LEARNING CAPABILITIES OF AGRICULTURE ROBOTS TO CONTRIBUTE TO MARKET GROWTH
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table AGRICULTURE ROBOTS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
    • LABOR MANAGEMENT
      • REDUCTION IN PRODUCTION COSTS THROUGH LABOR MANAGEMENT SOFTWARE TO STIMULATE MARKET GROWTH
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table LABOR MANAGEMENT: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
    • OTHERS
      • SMART GREENHOUSE MANAGEMENT
      • SOIL MANAGEMENT
      • FISH FARMING MANAGEMENT
        • Table OTHERS: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION)
        • Table OTHERS: AI IN AGRICULTURE MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION)
  • AI IN AGRICULTURE MARKET, BY REGION
    • INTRODUCTION
      • Table AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
      • Table AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
    • NORTH AMERICA
      • Table NORTH AMERICA: AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
      • Table NORTH AMERICA: AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
      • Table NORTH AMERICA: AI IN AGRICULTURE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
      • Table NORTH AMERICA: AI IN AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
      • US
      • CANADA
      • MEXICO
    • EUROPE
      • Table EUROPE: AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
      • Table EUROPE: AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
      • Table EUROPE: AI IN AGRICULTURE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
      • Table EUROPE: AI IN AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
      • UK
      • GERMANY
      • FRANCE
      • ITALY
      • SPAIN
      • REST OF EUROPE
    • ASIA PACIFIC
      • Table ASIA PACIFIC: AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
      • Table ASIA PACIFIC: AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
      • Table ASIA PACIFIC: AI IN AGRICULTURE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
      • Table ASIA PACIFIC: AI IN AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
      • AUSTRALIA
      • CHINA
      • JAPAN
      • SOUTH KOREA
      • INDIA
      • REST OF ASIA PACIFIC
    • REST OF THE WORLD
      • Table ROW: AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
      • Table ROW: AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
      • Table ROW: AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
      • Table ROW: AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
      • MIDDLE EAST & AFRICA
      • SOUTH AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • COMPANY REVENUE ANALYSIS, 2017–2021
    • MARKET SHARE ANALYSIS, 2022
      • Table DEGREE OF COMPETITION
    • COMPANY EVALUATION QUADRANT
      • STARS
      • PERVASIVE PLAYERS
      • EMERGING LEADERS
      • PARTICIPANTS
    • COMPANY FOOTPRINT
      • Table FOOTPRINTS OF COMPANIES
      • Table APPLICATION FOOTPRINT OF COMPANIES
      • Table REGION FOOTPRINT OF COMPANIES
    • SMES EVALUATION QUADRANT
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • SMES EVALUATION MATRIX
      • Table DETAILED LIST OF KEY SMES
      • Table COMPETITIVE BENCHMARKING OF KEY SMES
    • COMPETITIVE SCENARIO
      • PRODUCT LAUNCHES
        • Table PRODUCT LAUNCHES, 2020–2022
      • DEALS
        • Table DEALS, 2020–2022
  • COMPANY PROFILES
    • KEY PLAYERS
      • IBM
        • Table IBM: COMPANY OVERVIEW
        • Table IBM: PRODUCTS OFFERED
        • Table IBM: PRODUCT LAUNCHES
        • Table IBM: DEALS
      • DEERE & COMPANY
        • Table DEERE & COMPANY: COMPANY OVERVIEW
        • Table DEERE & COMPANY: PRODUCTS OFFERED
        • Table DEERE & COMPANY: DEALS
      • MICROSOFT
        • Table MICROSOFT: COMPANY OVERVIEW
        • Table MICROSOFT: PRODUCTS OFFERED
        • Table MICROSOFT: DEALS
      • THE CLIMATE CORPORATION
        • Table THE CLIMATE CORPORATION: COMPANY OVERVIEW
        • Table THE CLIMATE CORPORATION: PRODUCTS OFFERED
        • Table THE CLIMATE CORPORATION: PRODUCT LAUNCHES
        • Table THE CLIMATE CORPORATION: DEALS
      • FARMERS EDGE INC.
        • Table FARMERS EDGE INC.: COMPANY OVERVIEW
        • Table FARMERS EDGE INC.: PRODUCTS OFFERED
        • Table FARMERS EDGE INC.: DEALS
        • Table FARMERS EDGE INC.: OTHERS
      • GRANULAR INC.
        • Table GRANULAR INC.: COMPANY OVERVIEW
        • Table GRANULAR INC.: PRODUCTS OFFERED
      • AGEAGLE AERIAL SYSTEMS INC.
        • Table AGEAGLE AERIAL SYSTEMS INC.: COMPANY OVERVIEW
        • Table AGEAGLE AERIAL SYSTEMS INC.: PRODUCTS OFFERED
        • Table AGEAGLE AERIAL SYSTEMS INC.: OTHERS
      • DESCARTES LABS, INC.
        • Table DESCARTES LABS, INC.: COMPANY OVERVIEW
        • Table DESCARTES LABS, INC.: PRODUCTS OFFERED
        • Table DESCARTES LABS, INC.: PRODUCT LAUNCHES
      • PROSPERA TECHNOLOGIES, INC.
        • Table PROSPERA TECHNOLOGIES, INC.: COMPANY OVERVIEW
        • Table PROSPERA TECHNOLOGIES, INC.: PRODUCTS OFFERED
        • Table PROSPERA TECHNOLOGIES, INC.: OTHERS
      • TARANIS
        • Table TARANIS: COMPANY OVERVIEW
        • Table TARANIS: PRODUCTS OFFERED
        • Table TARANIS: DEALS
        • Table TARANIS: OTHERS
      • CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED
        • Table CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED: COMPANY OVERVIEW
        • Table CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED: PRODUCTS OFFERED
        • Table CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED: PRODUCT LAUNCHES
        • Table CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED: DEALS
        • Table CROPIN TECHNOLOGY SOLUTIONS PRIVATE LIMITED: OTHERS
    • OTHER KEY COMPANIES
      • GAMAYA
      • EC2CE
      • PRECISION HAWK
      • VINEVIEW
      • EVER.AG
      • TULE TECHNOLOGIES
      • RESSON AEROSPACE INC.
      • CONNECTERRA B.V.
      • VISION ROBOTICS CORPORATION
      • FARMBOT
      • HARVEST CROO ROBOTICS LLC
      • PROGRESSIVE ENVIRONMENTAL & AGRICULTURAL TECHNOLOGIES (PEAT)
      • TRACE GENOMICS
      • CROPX INC.
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
    • STUDY LIMITATIONS
    • PRECISION FARMING MARKET, BY TECHNOLOGY
      • Table PRECISION FARMING MARKET, BY TECHNOLOGY TYPE, 2018–2021 (USD MILLION)
      • Table PRECISION FARMING MARKET, BY TECHNOLOGY TYPE, 2022–2030 (USD MILLION)
      • GUIDANCE TECHNOLOGY
      • REMOTE SENSING TECHNOLOGY
      • VARIABLE RATE TECHNOLOGY (VRT)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

Download our eBook: How to Succeed Using Market Research

Learn how to effectively navigate the market research process to help guide your organization on the journey to success.

Download eBook
Cookie Settings