Artificial Intelligence (AI) in Agriculture

Artificial Intelligence (AI) in Agriculture

Global Artificial Intelligence (AI) in Agriculture Market to Reach US$13.2 Billion by 2030

The global market for Artificial Intelligence (AI) in Agriculture estimated at US$3.2 Billion in the year 2023, is expected to reach US$13.2 Billion by 2030, growing at a CAGR of 22.2% over the analysis period 2023-2030. Software Component, one of the segments analyzed in the report, is expected to record a 20.7% CAGR and reach US$5.8 Billion by the end of the analysis period. Growth in the Hardware Component segment is estimated at 24.6% CAGR over the analysis period.

The U.S. Market is Estimated at US$922.3 Million While China is Forecast to Grow at 21.7% CAGR

The Artificial Intelligence (AI) in Agriculture market in the U.S. is estimated at US$922.3 Million in the year 2023. China, the world`s second largest economy, is forecast to reach a projected market size of US$2.0 Billion by the year 2030 trailing a CAGR of 21.7% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 19.4% and 18.7% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 15.5% CAGR.

Global Artificial Intelligence (AI) in Agriculture Market - Key Trends and Drivers Summarized

How is AI Transforming Agricultural Practices?

Artificial intelligence is transforming agriculture by converting traditional, labor-intensive practices into highly efficient, data-driven processes that maximize productivity, conserve resources, and address critical environmental challenges. At the core of this transformation is the use of machine learning algorithms, computer vision, and predictive analytics, which together allow farmers to make smarter, more precise decisions on crop management and soil care. For instance, computer vision-powered drones can scan entire fields, identifying crop health issues like nutrient deficiencies, diseases, and pests with incredible accuracy, often before they become visible to the human eye. AI systems can also predict optimal planting and harvesting times based on historical and real-time data on weather patterns, soil conditions, and crop growth cycles. Additionally, autonomous machinery such as AI-guided tractors can plow, plant, and harvest fields with minimal human intervention, performing repetitive tasks with consistency and precision across vast landscapes. This shift towards automation and precision agriculture allows farmers to optimize resources, save time, and reduce labor costs, while also enhancing crop yields and quality. The AI-driven transformation in agriculture is enabling farms to adapt to environmental changes and scale their operations to meet rising global food demands more sustainably.

What Are the Advantages of AI for Crop Monitoring and Management?

AI offers powerful tools for crop monitoring and management, allowing farmers to monitor crop health, detect issues early, and make data-backed decisions to improve productivity. Through the use of drones, satellite imagery, and Internet of Things (IoT) sensors connected to AI platforms, farmers can collect real-time data on soil moisture, temperature, nutrient levels, and other key indicators across different field areas. Machine learning algorithms process this data to provide actionable insights, such as predicting pest infestations, identifying nutrient deficiencies, and monitoring crop growth rates. For instance, AI-driven pest recognition tools can analyze images of crops to detect signs of infestation or disease at an early stage, allowing farmers to apply targeted treatments only where necessary. This selective approach to pest and disease management reduces pesticide use, minimizes environmental impact, and lowers costs. Additionally, AI tools assist with soil management by analyzing soil health and suggesting precise fertilizer applications that avoid nutrient overloading and runoff, which can harm surrounding ecosystems. By delivering real-time insights on crop and soil health, AI technologies enable farmers to maintain healthier crops, achieve higher yields, and reduce resource waste, setting a new standard in efficient and sustainable crop management.

How is AI Enabling Sustainable Agriculture?

AI is driving a new era of sustainable agriculture, offering tools and practices that help farmers reduce their environmental footprint while maintaining productivity. Through precision agriculture, AI allows for the precise application of water, fertilizers, and pesticides, ensuring these resources are only used where they are needed most. For example, smart irrigation systems guided by AI algorithms monitor soil moisture, weather forecasts, and crop needs, adjusting water usage dynamically to prevent over-irrigation and conserve water—a crucial practice in drought-prone regions. Additionally, autonomous tractors and drones, driven by AI insights, apply fertilizers and pesticides selectively across fields, avoiding excess usage and reducing runoff that can contaminate water sources. AI-driven data analysis also supports sustainable crop rotation and soil regeneration practices by providing farmers with insights into soil health, nutrient levels, and the best crops for maintaining balanced ecosystems. Furthermore, AI helps farmers anticipate and prepare for climate variations, allowing them to schedule planting and harvesting more strategically. As agriculture faces increasing pressures to balance productivity with environmental responsibility, AI-enabled sustainable practices offer solutions for conserving natural resources, protecting ecosystems, and reducing carbon emissions, paving the way for a future where food production can meet global demands while safeguarding the planet.

What Factors Are Driving the Growth of AI in Agriculture?

Several factors are driving the rapid adoption of AI in agriculture, reflecting a convergence of technological advancements, environmental challenges, and rising global food demand. Technological innovations in AI, IoT, and cloud computing have made advanced data analytics and automation tools more accessible and cost-effective for farmers, enabling both small and large-scale operations to integrate precision agriculture. Environmental challenges, such as limited freshwater resources, soil degradation, and climate change, have accelerated the need for sustainable, resource-efficient farming methods that AI can facilitate. The global population is projected to surpass nine billion by 2050, sharply increasing food demand, and AI presents scalable solutions for boosting crop yields without expanding farmland, which is crucial for preserving biodiversity and natural habitats. Additionally, the rise of government incentives and investments in agri-tech has further driven AI adoption, with programs aimed at promoting digital transformation in farming and supporting innovations that address food security and climate resilience. The convergence of these factors is making AI a cornerstone of modern agriculture, transforming it into a high-tech, sustainable industry capable of meeting the complex challenges of feeding a growing world in an era of environmental unpredictability.

Select Competitors (Total 213 Featured) -
  • AgEagle Aerial Systems
  • aWhere Inc.
  • Autonomous Tractor Corporation
  • Cainthus
  • Connecterra
  • Cropx Technologies
  • Deere & Company (John Deere)
  • Descartes Labs Inc.
  • ec2ce
  • Farmbot
  • Farmers Edge Inc.
  • Gamaya
  • Harvest Croo
  • International Business Machines Corp. (IBM)
  • Microsoft Corporation
  • Peat
  • Precision Hawk
  • Resson
  • The Climate Corporation
  • Trace Genomics
  • Tule Technologies
  • Vineview
  • Vision Robotics
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I. METHODOLOGY
II. EXECUTIVE SUMMARY
1. MARKET OVERVIEW
Influencer Market Insights
World Market Trajectories
Global Economic Update
Artificial Intelligence (AI) in Agriculture – Global Key Competitors Percentage Market Share in 2024 (E)
Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
2. FOCUS ON SELECT PLAYERS
3. MARKET TRENDS & DRIVERS
Rising Demand for Precision Farming Propels Growth of AI in Agriculture
Increasing Focus on Crop Yield Optimization Drives Adoption of AI-Powered Solutions
Here`s How Climate Change Challenges Expand the Market for AI in Agriculture
Advancements in Machine Learning and IoT Enhance Efficiency of AI Applications in Farming
Growing Use of Drones and Satellite Imaging Spurs Adoption of AI for Field Monitoring
Rising Need for Water and Resource Efficiency Supports Demand for AI in Irrigation Management
Here`s How Predictive Analytics in AI Fuels Growth in Crop Disease Prevention
Increasing Adoption of Smart Farming Solutions Expands the Scope of AI in Agriculture
Growing Popularity of Autonomous Tractors and Equipment Boosts AI Integration in Farming Machinery
Here`s How Rising Food Demand Drives Investment in AI-Powered Crop Planning and Harvesting
Increasing Focus on Supply Chain Optimization Expands Use of AI in Agricultural Logistics
Advances in Image Recognition and Data Analysis Propel Innovation in AI for Pest Detection
Growing Interest in Organic and Chemical-Free Farming Fuels Demand for AI-Enabled Crop Management
4. GLOBAL MARKET PERSPECTIVE
TABLE 1: World Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 2: World 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
TABLE 3: World Recent Past, Current & Future Analysis for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 4: World 7-Year Perspective for Software by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 5: World Recent Past, Current & Future Analysis for Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 6: World 7-Year Perspective for Hardware by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 7: World Recent Past, Current & Future Analysis for AI-as-a-Service by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 8: World 7-Year Perspective for AI-as-a-Service by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 9: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 10: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 11: World Recent Past, Current & Future Analysis for Livestock Monitoring by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 12: World 7-Year Perspective for Livestock Monitoring by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 13: World Recent Past, Current & Future Analysis for Drone Analytics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 14: World 7-Year Perspective for Drone Analytics by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 15: World Recent Past, Current & Future Analysis for Labor Management by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 16: World 7-Year Perspective for Labor Management by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 17: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 18: World 7-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 19: World Recent Past, Current & Future Analysis for Precision Farming by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 20: World 7-Year Perspective for Precision Farming by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 21: World Recent Past, Current & Future Analysis for Agriculture Robots by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 22: World 7-Year Perspective for Agriculture Robots by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 23: World Recent Past, Current & Future Analysis for Machine Learning by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 24: World 7-Year Perspective for Machine Learning by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 25: World Recent Past, Current & Future Analysis for Computer Vision by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 26: World 7-Year Perspective for Computer Vision by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 27: World Recent Past, Current & Future Analysis for Predictive Analytics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 28: World 7-Year Perspective for Predictive Analytics by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
TABLE 29: World Artificial Intelligence (AI) in Agriculture Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030
III. MARKET ANALYSIS
UNITED STATES
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
TABLE 30: USA Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 31: USA 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 32: USA Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 33: USA 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 34: USA Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 35: USA 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
CANADA
TABLE 36: Canada Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 37: Canada 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 38: Canada Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 39: Canada 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 40: Canada Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 41: Canada 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
JAPAN
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
TABLE 42: Japan Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 43: Japan 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 44: Japan Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 45: Japan 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 46: Japan Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 47: Japan 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
CHINA
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
TABLE 48: China Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 49: China 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 50: China Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 51: China 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 52: China Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 53: China 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
EUROPE
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
TABLE 54: Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
TABLE 55: Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
TABLE 56: Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 57: Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 58: Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 59: Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 60: Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 61: Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
FRANCE
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
TABLE 62: France Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 63: France 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 64: France Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 65: France 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 66: France Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 67: France 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
GERMANY
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
TABLE 68: Germany Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 69: Germany 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 70: Germany Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 71: Germany 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 72: Germany Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 73: Germany 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
ITALY
TABLE 74: Italy Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 75: Italy 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 76: Italy Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 77: Italy 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 78: Italy Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 79: Italy 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
UNITED KINGDOM
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
TABLE 80: UK Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 81: UK 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 82: UK Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 83: UK 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 84: UK Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 85: UK 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
REST OF EUROPE
TABLE 86: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 87: Rest of Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 88: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 89: Rest of Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 90: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 91: Rest of Europe 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
ASIA-PACIFIC
Artificial Intelligence (AI) in Agriculture Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
TABLE 92: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 93: Asia-Pacific 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 94: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 95: Asia-Pacific 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 96: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 97: Asia-Pacific 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
REST OF WORLD
TABLE 98: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Component - Software, Hardware, AI-as-a-Service and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 99: Rest of World 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Component - Percentage Breakdown of Value Sales for Software, Hardware, AI-as-a-Service and Services for the Years 2024 & 2030
TABLE 100: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Application - Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 101: Rest of World 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Application - Percentage Breakdown of Value Sales for Livestock Monitoring, Drone Analytics, Labor Management, Other Applications, Precision Farming and Agriculture Robots for the Years 2024 & 2030
TABLE 102: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence (AI) in Agriculture by Technology - Machine Learning, Computer Vision and Predictive Analytics - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
TABLE 103: Rest of World 7-Year Perspective for Artificial Intelligence (AI) in Agriculture by Technology - Percentage Breakdown of Value Sales for Machine Learning, Computer Vision and Predictive Analytics for the Years 2024 & 2030
IV. COMPETITION

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