農業における人工知能の世界市場規模、シェア、産業動向分析レポートテクノロジー別、アプリケーション別、オファリング別（ソフトウェア、ハードウェア、AI-as-a-Service、サービス）、地域別展望と予測、2022～2028年

農業における人工知能市場規模は、予測期間中にCAGR24.1％で成長し、2028年には49億米ドルに達すると予測されます。

農業分野におけるAIのニーズは、世界の人口が急速に拡大していることに起因しています。また、人工知能、モノのインターネット（IoT）、ビッグデータを活用したグリーン革命の需要は、耕作地の不足と食料安全保障のための食糧増産の必要性によってもたらされます。農業分野のいくつかの側面は、予測・推奨分析、植物病害の検出、害虫の侵入の検出、土壌モニタリングなど、AI対応アプリによって支援されています。

それ以外にも、農業の自動化は、水や肥料などの資源の配分、作物を植える最適な時期の選択、雑草の識別を支援し、人工知能技術の需要を高めています。また、過去の長期天気予報、生産データ、商品価格予測、種子情報などをインプットして、どれだけの種を蒔くべきかを推奨することも支援します。いくつかのITジャガーノートやスタートアップ企業は、農業用AIアプリケーションの数多くの利点から、IoT対応デバイスを開発して、大規模に実装しようとしています。

COVID-19インパクト分析

COVID-19以降、リモートセンシングや農作業管理ソフトの技術を活用することで、より多くの導入が進みました。その結果、作物の健康状態のモニタリング、収穫量のモニタリング、灌漑のスケジューリング、フィールドマッピング、収穫管理などの分野で、瞬時の判断を可能にする無線プラットフォームに、企業はすでに重点を置き始めています。また、パンデミックの流行により、世界中の人々が自分たちが摂取している食品の品質について意識するようになりました。そのため、収穫物の健康状態を把握することがより一層重要になってきています。その結果、農業におけるAI技術の採用が急増し、市場に利益をもたらしています。

市場成長要因

IoTの受容の高まりが市場拡大を促進する

需要の大部分は、IoTの導入拡大によってもたらされています。農業におけるIoTの需要は、モバイル機器やクラウドコンピューティングの利用が拡大していることに加え、大量の構造化・非構造化データを管理する能力など、IoTが提供する数々の利点によって高まっています。例えば、IoTセンサーは農業の現場で活用され、雨量、土壌栄養、作物の収量、害虫の発生などに関する重要な情報を農家に提供しています。このようなデータは、作物の生産を促進するために使用できる正確な情報を提供し、農業の実践と農業生産の両方のレベルを高めるために使用することができます。これらの要素は、この地域の市場の成長を支えることになるでしょう。

農業におけるロボティクスの利用拡大

市場の主な発展は、農業におけるロボットの利用が拡大していることです。農業における技術利用の高まりにより、農業技術は洗練され、現代的に進化しています。世界人口の拡大、農業従事者の不足、農業部門の自動化により、農業用ロボットの使用は世界的に拡大しています。また、アグリビジネスの利害関係者は、革新的な農業技術による生産性の向上と、全体的な二酸化炭素排出量の最小化に大きく注目しています。そのため、ロボティクス事業者は、AIを搭載したサービスを提供し、その中で機能するようにしています。

市場の抑制要因

農民の技術的知識の少なさ

精密農業は、技術への深い理解が必要な農業の一種です。しかし、最先端技術の導入に対する認識不足のため、精密農業の原則の理解と展開の間にギャップが存在します。世界中の政府や市場関係者が、精密農業技術に関するトレーニングやコンサルティングサービスを農家に提供するプロジェクトを実施していますが、かなりの割合の農家がアクセスできないままになっています。また、新興国の農家には技術的な能力がなく、市場開拓者にとって大きな課題となっています。

技術展望

技術に基づき、農業における人工知能市場は、機械学習、コンピュータビジョン、予測分析に区分されます。2021年の農業における人工知能市場では、コンピュータビジョンセグメントがかなりの収益シェアを獲得しています。重量、色、サイズ、熟度ごとの食品の選別や農産物の欠陥の認識など、農業アプリケーションにおけるコンピュータビジョンアルゴリズムの利用が増加していることが、この高い成長率の要因となっています。

オファリングアウトルック

農業における人工知能市場は、提供形態によって、ハードウェア、ソフトウェア、AI-as-a-service、サービスに分類されます。2021年の農業用人工知能市場では、ハードウェア分野が突出した収益シェアを予測しています。最新のデバイスは、並列処理の問題を解決するために強力なマルチコアCPUを組み合わせています。グラフィックス・プロセッサー・ユニット（GPU）とフィールド・プロセッシング・ゲート・アレイは、ワークステーション（FPGA）上で開発されたAIシステムにおいて最も広く利用され、専門的で、しばしば利用できるハードウェアです。画像処理用GPUは、多次元データの処理を高速化するために設計されたチップです。

アプリケーションの展望

用途別では、農業における人工知能市場は、精密農業、農業ロボット、家畜モニタリング、ドローンアナリティクス、労働管理、その他に二分されます。農業における人工知能市場では、ドローンアナリティクス分野が2021年に最大の収益シェアを獲得しています。これは主に、ドローン開発のためのベンチャーキャピタルからの資金調達の増加や、拡大する世界人口を養うための高品質な食用作物へのニーズの高まりによるものです。また、精密農業などの主要な応用分野での商用ドローンの利用が増加しています。

地域別の展望

地域別に見ると、農業における人工知能市場は、北米、欧州、アジア太平洋、LAMEAで分析されています。2021年、北米地域は最も高い収益シェアを獲得し、農業における人工知能市場をリードしました。北米の大規模な農業プレーヤーは、すでにAI技術を採用して、植え付けや作物管理の手順を大幅にスピードアップし、精度を高めています。最先端の農業ソリューションへの要望から、農業におけるAI市場はこの地域で拡大すると予想されます。

目次

第1章 市場範囲と調査手法

• 市場の定義
• 目的
• 市場範囲
• セグメンテーション
  • 農業市場：における世界人工知能：技術別
  • 農業市場：における世界人工知能：用途別
  • 農業市場：における世界人工知能：提供別
  • 農業市場：における世界人工知能：地域別
• 調査手法

第2章 市場概要

• イントロダクション
  • 概要
    • 市場構成とシナリオ
• 市場に影響を与える主な要因
  • 市場促進要因
  • 市場抑制要因

第3章 競合分析- 世界

• KBVカーディナルマトリックス
• 最近の業界全体の戦略的展開
  • パートナーシップ、コラボレーション、および契約
  • 製品の発売と製品の拡大
  • 買収と合併
  • 地理的および事業拡大
• 市場シェア分析2021
• 主要成功戦略
  • 主要なリーディングストラテジー

第4章 農業市場：における世界人工知能：技術別

• 世界の機械学習市場：地域別
• 世界のコンピュータービジョン市場：地域別
• 世界予測分析市場：地域別

第5章 農業市場：における世界人工知能：用途別

• 世界のドローン分析市場：地域別
• 世界の精密農業市場：地域別
• 世界の農業用ロボット市場：地域別
• 世界労務管理市場：地域別
• 世界の家畜監視市場：地域別
• 世界のその他の市場：地域別

第6章 農業市場：における世界人工知能：提供別

• 世界ソフトウェア市場：地域別
• 世界のハードウェア市場：地域別
• 世界のサービスとしてのAI市場：地域別
• 世界サービス市場：地域別

第7章 農業市場：における世界人工知能：地域別

• 北米
  • 北米の市場：国別
    • 米国
    • カナダ
    • メキシコ
    • その他北米地域
• 欧州
  • 欧州の市場：国別
    • ドイツ
    • 英国
    • フランス
    • ロシア
    • スペイン
    • イタリア
    • その他欧州地域
• アジア太平洋
  • アジア太平洋の市場：国別
    • 中国
    • 日本
    • インド
    • 韓国
    • シンガポール
    • マレーシア
    • その他アジア太平洋地域
• ラテンアメリカ・中東・アフリカ
  • ラテンアメリカ・中東・アフリカの市場：国別
    • ブラジル
    • アルゼンチン
    • アラブ首長国連邦
    • サウジアラビア
    • 南アフリカ
    • ナイジェリア
    • その他ラテンアメリカ・中東・アフリカ地域

第8章 企業プロファイル

• Deere & Company
• IBM Corporation
• Microsoft Corporation
• Climate LLC（Bayer AG）
• Farmers Edge Inc
• AgEagle Aerial Systems, Inc
• Prospera Technologies, Inc（Valmont Industries, Inc.）
• AA.A Taranis Visual Ltd.
• CropIn Technology Solutions Private Limited
• Corteva, Inc（Dow AgroSciences LLC）

LIST OF TABLES

• TABLE 1 Global Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 2 Global Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 3 Partnerships, Collaborations and Agreements- Artificial Intelligence in Agriculture Market
• TABLE 4 Product Launches And Product Expansions- Artificial Intelligence in Agriculture Market
• TABLE 5 Acquisition and Mergers- Artificial Intelligence in Agriculture Market
• TABLE 6 Geographical and Business Expansion - Artificial Intelligence in Agriculture Market
• TABLE 7 Global Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 8 Global Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 9 Global Machine Learning Market by Region, 2018 - 2021, USD Million
• TABLE 10 Global Machine Learning Market by Region, 2022 - 2028, USD Million
• TABLE 11 Global Computer Vision Market by Region, 2018 - 2021, USD Million
• TABLE 12 Global Computer Vision Market by Region, 2022 - 2028, USD Million
• TABLE 13 Global Predictive Analytics Market by Region, 2018 - 2021, USD Million
• TABLE 14 Global Predictive Analytics Market by Region, 2022 - 2028, USD Million
• TABLE 15 Global Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 16 Global Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 17 Global Drone Analytics Market by Region, 2018 - 2021, USD Million
• TABLE 18 Global Drone Analytics Market by Region, 2022 - 2028, USD Million
• TABLE 19 Global Precision Farming Market by Region, 2018 - 2021, USD Million
• TABLE 20 Global Precision Farming Market by Region, 2022 - 2028, USD Million
• TABLE 21 Global Agricultural Robots Market by Region, 2018 - 2021, USD Million
• TABLE 22 Global Agricultural Robots Market by Region, 2022 - 2028, USD Million
• TABLE 23 Global Labor Management Market by Region, 2018 - 2021, USD Million
• TABLE 24 Global Labor Management Market by Region, 2022 - 2028, USD Million
• TABLE 25 Global Livestock Monitoring Market by Region, 2018 - 2021, USD Million
• TABLE 26 Global Livestock Monitoring Market by Region, 2022 - 2028, USD Million
• TABLE 27 Global Others Market by Region, 2018 - 2021, USD Million
• TABLE 28 Global Others Market by Region, 2022 - 2028, USD Million
• TABLE 29 Global Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 30 Global Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 31 Global Software Market by Region, 2018 - 2021, USD Million
• TABLE 32 Global Software Market by Region, 2022 - 2028, USD Million
• TABLE 33 Global Hardware Market by Region, 2018 - 2021, USD Million
• TABLE 34 Global Hardware Market by Region, 2022 - 2028, USD Million
• TABLE 35 Global AI-as-a-Service Market by Region, 2018 - 2021, USD Million
• TABLE 36 Global AI-as-a-Service Market by Region, 2022 - 2028, USD Million
• TABLE 37 Global Service Market by Region, 2018 - 2021, USD Million
• TABLE 38 Global Service Market by Region, 2022 - 2028, USD Million
• TABLE 39 Global Artificial Intelligence in Agriculture Market by Region, 2018 - 2021, USD Million
• TABLE 40 Global Artificial Intelligence in Agriculture Market by Region, 2022 - 2028, USD Million
• TABLE 41 North America Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 42 North America Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 43 North America Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 44 North America Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 45 North America Machine Learning Market by Country, 2018 - 2021, USD Million
• TABLE 46 North America Machine Learning Market by Country, 2022 - 2028, USD Million
• TABLE 47 North America Computer Vision Market by Country, 2018 - 2021, USD Million
• TABLE 48 North America Computer Vision Market by Country, 2022 - 2028, USD Million
• TABLE 49 North America Predictive Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 50 North America Predictive Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 51 North America Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 52 North America Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 53 North America Drone Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 54 North America Drone Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 55 North America Precision Farming Market by Country, 2018 - 2021, USD Million
• TABLE 56 North America Precision Farming Market by Country, 2022 - 2028, USD Million
• TABLE 57 North America Agricultural Robots Market by Country, 2018 - 2021, USD Million
• TABLE 58 North America Agricultural Robots Market by Country, 2022 - 2028, USD Million
• TABLE 59 North America Labor Management Market by Country, 2018 - 2021, USD Million
• TABLE 60 North America Labor Management Market by Country, 2022 - 2028, USD Million
• TABLE 61 North America Livestock Monitoring Market by Country, 2018 - 2021, USD Million
• TABLE 62 North America Livestock Monitoring Market by Country, 2022 - 2028, USD Million
• TABLE 63 North America Others Market by Country, 2018 - 2021, USD Million
• TABLE 64 North America Others Market by Country, 2022 - 2028, USD Million
• TABLE 65 North America Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 66 North America Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 67 North America Software Market by Country, 2018 - 2021, USD Million
• TABLE 68 North America Software Market by Country, 2022 - 2028, USD Million
• TABLE 69 North America Hardware Market by Country, 2018 - 2021, USD Million
• TABLE 70 North America Hardware Market by Country, 2022 - 2028, USD Million
• TABLE 71 North America AI-as-a-Service Market by Country, 2018 - 2021, USD Million
• TABLE 72 North America AI-as-a-Service Market by Country, 2022 - 2028, USD Million
• TABLE 73 North America Service Market by Country, 2018 - 2021, USD Million
• TABLE 74 North America Service Market by Country, 2022 - 2028, USD Million
• TABLE 75 North America Artificial Intelligence in Agriculture Market by Country, 2018 - 2021, USD Million
• TABLE 76 North America Artificial Intelligence in Agriculture Market by Country, 2022 - 2028, USD Million
• TABLE 77 US Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 78 US Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 79 US Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 80 US Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 81 US Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 82 US Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 83 US Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 84 US Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 85 Canada Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 86 Canada Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 87 Canada Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 88 Canada Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 89 Canada Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 90 Canada Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 91 Canada Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 92 Canada Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 93 Mexico Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 94 Mexico Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 95 Mexico Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 96 Mexico Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 97 Mexico Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 98 Mexico Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 99 Mexico Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 100 Mexico Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 101 Rest of North America Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 102 Rest of North America Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 103 Rest of North America Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 104 Rest of North America Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 105 Rest of North America Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 106 Rest of North America Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 107 Rest of North America Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 108 Rest of North America Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 109 Europe Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 110 Europe Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 111 Europe Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 112 Europe Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 113 Europe Machine Learning Market by Country, 2018 - 2021, USD Million
• TABLE 114 Europe Machine Learning Market by Country, 2022 - 2028, USD Million
• TABLE 115 Europe Computer Vision Market by Country, 2018 - 2021, USD Million
• TABLE 116 Europe Computer Vision Market by Country, 2022 - 2028, USD Million
• TABLE 117 Europe Predictive Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 118 Europe Predictive Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 119 Europe Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 120 Europe Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 121 Europe Drone Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 122 Europe Drone Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 123 Europe Precision Farming Market by Country, 2018 - 2021, USD Million
• TABLE 124 Europe Precision Farming Market by Country, 2022 - 2028, USD Million
• TABLE 125 Europe Agricultural Robots Market by Country, 2018 - 2021, USD Million
• TABLE 126 Europe Agricultural Robots Market by Country, 2022 - 2028, USD Million
• TABLE 127 Europe Labor Management Market by Country, 2018 - 2021, USD Million
• TABLE 128 Europe Labor Management Market by Country, 2022 - 2028, USD Million
• TABLE 129 Europe Livestock Monitoring Market by Country, 2018 - 2021, USD Million
• TABLE 130 Europe Livestock Monitoring Market by Country, 2022 - 2028, USD Million
• TABLE 131 Europe Others Market by Country, 2018 - 2021, USD Million
• TABLE 132 Europe Others Market by Country, 2022 - 2028, USD Million
• TABLE 133 Europe Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 134 Europe Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 135 Europe Software Market by Country, 2018 - 2021, USD Million
• TABLE 136 Europe Software Market by Country, 2022 - 2028, USD Million
• TABLE 137 Europe Hardware Market by Country, 2018 - 2021, USD Million
• TABLE 138 Europe Hardware Market by Country, 2022 - 2028, USD Million
• TABLE 139 Europe AI-as-a-Service Market by Country, 2018 - 2021, USD Million
• TABLE 140 Europe AI-as-a-Service Market by Country, 2022 - 2028, USD Million
• TABLE 141 Europe Service Market by Country, 2018 - 2021, USD Million
• TABLE 142 Europe Service Market by Country, 2022 - 2028, USD Million
• TABLE 143 Europe Artificial Intelligence in Agriculture Market by Country, 2018 - 2021, USD Million
• TABLE 144 Europe Artificial Intelligence in Agriculture Market by Country, 2022 - 2028, USD Million
• TABLE 145 Germany Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 146 Germany Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 147 Germany Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 148 Germany Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 149 Germany Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 150 Germany Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 151 Germany Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 152 Germany Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 153 UK Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 154 UK Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 155 UK Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 156 UK Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 157 UK Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 158 UK Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 159 UK Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 160 UK Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 161 France Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 162 France Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 163 France Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 164 France Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 165 France Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 166 France Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 167 France Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 168 France Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 169 Russia Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 170 Russia Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 171 Russia Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 172 Russia Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 173 Russia Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 174 Russia Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 175 Russia Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 176 Russia Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 177 Spain Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 178 Spain Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 179 Spain Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 180 Spain Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 181 Spain Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 182 Spain Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 183 Spain Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 184 Spain Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 185 Italy Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 186 Italy Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 187 Italy Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 188 Italy Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 189 Italy Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 190 Italy Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 191 Italy Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 192 Italy Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 193 Rest of Europe Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 194 Rest of Europe Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 195 Rest of Europe Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 196 Rest of Europe Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 197 Rest of Europe Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 198 Rest of Europe Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 199 Rest of Europe Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 200 Rest of Europe Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 201 Asia Pacific Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 202 Asia Pacific Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 203 Asia Pacific Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 204 Asia Pacific Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 205 Asia Pacific Machine Learning Market by Country, 2018 - 2021, USD Million
• TABLE 206 Asia Pacific Machine Learning Market by Country, 2022 - 2028, USD Million
• TABLE 207 Asia Pacific Computer Vision Market by Country, 2018 - 2021, USD Million
• TABLE 208 Asia Pacific Computer Vision Market by Country, 2022 - 2028, USD Million
• TABLE 209 Asia Pacific Predictive Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 210 Asia Pacific Predictive Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 211 Asia Pacific Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 212 Asia Pacific Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 213 Asia Pacific Drone Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 214 Asia Pacific Drone Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 215 Asia Pacific Precision Farming Market by Country, 2018 - 2021, USD Million
• TABLE 216 Asia Pacific Precision Farming Market by Country, 2022 - 2028, USD Million
• TABLE 217 Asia Pacific Agricultural Robots Market by Country, 2018 - 2021, USD Million
• TABLE 218 Asia Pacific Agricultural Robots Market by Country, 2022 - 2028, USD Million
• TABLE 219 Asia Pacific Labor Management Market by Country, 2018 - 2021, USD Million
• TABLE 220 Asia Pacific Labor Management Market by Country, 2022 - 2028, USD Million
• TABLE 221 Asia Pacific Livestock Monitoring Market by Country, 2018 - 2021, USD Million
• TABLE 222 Asia Pacific Livestock Monitoring Market by Country, 2022 - 2028, USD Million
• TABLE 223 Asia Pacific Others Market by Country, 2018 - 2021, USD Million
• TABLE 224 Asia Pacific Others Market by Country, 2022 - 2028, USD Million
• TABLE 225 Asia Pacific Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 226 Asia Pacific Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 227 Asia Pacific Software Market by Country, 2018 - 2021, USD Million
• TABLE 228 Asia Pacific Software Market by Country, 2022 - 2028, USD Million
• TABLE 229 Asia Pacific Hardware Market by Country, 2018 - 2021, USD Million
• TABLE 230 Asia Pacific Hardware Market by Country, 2022 - 2028, USD Million
• TABLE 231 Asia Pacific AI-as-a-Service Market by Country, 2018 - 2021, USD Million
• TABLE 232 Asia Pacific AI-as-a-Service Market by Country, 2022 - 2028, USD Million
• TABLE 233 Asia Pacific Service Market by Country, 2018 - 2021, USD Million
• TABLE 234 Asia Pacific Service Market by Country, 2022 - 2028, USD Million
• TABLE 235 Asia Pacific Artificial Intelligence in Agriculture Market by Country, 2018 - 2021, USD Million
• TABLE 236 Asia Pacific Artificial Intelligence in Agriculture Market by Country, 2022 - 2028, USD Million
• TABLE 237 China Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 238 China Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 239 China Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 240 China Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 241 China Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 242 China Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 243 China Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 244 China Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 245 Japan Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 246 Japan Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 247 Japan Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 248 Japan Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 249 Japan Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 250 Japan Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 251 Japan Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 252 Japan Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 253 India Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 254 India Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 255 India Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 256 India Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 257 India Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 258 India Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 259 India Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 260 India Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 261 South Korea Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 262 South Korea Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 263 South Korea Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 264 South Korea Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 265 South Korea Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 266 South Korea Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 267 South Korea Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 268 South Korea Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 269 Singapore Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 270 Singapore Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 271 Singapore Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 272 Singapore Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 273 Singapore Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 274 Singapore Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 275 Singapore Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 276 Singapore Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 277 Malaysia Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 278 Malaysia Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 279 Malaysia Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 280 Malaysia Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 281 Malaysia Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 282 Malaysia Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 283 Malaysia Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 284 Malaysia Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 285 Rest of Asia Pacific Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 286 Rest of Asia Pacific Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 287 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 288 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 289 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 290 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 291 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 292 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million

• TABLE 293 LAMEA Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 294 LAMEA Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 295 LAMEA Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 296 LAMEA Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 297 LAMEA Machine Learning Market by Country, 2018 - 2021, USD Million
• TABLE 298 LAMEA Machine Learning Market by Country, 2022 - 2028, USD Million
• TABLE 299 LAMEA Computer Vision Market by Country, 2018 - 2021, USD Million
• TABLE 300 LAMEA Computer Vision Market by Country, 2022 - 2028, USD Million
• TABLE 301 LAMEA Predictive Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 302 LAMEA Predictive Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 303 LAMEA Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 304 LAMEA Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 305 LAMEA Drone Analytics Market by Country, 2018 - 2021, USD Million
• TABLE 306 LAMEA Drone Analytics Market by Country, 2022 - 2028, USD Million
• TABLE 307 LAMEA Precision Farming Market by Country, 2018 - 2021, USD Million
• TABLE 308 LAMEA Precision Farming Market by Country, 2022 - 2028, USD Million
• TABLE 309 LAMEA Agricultural Robots Market by Country, 2018 - 2021, USD Million
• TABLE 310 LAMEA Agricultural Robots Market by Country, 2022 - 2028, USD Million
• TABLE 311 LAMEA Labor Management Market by Country, 2018 - 2021, USD Million
• TABLE 312 LAMEA Labor Management Market by Country, 2022 - 2028, USD Million
• TABLE 313 LAMEA Livestock Monitoring Market by Country, 2018 - 2021, USD Million
• TABLE 314 LAMEA Livestock Monitoring Market by Country, 2022 - 2028, USD Million
• TABLE 315 LAMEA Others Market by Country, 2018 - 2021, USD Million
• TABLE 316 LAMEA Others Market by Country, 2022 - 2028, USD Million
• TABLE 317 LAMEA Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 318 LAMEA Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 319 LAMEA Software Market by Country, 2018 - 2021, USD Million
• TABLE 320 LAMEA Software Market by Country, 2022 - 2028, USD Million
• TABLE 321 LAMEA Hardware Market by Country, 2018 - 2021, USD Million
• TABLE 322 LAMEA Hardware Market by Country, 2022 - 2028, USD Million
• TABLE 323 LAMEA AI-as-a-Service Market by Country, 2018 - 2021, USD Million
• TABLE 324 LAMEA AI-as-a-Service Market by Country, 2022 - 2028, USD Million
• TABLE 325 LAMEA Service Market by Country, 2018 - 2021, USD Million
• TABLE 326 LAMEA Service Market by Country, 2022 - 2028, USD Million
• TABLE 327 LAMEA Artificial Intelligence in Agriculture Market by Country, 2018 - 2021, USD Million
• TABLE 328 LAMEA Artificial Intelligence in Agriculture Market by Country, 2022 - 2028, USD Million
• TABLE 329 Brazil Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 330 Brazil Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 331 Brazil Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 332 Brazil Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 333 Brazil Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 334 Brazil Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 335 Brazil Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 336 Brazil Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 337 Argentina Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 338 Argentina Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 339 Argentina Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 340 Argentina Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 341 Argentina Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 342 Argentina Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 343 Argentina Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 344 Argentina Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 345 UAE Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 346 UAE Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 347 UAE Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 348 UAE Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 349 UAE Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 350 UAE Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 351 UAE Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 352 UAE Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 353 Saudi Arabia Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 354 Saudi Arabia Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 355 Saudi Arabia Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 356 Saudi Arabia Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 357 Saudi Arabia Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 358 Saudi Arabia Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 359 Saudi Arabia Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 360 Saudi Arabia Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 361 South Africa Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 362 South Africa Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 363 South Africa Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 364 South Africa Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 365 South Africa Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 366 South Africa Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 367 South Africa Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 368 South Africa Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 369 Nigeria Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 370 Nigeria Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 371 Nigeria Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 372 Nigeria Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 373 Nigeria Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 374 Nigeria Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 375 Nigeria Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 376 Nigeria Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 377 Rest of LAMEA Artificial Intelligence in Agriculture Market, 2018 - 2021, USD Million
• TABLE 378 Rest of LAMEA Artificial Intelligence in Agriculture Market, 2022 - 2028, USD Million
• TABLE 379 Rest of LAMEA Artificial Intelligence in Agriculture Market by Technology, 2018 - 2021, USD Million
• TABLE 380 Rest of LAMEA Artificial Intelligence in Agriculture Market by Technology, 2022 - 2028, USD Million
• TABLE 381 Rest of LAMEA Artificial Intelligence in Agriculture Market by Application, 2018 - 2021, USD Million
• TABLE 382 Rest of LAMEA Artificial Intelligence in Agriculture Market by Application, 2022 - 2028, USD Million
• TABLE 383 Rest of LAMEA Artificial Intelligence in Agriculture Market by Offering, 2018 - 2021, USD Million
• TABLE 384 Rest of LAMEA Artificial Intelligence in Agriculture Market by Offering, 2022 - 2028, USD Million
• TABLE 385 Key Information - Deere & Company
• TABLE 386 Key information - IBM Corporation
• TABLE 387 key information - Microsoft Corporation
• TABLE 388 Key Information - Climate LLC
• TABLE 389 Key Information - Farmers Edge Inc
• TABLE 390 Key Information - AgEagle Aerial Systems, Inc.
• TABLE 391 Key Information - Prospera Technologies, Inc.
• TABLE 392 Key Information - A.A.A Taranis Visual Ltd.
• TABLE 393 Key Information - CropIn Technology Solutions Private Limited
• TABLE 394 Key Information - Corteva, Inc.

List of Figures

• FIG 1 Methodology for the research
• FIG 2 KBV Cardinal Matrix
• FIG 3 Market Share Analysis, 2021
• FIG 4 Key Leading Strategies: Percentage Distribution (2018-2022)
• FIG 5 Global Artificial Intelligence in Agriculture Market Share by Technology, 2021
• FIG 6 Global Artificial Intelligence in Agriculture Market Share by Technology, 2028
• FIG 7 Global Artificial Intelligence in Agriculture Market by Technology, 2018 - 2028, USD Million
• FIG 8 Global Artificial Intelligence in Agriculture Market Share by Application, 2021
• FIG 9 Global Artificial Intelligence in Agriculture Market Share by Application, 2028
• FIG 10 Global Artificial Intelligence in Agriculture Market by Application, 2018 - 2028, USD Million
• FIG 11 Global Artificial Intelligence in Agriculture Market Share by Offering, 2021
• FIG 12 Global Artificial Intelligence in Agriculture Market Share by Offering, 2028
• FIG 13 Global Artificial Intelligence in Agriculture Market by Offering, 2018 - 2028, USD Million
• FIG 14 Global Artificial Intelligence in Agriculture Market Share by Region, 2021
• FIG 15 Global Artificial Intelligence in Agriculture Market Share by Region, 2028
• FIG 16 Global Artificial Intelligence in Agriculture Market by Region, 2018 - 2028, USD Million
• FIG 17 Recent strategies and developments: Deere & Company
• FIG 18 Recent strategies and developments: IBM Corporation
• FIG 19 Swot analysis: IBM Corporation
• FIG 20 SWOT Analysis: Microsoft Corporation
• FIG 21 Recent strategies and developments: Farmers Edge Inc
• FIG 22 Recent strategies and developments: A.A.A Taranis Visual Ltd.

The Global Artificial Intelligence in Agriculture Market size is expected to reach $4.9 billion by 2028, rising at a market growth of 24.1% CAGR during the forecast period.

Farmers can benefit from real-time insights into their fields, monitoring of plant health, soil quality, temperature, automation of irrigation, and pesticide application processes, all of which increase the overall quality and accuracy of the crop. Precision farming, drone analytics, agriculture robots, livestock monitoring, and labor management are just a few of the applications of AI in agriculture that strive to maximize crop production efficiency. Adoption of deep learning technology is boosting crop productivity, fueling the market's expansion.

Farming with artificial intelligence approaches results in higher productivity and yield. Because of this, agricultural firms embrace artificial intelligence technologies for solutions based on predictive analytics. AI-based tools and methods assist with pest management, healthier crop production, soil monitoring, and jobs related to agriculture throughout the entire supply chain. Furthermore, since it assists in the analysis of farm data, artificial intelligence is increasingly being utilized by agriculture businesses to enhance harvest quality and accuracy.

The need for AI in the agriculture sector is driven by the world's rapidly expanding population. In addition, the demand for a green revolution powered by artificial intelligence, the Internet of Things (IoT), and big data is driven by the scarcity of arable land and the requirement for greater food production for food security. Several aspects of the agriculture sector are catered by AI-enabled apps, including predictive and recommendation analytics, plant disease detection, pest infestation detection, and soil monitoring.

Aside from that, automation in agriculture assists in allocating resources like water and fertilizer, choosing the best time to plant crops, and identifying weeds, which increases the demand for artificial intelligence technologies. Using previous long-term weather forecasts, production data, commodity pricing forecasts, and seed information, among other inputs, it also assists in recommending how many seeds should be sown. Several IT juggernauts and start-ups are developing IoT-enabled devices to implement AI applications for agriculture on a wide scale due to the numerous advantages of these applications.

COVID-19 Impact Analysis

Using remote sensing and farm management software technologies resulted in greater uptake after COVID-19. As a result, businesses have already started to put more of a focus on wireless platforms to enable in-the-moment decisions in areas like crop health monitoring, yield monitoring, irrigation scheduling, field mapping, and harvesting management. Also, due to the spread of the pandemic, people worldwide have become conscious of the quality of food they are consuming. This has made it even more crucial to keep track of the health of yields. As a result, the adoption of AI technologies in agriculture has surged, profiting the market.

Market Growth Factors

Growing acceptance of IoT driving market expansion

Demand is mostly driven by the growing deployment of IoT. The demand for IoT in agriculture is rising due to the expanding usage of mobile devices and cloud computing, as well as the numerous advantages offered by IoT, including the capacity to manage massive amounts of structured and unstructured data. For example, IoT sensors are utilized in agricultural practices to give farmers crucial information regarding rainfall, soil nutrition, crop yields, and pest infestation, among other things. Such data provides accurate information that can be used to promote crop production and can be used to raise the caliber of both farming practices and agricultural output. These elements would support the growth of the regional market.

Growing use of robotics in agriculture

A key development in the market is the growing use of robotics in agriculture. Farming techniques are advancing in sophistication and modernity due to the rising use of technology in agriculture. The usage of agricultural robots is expanding globally due to the expanding world population, the scarcity of farm employees, and the automation of the agricultural sector. Agribusiness stakeholders are also largely focused on improving output productivity through innovative farming techniques and minimizing the overall carbon footprint. Thus, robotics businesses are providing services that are AI-equipped to function in them.

Market Restraining Factors

Less technical knowledge among farmers

Precision agriculture is a type of farming that necessitates an in-depth understanding of technology. However, owing to a lack of awareness of the implementation of cutting-edge technology, a gap exists between the comprehension and deployment of precision farming principles. Despite governments and market partners worldwide undertaking projects to provide farmers with training & consulting services on precision farming techniques, a significant percentage of farmers remain inaccessible. So far, farmers in developing nations lack technological competence, providing a substantial challenge for market players.

Technology Outlook

Based on technology, the artificial intelligence in agriculture market is segmented into machine learning, computer vision and predictive analytics. The computer vision segment garnered a substantial revenue share in the artificial intelligence in agriculture market in 2021. The increased usage of computer vision algorithms in agricultural applications, including sorting the food per weight, color, size, and ripeness and recognizing flaws in agricultural goods, is attributed to this high growth rate.

Offering Outlook

On the basis of offering, the artificial intelligence in agriculture market is classified into hardware, software, AI-as-a-service and services. The hardware segment projected a prominent revenue share in the artificial intelligence in agriculture market in 2021. Modern devices combine strong multicore CPUs to solve the parallel processing issue. Graphics Processor Units (GPU) and Field-Processing Gate Arrays are the most widely utilized, specialized, and often available hardware in AI systems developed on workstations (FPGA). An image-processing GPU is a chip designed to speed up the processing of multidimensional data.

Application Outlook

By application, the artificial intelligence in agriculture market is bifurcated into precision farming, agriculture robots, livestock monitoring, drone analytics, labor management, and others. The drone analytics segment dominated the artificial intelligence in the agriculture market with maximum revenue share in 2021. This is primarily due to the rise in venture capital funding for drone development and the increased need for high-quality food crops to feed the expanding world population. Also, there is an increase in the use of commercial drones in key application areas such as precision agriculture.

Regional Outlook

Region wise, the artificial intelligence in agriculture market is analyzed across North America, Europe, Asia Pacific and LAMEA. In 2021, the North America region led the artificial intelligence in agriculture market by generating the highest revenue share. Large-scale agricultural players in North America are already adopting AI technology to greatly speed up and enhance the precision of their planting or crop management procedures. The market for AI in agriculture is anticipated to expand in this region due to the desire for cutting-edge agricultural solutions.

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Deere & Company, IBM Corporation, Microsoft Corporation, Climate LLC (Bayer AG), Farmers Edge Inc, AgEagle Aerial Systems, Inc., Prospera Technologies, Inc. (Valmont Industries, Inc.), A.A.A Taranis Visual Ltd., CropIn Technology Solutions Private Limited, and Corteva, Inc. (Dow AgroSciences LLC)

Scope of the Study

Market Segments covered in the Report:

By Technology

• Machine Learning
• Computer Vision
• Predictive Analytics

By Application

• Drone Analytics
• Precision Farming
• Agricultural Robots
• Labor Management
• Livestock Monitoring
• Others

By Offering

• Software
• Hardware
• AI-as-a-Service
• Service

By Geography

• North America
  • US
  • Canada
  • Mexico
  • Rest of North America
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Malaysia
  • Rest of Asia Pacific
• LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA

Companies Profiled

• Deere & Company
• IBM Corporation
• Microsoft Corporation
• Climate LLC (Bayer AG)
• Farmers Edge Inc
• AgEagle Aerial Systems, Inc.
• Prospera Technologies, Inc. (Valmont Industries, Inc.)
• A.A.A Taranis Visual Ltd.
• CropIn Technology Solutions Private Limited
• Corteva, Inc. (Dow AgroSciences LLC)

Unique Offerings from KBV Research

• Exhaustive coverage
• Highest number of market tables and figures
• Subscription based model available
• Guaranteed best price
• Assured post sales research support with 10% customization free

Table of Contents

Chapter 1. Market Scope & Methodology

• 1.1 Market Definition
• 1.2 Objectives
• 1.3 Market Scope
• 1.4 Segmentation
  • 1.4.1 Global Artificial Intelligence in Agriculture Market, by Technology
  • 1.4.2 Global Artificial Intelligence in Agriculture Market, by Application
  • 1.4.3 Global Artificial Intelligence in Agriculture Market, by Offering
  • 1.4.4 Global Artificial Intelligence in Agriculture Market, by Geography
• 1.5 Methodology for the research

Chapter 2. Market Overview

• 2.1 Introduction
  • 2.1.1 Overview
    • 2.1.1.1 Market Composition & Scenario
• 2.2 Key Factors Impacting the Market
  • 2.2.1 Market Drivers
  • 2.2.2 Market Restraints

Chapter 3. Competition Analysis - Global

• 3.1 KBV Cardinal Matrix
• 3.2 Recent Industry Wide Strategic Developments
  • 3.2.1 Partnerships, Collaborations and Agreements
  • 3.2.2 Product Launches and Product Expansions
  • 3.2.3 Acquisition and Mergers
  • 3.2.4 Geographical and Business Expansion
• 3.3 Market Share Analysis, 2021
• 3.4 Top Winning Strategies
  • 3.4.1 Key Leading Strategies: Percentage Distribution (2018-2022)

Chapter 4. Global Artificial Intelligence in Agriculture Market by Technology

• 4.1 Global Machine Learning Market by Region
• 4.2 Global Computer Vision Market by Region
• 4.3 Global Predictive Analytics Market by Region

Chapter 5. Global Artificial Intelligence in Agriculture Market by Application

• 5.1 Global Drone Analytics Market by Region
• 5.2 Global Precision Farming Market by Region
• 5.3 Global Agricultural Robots Market by Region
• 5.4 Global Labor Management Market by Region
• 5.5 Global Livestock Monitoring Market by Region
• 5.6 Global Others Market by Region

Chapter 6. Global Artificial Intelligence in Agriculture Market by Offering

• 6.1 Global Software Market by Region
• 6.2 Global Hardware Market by Region
• 6.3 Global AI-as-a-Service Market by Region
• 6.4 Global Service Market by Region

Chapter 7. Global Artificial Intelligence in Agriculture Market by Region

• 7.1 North America Artificial Intelligence in Agriculture Market
  • 7.1.1 North America Artificial Intelligence in Agriculture Market by Technology
    • 7.1.1.1 North America Machine Learning Market by Country
    • 7.1.1.2 North America Computer Vision Market by Country
    • 7.1.1.3 North America Predictive Analytics Market by Country
  • 7.1.2 North America Artificial Intelligence in Agriculture Market by Application
    • 7.1.2.1 North America Drone Analytics Market by Country
    • 7.1.2.2 North America Precision Farming Market by Country
    • 7.1.2.3 North America Agricultural Robots Market by Country
    • 7.1.2.4 North America Labor Management Market by Country
    • 7.1.2.5 North America Livestock Monitoring Market by Country
    • 7.1.2.6 North America Others Market by Country
  • 7.1.3 North America Artificial Intelligence in Agriculture Market by Offering
    • 7.1.3.1 North America Software Market by Country
    • 7.1.3.2 North America Hardware Market by Country
    • 7.1.3.3 North America AI-as-a-Service Market by Country
    • 7.1.3.4 North America Service Market by Country
  • 7.1.4 North America Artificial Intelligence in Agriculture Market by Country
    • 7.1.4.1 US Artificial Intelligence in Agriculture Market
      • 7.1.4.1.1 US Artificial Intelligence in Agriculture Market by Technology
      • 7.1.4.1.2 US Artificial Intelligence in Agriculture Market by Application
      • 7.1.4.1.3 US Artificial Intelligence in Agriculture Market by Offering
    • 7.1.4.2 Canada Artificial Intelligence in Agriculture Market
      • 7.1.4.2.1 Canada Artificial Intelligence in Agriculture Market by Technology
      • 7.1.4.2.2 Canada Artificial Intelligence in Agriculture Market by Application
      • 7.1.4.2.3 Canada Artificial Intelligence in Agriculture Market by Offering
    • 7.1.4.3 Mexico Artificial Intelligence in Agriculture Market
      • 7.1.4.3.1 Mexico Artificial Intelligence in Agriculture Market by Technology
      • 7.1.4.3.2 Mexico Artificial Intelligence in Agriculture Market by Application
      • 7.1.4.3.3 Mexico Artificial Intelligence in Agriculture Market by Offering
    • 7.1.4.4 Rest of North America Artificial Intelligence in Agriculture Market
      • 7.1.4.4.1 Rest of North America Artificial Intelligence in Agriculture Market by Technology
      • 7.1.4.4.2 Rest of North America Artificial Intelligence in Agriculture Market by Application
      • 7.1.4.4.3 Rest of North America Artificial Intelligence in Agriculture Market by Offering
• 7.2 Europe Artificial Intelligence in Agriculture Market
  • 7.2.1 Europe Artificial Intelligence in Agriculture Market by Technology
    • 7.2.1.1 Europe Machine Learning Market by Country
    • 7.2.1.2 Europe Computer Vision Market by Country
    • 7.2.1.3 Europe Predictive Analytics Market by Country
  • 7.2.2 Europe Artificial Intelligence in Agriculture Market by Application
    • 7.2.2.1 Europe Drone Analytics Market by Country
    • 7.2.2.2 Europe Precision Farming Market by Country
    • 7.2.2.3 Europe Agricultural Robots Market by Country
    • 7.2.2.4 Europe Labor Management Market by Country
    • 7.2.2.5 Europe Livestock Monitoring Market by Country
    • 7.2.2.6 Europe Others Market by Country
  • 7.2.3 Europe Artificial Intelligence in Agriculture Market by Offering
    • 7.2.3.1 Europe Software Market by Country
    • 7.2.3.2 Europe Hardware Market by Country
    • 7.2.3.3 Europe AI-as-a-Service Market by Country
    • 7.2.3.4 Europe Service Market by Country
  • 7.2.4 Europe Artificial Intelligence in Agriculture Market by Country
    • 7.2.4.1 Germany Artificial Intelligence in Agriculture Market
      • 7.2.4.1.1 Germany Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.1.2 Germany Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.1.3 Germany Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.2 UK Artificial Intelligence in Agriculture Market
      • 7.2.4.2.1 UK Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.2.2 UK Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.2.3 UK Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.3 France Artificial Intelligence in Agriculture Market
      • 7.2.4.3.1 France Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.3.2 France Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.3.3 France Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.4 Russia Artificial Intelligence in Agriculture Market
      • 7.2.4.4.1 Russia Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.4.2 Russia Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.4.3 Russia Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.5 Spain Artificial Intelligence in Agriculture Market
      • 7.2.4.5.1 Spain Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.5.2 Spain Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.5.3 Spain Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.6 Italy Artificial Intelligence in Agriculture Market
      • 7.2.4.6.1 Italy Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.6.2 Italy Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.6.3 Italy Artificial Intelligence in Agriculture Market by Offering
    • 7.2.4.7 Rest of Europe Artificial Intelligence in Agriculture Market
      • 7.2.4.7.1 Rest of Europe Artificial Intelligence in Agriculture Market by Technology
      • 7.2.4.7.2 Rest of Europe Artificial Intelligence in Agriculture Market by Application
      • 7.2.4.7.3 Rest of Europe Artificial Intelligence in Agriculture Market by Offering
• 7.3 Asia Pacific Artificial Intelligence in Agriculture Market
  • 7.3.1 Asia Pacific Artificial Intelligence in Agriculture Market by Technology
    • 7.3.1.1 Asia Pacific Machine Learning Market by Country
    • 7.3.1.2 Asia Pacific Computer Vision Market by Country
    • 7.3.1.3 Asia Pacific Predictive Analytics Market by Country
  • 7.3.2 Asia Pacific Artificial Intelligence in Agriculture Market by Application
    • 7.3.2.1 Asia Pacific Drone Analytics Market by Country
    • 7.3.2.2 Asia Pacific Precision Farming Market by Country
    • 7.3.2.3 Asia Pacific Agricultural Robots Market by Country
    • 7.3.2.4 Asia Pacific Labor Management Market by Country
    • 7.3.2.5 Asia Pacific Livestock Monitoring Market by Country
    • 7.3.2.6 Asia Pacific Others Market by Country
  • 7.3.3 Asia Pacific Artificial Intelligence in Agriculture Market by Offering
    • 7.3.3.1 Asia Pacific Software Market by Country
    • 7.3.3.2 Asia Pacific Hardware Market by Country
    • 7.3.3.3 Asia Pacific AI-as-a-Service Market by Country
    • 7.3.3.4 Asia Pacific Service Market by Country
  • 7.3.4 Asia Pacific Artificial Intelligence in Agriculture Market by Country
    • 7.3.4.1 China Artificial Intelligence in Agriculture Market
      • 7.3.4.1.1 China Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.1.2 China Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.1.3 China Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.2 Japan Artificial Intelligence in Agriculture Market
      • 7.3.4.2.1 Japan Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.2.2 Japan Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.2.3 Japan Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.3 India Artificial Intelligence in Agriculture Market
      • 7.3.4.3.1 India Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.3.2 India Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.3.3 India Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.4 South Korea Artificial Intelligence in Agriculture Market
      • 7.3.4.4.1 South Korea Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.4.2 South Korea Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.4.3 South Korea Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.5 Singapore Artificial Intelligence in Agriculture Market
      • 7.3.4.5.1 Singapore Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.5.2 Singapore Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.5.3 Singapore Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.6 Malaysia Artificial Intelligence in Agriculture Market
      • 7.3.4.6.1 Malaysia Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.6.2 Malaysia Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.6.3 Malaysia Artificial Intelligence in Agriculture Market by Offering
    • 7.3.4.7 Rest of Asia Pacific Artificial Intelligence in Agriculture Market
      • 7.3.4.7.1 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Technology
      • 7.3.4.7.2 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Application
      • 7.3.4.7.3 Rest of Asia Pacific Artificial Intelligence in Agriculture Market by Offering
• 7.4 LAMEA Artificial Intelligence in Agriculture Market
  • 7.4.1 LAMEA Artificial Intelligence in Agriculture Market by Technology
    • 7.4.1.1 LAMEA Machine Learning Market by Country
    • 7.4.1.2 LAMEA Computer Vision Market by Country
    • 7.4.1.3 LAMEA Predictive Analytics Market by Country
  • 7.4.2 LAMEA Artificial Intelligence in Agriculture Market by Application
    • 7.4.2.1 LAMEA Drone Analytics Market by Country
    • 7.4.2.2 LAMEA Precision Farming Market by Country
    • 7.4.2.3 LAMEA Agricultural Robots Market by Country
    • 7.4.2.4 LAMEA Labor Management Market by Country
    • 7.4.2.5 LAMEA Livestock Monitoring Market by Country
    • 7.4.2.6 LAMEA Others Market by Country
  • 7.4.3 LAMEA Artificial Intelligence in Agriculture Market by Offering
    • 7.4.3.1 LAMEA Software Market by Country
    • 7.4.3.2 LAMEA Hardware Market by Country
    • 7.4.3.3 LAMEA AI-as-a-Service Market by Country
    • 7.4.3.4 LAMEA Service Market by Country
  • 7.4.4 LAMEA Artificial Intelligence in Agriculture Market by Country
    • 7.4.4.1 Brazil Artificial Intelligence in Agriculture Market
      • 7.4.4.1.1 Brazil Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.1.2 Brazil Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.1.3 Brazil Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.2 Argentina Artificial Intelligence in Agriculture Market
      • 7.4.4.2.1 Argentina Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.2.2 Argentina Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.2.3 Argentina Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.3 UAE Artificial Intelligence in Agriculture Market
      • 7.4.4.3.1 UAE Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.3.2 UAE Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.3.3 UAE Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.4 Saudi Arabia Artificial Intelligence in Agriculture Market
      • 7.4.4.4.1 Saudi Arabia Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.4.2 Saudi Arabia Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.4.3 Saudi Arabia Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.5 South Africa Artificial Intelligence in Agriculture Market
      • 7.4.4.5.1 South Africa Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.5.2 South Africa Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.5.3 South Africa Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.6 Nigeria Artificial Intelligence in Agriculture Market
      • 7.4.4.6.1 Nigeria Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.6.2 Nigeria Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.6.3 Nigeria Artificial Intelligence in Agriculture Market by Offering
    • 7.4.4.7 Rest of LAMEA Artificial Intelligence in Agriculture Market
      • 7.4.4.7.1 Rest of LAMEA Artificial Intelligence in Agriculture Market by Technology
      • 7.4.4.7.2 Rest of LAMEA Artificial Intelligence in Agriculture Market by Application
      • 7.4.4.7.3 Rest of LAMEA Artificial Intelligence in Agriculture Market by Offering

Chapter 8. Company Profiles

• 8.1 Deere & Company
  • 8.1.1 Company Overview
  • 8.1.2 Financial Analysis
  • 8.1.3 Segmental and Regional Analysis
  • 8.1.4 Research & Development Expenses
  • 8.1.5 Recent strategies and developments:
    • 8.1.5.1 Product Launches and Product Expansions:
    • 8.1.5.2 Acquisition and Mergers:
• 8.2 IBM Corporation
  • 8.2.1 Company Overview
  • 8.2.2 Financial Analysis
  • 8.2.3 Regional & Segmental Analysis
  • 8.2.4 Research & Development Expenses
  • 8.2.5 Recent strategies and developments:
    • 8.2.5.1 Partnerships, Collaborations, and Agreements:
    • 8.2.5.2 Product Launches and Product Expansions:
  • 8.2.6 SWOT Analysis
• 8.3 Microsoft Corporation
  • 8.3.1 Company Overview
  • 8.3.2 Financial Analysis
  • 8.3.3 Segmental and Regional Analysis
  • 8.3.4 Research & Development Expenses
  • 8.3.5 Recent strategies and developments:
    • 8.3.5.1 Partnerships, Collaborations, and Agreements:
  • 8.3.6 SWOT Analysis
• 8.4 Climate LLC (Bayer AG)
  • 8.4.1 Company Overview
  • 8.4.2 Financial Analysis
  • 8.4.3 Segmental and Regional Analysis
  • 8.4.4 Research & Development Expenses
  • 8.4.5 Recent strategies and developments:
    • 8.4.5.1 Product Launches and Product Expansions:
• 8.5 Farmers Edge Inc
  • 8.5.1 Company Overview
  • 8.5.2 Financial Analysis
  • 8.5.3 Regional Analysis
  • 8.5.4 Research & Development Expenses
  • 8.5.5 Recent strategies and developments:
    • 8.5.5.1 Partnerships, Collaborations, and Agreements:
    • 8.5.5.2 Acquisition and Mergers:
    • 8.5.5.3 Business Expansions:
• 8.6 AgEagle Aerial Systems, Inc.
  • 8.6.1 Company Overview
  • 8.6.2 Financial Analysis
  • 8.6.3 Segmental and Regional Analysis
  • 8.6.4 Research & Development Expenses
• 8.7 Prospera Technologies, Inc. (Valmont Industries, Inc.)
  • 8.7.1 Company Overview
  • 8.7.2 Financial Analysis
  • 8.7.3 Segmental and Regional Analysis
  • 8.7.4 Research & Development Expenses
• 8.8 A.A.A Taranis Visual Ltd.
  • 8.8.1 Company Overview
  • 8.8.2 Recent strategies and developments:
    • 8.8.2.1 Partnerships, Collaborations, and Agreements:
    • 8.8.2.2 Product Launches and Product Expansions:
    • 8.8.2.3 Geographical Expansions:
• 8.9 CropIn Technology Solutions Private Limited
  • 8.9.1 Company Overview
• 8.10. Corteva, Inc. (Dow AgroSciences LLC)
  • 8.10.1 Company Overview
  • 8.10.2 Financial Analysis
  • 8.10.3 Segmental and Regional Analysis
  • 8.10.4 Research & Development Expense