Generative Artificial Intelligence (AI) In Agriculture Global Market Report 2024

Description

Generative artificial intelligence (AI) in agriculture involves applying advanced AI techniques, particularly generative models, to improve various farming and agricultural practices. These models analyze historical data, weather patterns, and soil conditions to predict crop yields, aiming to make agriculture more productive, sustainable, and efficient. This enhancement helps strengthen food systems and increase food security.

The primary crops involved in generative AI applications include wheat, rice, corn, vegetables, and others. Wheat, a staple grain used mainly for making flour for bread, pasta, and other baked goods, benefits from generative AI technologies such as deep learning, computer vision, machine learning, natural language processing, and robotics. These technologies are applied in areas like precision farming, livestock management, crop management, and soil analysis. End-users of these AI applications include farmers, agricultural technology companies, agricultural consultants, government agencies, and research institutions.

The generative AI in agriculture market research report is one of a series of new reports from The Business Research Company that provides generative AI in agriculture market statistics, including generative AI in agriculture industry global market size, regional shares, competitors with a generative AI in agriculture market share, detailed generative AI in agriculture market segments, market trends and opportunities, and any further data you may need to thrive in the generative AI in agriculture industry. This generative AI in agriculture market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The generative AI in agriculture market size has grown exponentially in recent years. It will grow from $0.17 billion in 2023 to $0.22 billion in 2024 at a compound annual growth rate (CAGR) of 27.3%. The growth during the historic period can be attributed to several factors, a rising global population, reductions in farming operation costs, increasing investment in AgriTech startups, better access to AI tools, and AI's role in developing crops tailored to specific environments.

The generative AI in agriculture market size is expected to see exponential growth in the next few years. It will grow to $0.58 billion in 2028 at a compound annual growth rate (CAGR) of 27.4%. The anticipated growth during the forecast period can be attributed to several factors, rising demand for precision agriculture, efforts to mitigate climate change, pressure for sustainable farming practices, supportive policies and subsidies for AI integration in agriculture, and the need for increased food production. Key trends expected to drive this growth include the use of AI for data analytics in farming, automation through AI, advancements in IoT and sensors, AI-powered crop monitoring, and the development of smart irrigation systems.

The growth in crop yields is anticipated to boost the generative AI in agriculture market. Crop yields refer to the amount of produce obtained per unit area of land. The increase in crop yield rates can be attributed to several factors, including advancements in agricultural practices, improved seed varieties, technological innovations, better pest management, efficient irrigation, enhanced soil management, climate adaptation, and ongoing research and development. Generative AI in agriculture is essential for optimizing crop yields because it facilitates precise predictions and enhancements in growing conditions, resource allocation, and management practices, leading to greater productivity and reduced waste. For example, the Department for Environment, Food and Rural Affairs reported in February 2024 that the UK's total cereal production, including wheat, barley, oats, and minor cereals, reached nearly 24.3 million metric tons in 2022. This represents an 8% increase from 2021, with the production value rising by 54% to about $7.9 billion (£6.2 billion) due to higher prices and increased output. Hence, the rise in crop yields is driving the expansion of the generative AI in agriculture market.

Leading companies in the generative AI in agriculture market are developing advanced technologies, such as generative AI systems, to improve agricultural practices. Generative AI systems are capable of creating new data samples that replicate the characteristics of an original dataset, often used for tasks such as image generation, text creation, and data augmentation. For instance, in April 2024, Cropin Technology, an agritech company based in India, launched Aksara. This cutting-edge generative AI system is designed for climate-smart agriculture and provides tailored recommendations for nine major crops-paddy, wheat, maize, sorghum, barley, cotton, sugarcane, soybeans, and millets-across six countries in the Indian subcontinent. Aksara delivers actionable insights on crop inputs and climate-smart practices based on specific agro-climatic conditions, helping to overcome challenges faced by underserved farming communities in the Global South and empowering agriculture sector stakeholders with scalable, AI-driven solutions.

In September 2023, SAP SE, a German company specializing in generative AI solutions for agriculture, partnered with Vista GmbH. This collaboration aims to offer an integrated solution that enables agribusinesses, food companies, and public sector organizations to leverage crop predictions based on Vista's advanced crop growth and digital twin models. The integration allows users to seamlessly incorporate these insights into their business processes through SAP Intelligent Agriculture. Vista GmbH is a German provider of generative AI solutions for agriculture.

Major companies operating in the generative artificial intelligence (AI) in agriculture market are Bayer AG, Benson Hill Inc., Raven Industries Inc., AgroStar, FarmWise Labs Inc., Sentera Inc., Farmers Edge Inc., Taranis, AeroFarms LLC, Ceres Imaging Inc., CropX Inc., FarmBot, Source AG, FarmLogs, Fasal, AgriWebb Pty Ltd., Ecorobotix Ltd., IUNU Inc., Trace Genomics Inc., KisanHub, Agmatix, Agroop, Aker Technologies Inc., Bloomfield Robotics, SmartFarm, Harvest CROO LLC

North America was the largest region in the generative AI in agriculture market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the generative artificial intelligence (AI) in agriculture market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the generative artificial intelligence (AI) in agriculture market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The generative AI in agriculture market consists of revenues earned by entities by providing services such as pest and disease detection, soil health monitoring, irrigation management and genetic analysis for breeding. The market value includes the value of related goods sold by the service provider or included within the service offering. The generative AI in agriculture market also includes sales of supply chain optimization software, AI-driven crop monitoring systems, yield prediction software and soil health analysis kits. Values in this market are 'factory gate' values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Generative Artificial Intelligence (AI) In Agriculture Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on generative artificial intelligence (AI) in agriculture market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

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Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
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Where is the largest and fastest growing market for generative artificial intelligence (AI) in agriculture ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The generative artificial intelligence (AI) in agriculture market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:1) By Crop Type: Wheat; Rice; Corn; Vegetables; Other Crop Types
2) By Technology: Deep Learning; Computer Vision; Machine Learning; Natural Language Processing; Robotics
3) By Application: Precision Farming; Livestock Management; Crop Management; Soil Analysis; Other Applications
4) By End User Industry: Farmer; Agriculture Technology Companies; Agriculture Consultants; Government Agencies; Research Institutions
Companies Mentioned: Bayer AG; Benson Hill Inc.; Raven Industries Inc.; AgroStar; FarmWise Labs Inc.
Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.

Product Code: r20620

1. Executive Summary

2. Generative Artificial intelligence (AI) In Agriculture Market Characteristics

3. Generative Artificial intelligence (AI) In Agriculture Market Trends And Strategies

4. Generative Artificial intelligence (AI) In Agriculture Market - Macro Economic Scenario

4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market

5. Global Generative Artificial intelligence (AI) In Agriculture Market Size and Growth

5.1. Global Generative Artificial intelligence (AI) In Agriculture Market Drivers and Restraints
- 5.1.1. Drivers Of The Market
- 5.1.2. Restraints Of The Market
5.2. Global Generative Artificial intelligence (AI) In Agriculture Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Generative Artificial intelligence (AI) In Agriculture Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Generative Artificial intelligence (AI) In Agriculture Market Segmentation

6.1. Global Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Wheat
Rice
Corn
Vegetables
Other Crop Types
6.2. Global Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Deep Learning
Computer Vision
Machine Learning
Natural Language Processing
Robotics
6.3. Global Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Precision Farming
Livestock Management
Crop Management
Soil Analysis
Other Applications
6.4. Global Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Farmer
Agriculture Technology Companies
Agriculture Consultants
Government Agencies
Research Institutions

7. Generative Artificial intelligence (AI) In Agriculture Market Regional And Country Analysis

7.1. Global Generative Artificial intelligence (AI) In Agriculture Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Generative Artificial intelligence (AI) In Agriculture Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Generative Artificial intelligence (AI) In Agriculture Market

8.1. Asia-Pacific Generative Artificial intelligence (AI) In Agriculture Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Generative Artificial intelligence (AI) In Agriculture Market

9.1. China Generative Artificial intelligence (AI) In Agriculture Market Overview
9.2. China Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Generative Artificial intelligence (AI) In Agriculture Market

10.1. India Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Generative Artificial intelligence (AI) In Agriculture Market

11.1. Japan Generative Artificial intelligence (AI) In Agriculture Market Overview
11.2. Japan Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.4. Japan Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Generative Artificial intelligence (AI) In Agriculture Market

12.1. Australia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Generative Artificial intelligence (AI) In Agriculture Market

13.1. Indonesia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Generative Artificial intelligence (AI) In Agriculture Market

14.1. South Korea Generative Artificial intelligence (AI) In Agriculture Market Overview
14.2. South Korea Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.4. South Korea Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Generative Artificial intelligence (AI) In Agriculture Market

15.1. Western Europe Generative Artificial intelligence (AI) In Agriculture Market Overview
15.2. Western Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Generative Artificial intelligence (AI) In Agriculture Market

16.1. UK Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Generative Artificial intelligence (AI) In Agriculture Market

17.1. Germany Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Generative Artificial intelligence (AI) In Agriculture Market

18.1. France Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.2. France Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.3. France Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Generative Artificial intelligence (AI) In Agriculture Market

19.1. Italy Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.2. Italy Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.3. Italy Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Generative Artificial intelligence (AI) In Agriculture Market

20.1. Spain Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.2. Spain Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.3. Spain Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Generative Artificial intelligence (AI) In Agriculture Market

21.1. Eastern Europe Generative Artificial intelligence (AI) In Agriculture Market Overview
21.2. Eastern Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Generative Artificial intelligence (AI) In Agriculture Market

22.1. Russia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Generative Artificial intelligence (AI) In Agriculture Market

23.1. North America Generative Artificial intelligence (AI) In Agriculture Market Overview
23.2. North America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Generative Artificial intelligence (AI) In Agriculture Market

24.1. USA Generative Artificial intelligence (AI) In Agriculture Market Overview
24.2. USA Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Generative Artificial intelligence (AI) In Agriculture Market

25.1. Canada Generative Artificial intelligence (AI) In Agriculture Market Overview
25.2. Canada Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Generative Artificial intelligence (AI) In Agriculture Market

26.1. South America Generative Artificial intelligence (AI) In Agriculture Market Overview
26.2. South America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Generative Artificial intelligence (AI) In Agriculture Market

27.1. Brazil Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Generative Artificial intelligence (AI) In Agriculture Market

28.1. Middle East Generative Artificial intelligence (AI) In Agriculture Market Overview
28.2. Middle East Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Generative Artificial intelligence (AI) In Agriculture Market

29.1. Africa Generative Artificial intelligence (AI) In Agriculture Market Overview
29.2. Africa Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Crop Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Generative Artificial intelligence (AI) In Agriculture Market, Segmentation By End User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Generative Artificial intelligence (AI) In Agriculture Market Competitive Landscape And Company Profiles

30.1. Generative Artificial intelligence (AI) In Agriculture Market Competitive Landscape
30.2. Generative Artificial intelligence (AI) In Agriculture Market Company Profiles
- 30.2.1. Bayer AG
  - 30.2.1.1. Overview
  - 30.2.1.2. Products and Services
  - 30.2.1.3. Strategy
  - 30.2.1.4. Financial Performance
- 30.2.2. Benson Hill Inc.
  - 30.2.2.1. Overview
  - 30.2.2.2. Products and Services
  - 30.2.2.3. Strategy
  - 30.2.2.4. Financial Performance
- 30.2.3. Raven Industries Inc.
  - 30.2.3.1. Overview
  - 30.2.3.2. Products and Services
  - 30.2.3.3. Strategy
  - 30.2.3.4. Financial Performance
- 30.2.4. AgroStar
  - 30.2.4.1. Overview
  - 30.2.4.2. Products and Services
  - 30.2.4.3. Strategy
  - 30.2.4.4. Financial Performance
- 30.2.5. FarmWise Labs Inc.
  - 30.2.5.1. Overview
  - 30.2.5.2. Products and Services
  - 30.2.5.3. Strategy
  - 30.2.5.4. Financial Performance

31. Generative Artificial intelligence (AI) In Agriculture Market Other Major And Innovative Companies

31.1. Sentera Inc.
31.2. Farmers Edge Inc.
31.3. Taranis
31.4. AeroFarms LLC
31.5. Ceres Imaging Inc.
31.6. CropX Inc.
31.7. FarmBot
31.8. Source AG
31.9. FarmLogs
31.10. Fasal
31.11. AgriWebb Pty Ltd.
31.12. Ecorobotix Ltd.
31.13. IUNU Inc.
31.14. Trace Genomics Inc.
31.15. KisanHub

32. Global Generative Artificial intelligence (AI) In Agriculture Market Competitive Benchmarking

33. Global Generative Artificial intelligence (AI) In Agriculture Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Generative Artificial intelligence (AI) In Agriculture Market

35. Generative Artificial intelligence (AI) In Agriculture Market Future Outlook and Potential Analysis

35.1 Generative Artificial intelligence (AI) In Agriculture Market In 2028 - Countries Offering Most New Opportunities
35.2 Generative Artificial intelligence (AI) In Agriculture Market In 2028 - Segments Offering Most New Opportunities
35.3 Generative Artificial intelligence (AI) In Agriculture Market In 2028 - Growth Strategies
- 35.3.1 Market Trend Based Strategies
- 35.3.2 Competitor Strategies

36. Appendix

36.1. Abbreviations
36.2. Currencies
36.3. Historic And Forecast Inflation Rates
36.4. Research Inquiries
36.5. The Business Research Company
36.6. Copyright And Disclaimer