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農業における生成AIの市場規模、シェア、動向分析レポート：技術別、用途別、地域別、セグメント予測、2025年～2033年

Generative AI In Agriculture Market Size, Share & Trends Analysis Report By Technology, By Application (Precision Farming, Livestock Management, Agricultural Robotics & Automation, Weather Forecasting), By Region, And Segment Forecasts, 2025 - 2033

出版日
ページ情報
英文 200 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=148.50円
農業における生成AIの市場規模、シェア、動向分析レポート：技術別、用途別、地域別、セグメント予測、2025年～2033年
出版日: 2025年07月24日
発行: Grand View Research
ページ情報: 英文 200 Pages
納期: 2～10営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 図表
  • 目次
概要

農業における生成AI市場概要

農業における生成AIの世界市場規模は、2024年に2億2,620万米ドルと推定され、2033年には21億5,890万米ドルに達し、2025～2033年のCAGRは28.7%で成長すると予測されます。農業従事者は、収量、天候の影響、投入資材の必要量を予測するために、生成モデルを使用するようになってきています。

この動向は、シナリオベース計画を可能にすることで精密農業をサポートします。世界の農業における生成AI産業は、AI主導の作物シミュレーションと意思決定ツールへのシフトを目の当たりにしています。農業指導、収量予測、気候適応に特化した、利用しやすく効率的なAIモデルの開発が、農業における生成AI市場の成長を促進しています。これは、特に新興地域の零細農業従事者向けに、地域化、多言語化、気候変動に強いアドバイザリーツールへの需要が高まっていることを示しており、汎用AIから、十分なサービスを受けていない農業生態系に適した質素で拡大性の高いソリューションへのシフトを示唆しています。こうしたニーズに大規模に対応するため、軽量で特化したモデルを開発する企業が増えています。例えば、2024年4月、インドのソフトウェア会社Cropin Technology Solutions Private Limitedは、Mistral上に構築されたオープンソースのマイクロ言語モデルaksaraを発表しました。これは5カ国にまたがる9つの主要な作物をサポートし、零細農業従事者や農業利害関係者に、ローカライズされた低リソースの生成AIアドバイザリーを記載しています。このイニシアチブは、生成AIをより包括的でサステイナブルものとし、地域の農業の優先事項に沿ったものとすることに注目が集まっていることを浮き彫りにしています。

既存のデジタル農業プラットフォームとAIの統合が進むことで、農業サイクル全体を通じてタイムリーでデータ主導の意思決定が可能になり、市場の成長を後押ししています。これらのプラットフォームは、衛星画像、IoTデータ、管理システムとともに生成的AIを使用し、状況に応じた推奨事項を記載しています。これにより、資源効率が向上し、作物の出来が良くなり、経営リスクが軽減されます。農業従事者は、天候の変化や害虫の脅威などの動的要因に、より効果的に対応することができます。インテリジェントでコネクテッドな農業ソリューションに対する需要の高まりは、農業における生成AIの採用を加速させています。例えば、2024年3月、ドイツのライフサイエンス企業であるBayerAGは、Microsoftとアーンスト・アンド・ヤングと協力し、独自の農学データと専門家洞察に基づいて訓練された検査的な生成AIシステムを立ち上げました。このツールは、迅速かつ正確な推奨を提供し、カスタマイズ型検証済みの対応を通じて、特に零細農業従事者向けに農学インテリジェンスへのアクセスを拡大します。

機械学習、コンピュータービジョン、コンピューター/クラウドインフラの進歩は、農業プラクティスを変革しつつあります。機械学習アルゴリズムは、作物の収量、病気の発生、土壌の健康状態の正確な予測を可能にします。コンピュータビジョンシステムは、ドローンや衛星画像を処理して、作物の状態をリアルタイムでモニタリングします。これらのツールは、害虫の発生や栄養不足などの問題を高い精度で検出するのに役立ちます。一方、クラウドインフラの改善により、スケーラブルなデータストレージと処理機能が提供されるようになりました。農業従事者は遠隔地から分析プラットフォームにアクセスできるようになり、情報に基づいた意思決定ができるようになりました。IoTデバイスとの統合は、リアルタイムのモニタリングと自動化をさらに強化します。これらの技術は手作業を減らし、作業効率を向上させています。クラウドベースソリューションは、バリューチェーン全体の利害関係者間のコラボレーションもサポートします。これらの進歩が相まって、よりスマートでサステイナブル農業へのデータ主導のシフトが進んでいます。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 農業における生成AI市場の変数、動向、範囲

  • 農業における生成AIの世界市場展望
  • 産業バリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 産業の課題
  • ポーターのファイブフォース分析
    • サプライヤーの力
    • 買い手の力
    • 代替の脅威
    • 新規参入からの脅威
    • 競争企業間の敵対関係
  • PESTEL分析
    • 政治
    • 経済
    • 社会
    • 技術
    • 環境
    • 法的

第4章 農業における生成AI市場：技術の展望と予測

  • 農業における生成AI市場：技術変動分析、2024年と2033年

第5章 農業における生成AI市場：用途の展望と予測

  • 農業における生成AI市場：用途変動分析、2024年と2033年

第6章 農業における生成AI市場：地域別、推定・動向分析

  • 農業における生成AIの市場シェア、地域別、2024年と2033年、100万米ドル
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • オーストラリア
    • 韓国
  • ラテンアメリカ
    • ブラジル
  • 中東・アフリカ
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ

第7章 競合情勢

  • 主要市場参入企業による最近の動向と影響分析
  • ベンダー情勢
    • 企業分類
    • 主要販売代理店とチャネルパートナー一覧
    • 潜在顧客一覧
  • 競合力学
    • 競合ベンチマーキング
    • 戦略マッピング
    • ヒートマップ分析
  • 企業プロファイル/上場企業
    • Agmatix
    • AgroScout
    • Bayer AG
    • Carbon Robotics
    • Deere & Company（John Deere）
    • DeepAgro
    • IBM Corporation
    • KissanAI
    • Microsoft
    • Syngenta Group
図表

List of Tables

  • Table 1. Global Generative AI in Agriculture market estimates and forecasts, by region, 2021 - 2033 (USD Million)
  • Table 2. Global Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 3. Global Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 4. North America Generative AI in Agriculture market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 5. North America Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 6. North America Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 7. U.S. Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 8. U.S. Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 9. Canada Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 10. Canada Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 11. Mexico Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 12. Mexico Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 13. Europe Generative AI in Agriculture market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 14. Europe Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 15. Europe Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 16. UK Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 17. UK Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 18. Germany Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 19. Germany Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 20. France Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 21. France Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 22. Asia Pacific Generative AI in Agriculture market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 23. Asia Pacific Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 24. Asia Pacific Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 25. China Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 26. China Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 27. Japan Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 28. Japan Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 29. India Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 30. India Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 31. Australia Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 32. Australia Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 33. South Korea Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 34. South Korea Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 35. Latin America Generative AI in Agriculture market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 36. Latin America Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 37. Latin America Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 38. Brazil Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 39. Brazil Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 40. Middle East & Africa Generative AI in Agriculture market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 41. Middle East & Africa Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 42. Middle East & Africa Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 43. Saudi Arabia Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 44. Saudi Arabia Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 45. UAE Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 46. UAE Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 47. South Africa Generative AI in Agriculture market estimates and forecasts, by Technology, 2021 - 2033 (USD Million)
  • Table 48. South Africa Generative AI in Agriculture market estimates and forecasts, by Application, 2021 - 2033 (USD Million)

List of Figures

  • Fig. 1 Generative AI in Agriculture market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Parent market analysis
  • Fig. 7 Market formulation & validation
  • Fig. 8 Generative AI in Agriculture market snapshot
  • Fig. 9 Generative AI in Agriculture market segment snapshot
  • Fig. 10 Generative AI in Agriculture market competitive sector snapshot
  • Fig. 11 Market driver relevance analysis (Current & future impact)
  • Fig. 12 Market restraint relevance analysis (Current & future impact)
  • Fig. 13 Value Chain Analysis
  • Fig. 14 Generative AI in Agriculture market: Technology outlook key takeaways (USD Million)
  • Fig. 15 Generative AI in Agriculture market: Technology movement analysis (USD Million), 2024 & 2033
  • Fig. 16 Machine Learning market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 17 Natural Language Processing market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 18 Computer Vision market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 19 Generative Adversarial Networks (GANs) market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 20 Generative AI in Agriculture market: Application outlook key takeaways (USD Million)
  • Fig. 21 Generative AI in Agriculture market: Application movement analysis (USD Million), 2024 & 2033
  • Fig. 22 Precision Farming market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 23 Livestock Management market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 24 Agricultural Robotics & Automation market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 25 Weather Forecasting market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 26 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 27 Generative AI in Agriculture market: Regional outlook, 2024 & 2033, USD Million
  • Fig. 28 North America Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 29 U.S. Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 30 Canada Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 31 Mexico Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 32 Europe Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 33 UK Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 34 Germany Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 35 France Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 36 Asia Pacific Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 37 China Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 38 Japan Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 39 India Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 40 Australia Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 41 South Korea Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 42 Latin America Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 43 Brazil Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 44 MEA Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 45 KSA Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 46 UAE Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 47 South Africa Generative AI in Agriculture market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 48 Strategy framework
  • Fig. 49 Company Categorization
目次
Product Code: GVR-4-68040-683-2

Generative AI In Agriculture Market Summary

The global generative AI in agriculture market size was estimated at USD 226.2 million in 2024 and is projected to reach USD 2,158.9 million by 2033, growing at a CAGR of 28.7% from 2025 to 2033. Farmers are increasingly using generative models to predict yields, weather impacts, and input requirements.

This trend supports precision agriculture by enabling scenario-based planning. The global generative AI in agriculture industry is witnessing a shift toward AI-driven crop simulation and decision-making tools. The development of specialized, accessible, and efficient AI models for agricultural advisory, yield prediction, and climate adaptation is driving growth in the generative AI in agriculture market. This indicates growing demand for localized, multilingual, and climate-resilient advisory tools, especially for smallholder farmers in emerging regions, and signals a shift from general-purpose AI to frugal, scalable solutions suited for underserved agricultural ecosystems. Companies are increasingly developing lightweight, specialized models to address these needs at scale. For instance, in April 2024, Cropin Technology Solutions Private Limited, a software company in India, launched akṣara, an open-source micro language model built on Mistral, designed for climate-smart agriculture in the Global South. It supports nine key crops across five countries, offering localized, low-resource generative AI advisory to smallholder farmers and agricultural stakeholders. This initiative highlights the growing focus on making generative AI more inclusive, sustainable, and aligned with regional agrarian priorities.

The increasing integration of AI with existing digital agriculture platforms is propelling market growth as it enables timely and data-driven decisions throughout the farming cycle. These platforms use generative AI alongside satellite imagery, IoT data, and management systems to deliver context-specific recommendations. This improves resource efficiency, better crop outcomes, and reduced operational risks. Farmers can respond more effectively to dynamic factors such as weather changes or pest threats. The rising demand for intelligent, connected farming solutions is accelerating the adoption of generative AI in agriculture. For instance, in March 2024, Bayer AG, a German life science company, collaborated with Microsoft and Ernst & Young to launch a pilot generative AI system trained on proprietary agronomic data and expert insights. The tool provides fast, accurate recommendations and expands access to agronomic intelligence, especially for smallholder farmers, through customized, validated responses.

Advancements in machine learning, computer vision, and compute/cloud infrastructure are transforming agricultural practices. Machine learning algorithms enable accurate predictions for crop yields, disease outbreaks, and soil health. Computer vision systems process drone and satellite imagery to monitor crop conditions in real time. These tools help detect issues such as pest infestations or nutrient deficiencies with high precision. Meanwhile, improvements in cloud infrastructure provide scalable data storage and processing capabilities. Farmers can now access analytics platforms from remote locations, enabling informed decision-making. Integration with IoT devices further enhances real-time monitoring and automation. These technologies reduce manual intervention and improve operational efficiency. Cloud-based solutions also support collaboration between stakeholders across the value chain. Together, these advancements are driving a data-driven shift toward smarter, more sustainable agriculture.

Global Generative AI In Agriculture Market Report Segmentation

This report forecasts revenue growth at global, regional, and country levels and provides an analysis of the latest industry trends and opportunities in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global generative AI in agriculture market report in terms of technology, application, and region.

  • Technology Outlook (Revenue, USD Million, 2021 - 2033)
  • Machine Learning
  • Natural Language Processing
  • Computer Vision
  • Generative Adversarial Networks (GANs)
  • Application Outlook (Revenue, USD Million, 2021 - 2033)
  • Precision Farming
  • Livestock Management
  • Agricultural Robotics & Automation
  • Weather Forecasting
  • Others
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • Australia
    • South Korea
  • Latin America
    • Brazil
  • Middle East & Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Models
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. Generative AI in Agriculture Market Variables, Trends & Scope

  • 3.1. Global Generative AI in Agriculture Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. Generative AI in Agriculture Market: Technology Estimates & Forecasts

  • 4.1. Generative AI in Agriculture Market: Technology Movement Analysis, 2024 & 2033
    • 4.1.1. Machine Learning
      • 4.1.1.1. Machine Learning Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.2. Natural Language Processing
      • 4.1.2.1. Natural Language Processing Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.3. Computer Vision
      • 4.1.3.1. Computer Vision Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.4. Generative Adversarial Networks (GANs)
      • 4.1.4.1. Generative Adversarial Networks (GANs) Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 5. Generative AI in Agriculture Market: Application Estimates & Forecasts

  • 5.1. Generative AI in Agriculture Market: Application Movement Analysis, 2024 & 2033
    • 5.1.1. Precision Farming
      • 5.1.1.1. Precision Farming Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.2. Livestock Management
      • 5.1.2.1. Livestock Management Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.3. Agricultural Robotics & Automation
      • 5.1.3.1. Agricultural Robotics & Automation Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.4. Weather Forecasting
      • 5.1.4.1. Weather Forecasting Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.5. Others
      • 5.1.5.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 6. Generative AI in Agriculture Market: Regional Estimates & Trend Analysis

  • 6.1. Generative AI in Agriculture Market Share, By Region, 2024 & 2033, USD Million
  • 6.2. North America
    • 6.2.1. North America Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.1.1. North America Generative AI in Agriculture Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.2.1.2. North America Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.2.1.3. North America Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.2.2. U.S.
      • 6.2.2.1. U.S. Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.2.2. U.S. Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.2.2.3. U.S. Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 6.2.2.4. U.S. Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.2.3. Canada
      • 6.2.3.1. Canada Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.3.2. Canada Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.2.3.3. Canada Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.2.4. Mexico
      • 6.2.4.1. Mexico Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.4.2. Mexico Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.2.4.3. Mexico Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
  • 6.3. Europe
    • 6.3.1. Europe Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.1.1. Europe Generative AI in Agriculture Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.3.1.2. Europe Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.3.1.3. Europe Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.3.2. UK
      • 6.3.2.1. UK Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.2.2. UK Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.3.2.3. UK Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.3.3. Germany
      • 6.3.3.1. Germany Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.3.2. Germany Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.3.3.3. Germany Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.3.4. France
      • 6.3.4.1. France Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.4.2. France Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.3.4.3. France Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
  • 6.4. Asia Pacific
    • 6.4.1. Asia Pacific Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.1.1. Asia Pacific Generative AI in Agriculture Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.4.1.2. Asia Pacific Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.1.3. Asia Pacific Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.4.2. China
      • 6.4.2.1. China Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.2.2. China Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.2.3. China Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.4.3. Japan
      • 6.4.3.1. Japan Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.3.2. Japan Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.3.3. Japan Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.4.4. India
      • 6.4.4.1. India Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.4.2. India Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.4.3. India Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.4.5. Australia
      • 6.4.5.1. Australia Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.5.2. Australia Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.5.3. Australia Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.4.6. South Korea
      • 6.4.6.1. South Korea Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.6.2. South Korea Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.4.6.3. South Korea Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
  • 6.5. Latin America
    • 6.5.1. Latin America Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.5.1.1. Latin America Generative AI in Agriculture Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.5.1.2. Latin America Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.5.1.3. Latin America Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.5.2. Brazil
      • 6.5.2.1. Brazil Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.5.2.2. Brazil Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.5.2.3. Brazil Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
  • 6.6. Middle East and Africa
    • 6.6.1. Middle East and Africa Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.1.1. Middle East and Africa Generative AI in Agriculture Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.6.1.2. Middle East and Africa Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.6.1.3. Middle East and Africa Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.6.2. KSA
      • 6.6.2.1. KSA Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.2.2. KSA Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.6.2.3. KSA Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.6.3. UAE
      • 6.6.3.1. UAE Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.3.2. UAE Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.6.3.3. UAE Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 6.6.4. South Africa
      • 6.6.4.1. South Africa Generative AI in Agriculture Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.4.2. South Africa Generative AI in Agriculture Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 6.6.4.3. South Africa Generative AI in Agriculture Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)

Chapter 7. Competitive Landscape

  • 7.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 7.2. Vendor Landscape
    • 7.2.1. Company categorization
    • 7.2.2. List of Key Distributors and channel Partners
    • 7.2.3. List of Potential Customers/Listing
  • 7.3. Competitive Dynamics
    • 7.3.1. Competitive Benchmarking
    • 7.3.2. Strategy Mapping
    • 7.3.3. Heat Map Analysis
  • 7.4. Company Profiles/Listing
    • 7.4.1. Agmatix
      • 7.4.1.1. Participant's overview
      • 7.4.1.2. Financial performance
      • 7.4.1.3. Product benchmarking
      • 7.4.1.4. Strategic initiatives
    • 7.4.2. AgroScout
      • 7.4.2.1. Participant's overview
      • 7.4.2.2. Financial performance
      • 7.4.2.3. Product benchmarking
      • 7.4.2.4. Strategic initiatives
    • 7.4.3. Bayer AG
      • 7.4.3.1. Participant's overview
      • 7.4.3.2. Financial performance
      • 7.4.3.3. Product benchmarking
      • 7.4.3.4. Strategic initiatives
    • 7.4.4. Carbon Robotics
      • 7.4.4.1. Participant's overview
      • 7.4.4.2. Financial performance
      • 7.4.4.3. Product benchmarking
      • 7.4.4.4. Strategic initiatives
    • 7.4.5. Deere & Company (John Deere)
      • 7.4.5.1. Participant's overview
      • 7.4.5.2. Financial performance
      • 7.4.5.3. Product benchmarking
      • 7.4.5.4. Strategic initiatives
    • 7.4.6. DeepAgro
      • 7.4.6.1. Participant's overview
      • 7.4.6.2. Financial performance
      • 7.4.6.3. Product benchmarking
      • 7.4.6.4. Strategic initiatives
    • 7.4.7. IBM Corporation
      • 7.4.7.1. Participant's overview
      • 7.4.7.2. Financial performance
      • 7.4.7.3. Product benchmarking
      • 7.4.7.4. Strategic initiatives
    • 7.4.8. KissanAI
      • 7.4.8.1. Participant's overview
      • 7.4.8.2. Financial performance
      • 7.4.8.3. Product benchmarking
      • 7.4.8.4. Strategic initiatives
    • 7.4.9. Microsoft
      • 7.4.9.1. Participant's overview
      • 7.4.9.2. Financial performance
      • 7.4.9.3. Product benchmarking
      • 7.4.9.4. Strategic initiatives
    • 7.4.10. Syngenta Group
      • 7.4.10.1. Participant's overview
      • 7.4.10.2. Financial performance
      • 7.4.10.3. Product benchmarking
      • 7.4.10.4. Strategic initiatives