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欧州の農業における人工知能：2030年までの市場予測 - 地域分析 - コンポーネント別、用途別

Europe Artificial Intelligence in Agriculture Market Forecast to 2030 - Regional Analysis - by Component (Hardware, Software, and Services) and Application (Precision Farming, Drone Analytics, Agriculture Robots, Livestock Monitoring, and Others)

出版日
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英文 100 Pages
納期
即納可能 即納可能とは
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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=144.08円
欧州の農業における人工知能：2030年までの市場予測 - 地域分析 - コンポーネント別、用途別
出版日: 2024年08月07日
発行: The Insight Partners
ページ情報: 英文 100 Pages
納期: 即納可能 即納可能とは
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  • 概要
  • 図表
  • 目次
概要

欧州の農業における人工知能市場は、2022年に4億6,241万米ドルと評価され、2030年には22億8,939万米ドルに達すると予測され、2022年から2030年までのCAGRは22.1%を記録すると推定されます。

AIソリューション導入への政府支援の高まりが欧州の農業における人工知能市場を牽引

世界各国の政府は、食料安全保障を確保するため、農業部門をより効率的で持続可能かつ包括的なものに変革しようとしています。世界中の政府は、農家を支援するために、農業アプリケーションへのAlの実装を奨励しています。2023年、ドイツのオスナブリュック応用科学大学がagrifoodTEFというイニシアチブを発表しました。AIとロボットを農業に応用するため、ドイツ、フランス、イタリアを中心とするEU諸国のリソースを結集する構想です。2023年1月1日現在、このプロジェクトはEUから5,360万米国ドル（5,000万ユーロ）の資金を得ています。この資金は、互いに連携することを目的とした特定のプロジェクトを支援するために使われます。ベルギー、オーストリア、ポーランド、スウェーデンを含む多くの支援国がそれぞれ500万米ドル、フランス、ドイツ、イタリアの主要3カ国がそれぞれ1,000万米ドルを受け取る。

このように、政府の支援やイニシアチブの高まりが、農業市場における人工知能の成長を後押ししています。

欧州の農業における人工知能市場概要

欧州の農業における人工知能市場は、ドイツ、フランス、イタリア、英国、ロシア、その他欧州に区分されます。欧州の農業市場は、生産と持続可能性を向上させるためにAI技術を活用しています。これには、精密農業、予測分析、作物と土壌のモニタリング、家畜管理のためのアルドリブンシステムの利用が含まれます。先進技術は資源効率を促進し、作物収量を増やし、環境への影響を軽減します。さらに、人口増加と気候変動により、食糧安全保障への懸念が欧州の農業における人工知能の採用を後押ししています。

さまざまな機関や研究センターも、農業における人工知能を推進するイニシアティブをとっています。例えば、agrifoodTEFイニシアチブは、3つの機関-Deutsches Forschungszentrum fur Kunstliche Intelligenz（DFKI）、Osnabruck University of Applied Sciences、Agrotech Valley Forum-で構成されています。2023年2月、このプログラムの一環として、欧州3カ国にAIと農業ロボットのテスト環境が設置されました。これにより、ニーダーザクセン州オスナブリュック地方でAIコンポーネントを試作品でテストし、市場に投入する準備が整うよう、欧州中の企業や学術機関を支援します。最大1,080万米ドルの資金が提供されるオスナブリュックのチームは、耕作用の農業技術を専門としています。

2022年、欧州は過去500年間で最悪の夏の干ばつに直面しました。オーストリアの科学者グループは、水の利用可能性は「非常に不安定」であると発表しました。農業は最も影響を受けた部門のひとつで、収穫量が減少し、生産コストが増大しました。その結果、価格、生産量、収穫の質のすべてが影響を受けた。EUにおける取水量の24％を占める水使用への大きな貢献として、農業部門は、より持続可能な方法で国民に健康的な食料を提供しながら、水使用と環境への総影響を削減するために、データとAIを活用したテクノロジーにますます注目しています。

欧州各地のさまざまな新興企業が、農業における人工知能技術を開発しています。例えば、2023年2月、フランスのスタートアップも同様に技術開発の最前線にいた。2023年2月、フランスのコンピューター科学・自動化研究所（INRIA）の研究からスピンオフしたDilepix社は、牛、昆虫、農業機械を監視する人工知能システムを開発していると発表しました。このような事例が農業における人工知能市場の成長を後押ししています。

欧州の農業における人工知能市場の収益と2030年までの予測（金額）

欧州の農業における人工知能市場のセグメンテーション

欧州の農業における人工知能市場は、コンポーネント、アプリケーション、および国に分類されます。

コンポーネント別では、欧州の農業における人工知能市場はハードウェア、ソフトウェア、サービスに分類されます。ソフトウェアセグメントが2022年に最大の市場シェアを占めました。

用途別では、欧州の農業における人工知能市場は、精密農業、ドローン分析、農業用ロボット、家畜モニタリング、その他に分類されます。精密農業セグメントが2022年に最大の市場シェアを占めました。

国別では、欧州の農業における人工知能市場はドイツ、英国、フランス、イタリア、ロシア、その他欧州に区分されます。2022年の欧州の農業における人工知能市場シェアはドイツが独占。

Deere &Co社、International Business Machines Corp社、Microsoft Corp社、Easytosee Agtech SL社、Climate LLC社、Gamaya SA社、Prospera Technologies Ltd社、Tarani社は、欧州の農業における人工知能市場で事業を展開している主要企業です。

目次

第1章 イントロダクション

第2章 エグゼクティブサマリー

  • 主要洞察
  • 市場の魅力

第3章 調査手法

  • 調査範囲
  • 2次調査
  • 1次調査

第4章 農業における人工知能市場情勢

  • PEST分析
  • エコシステム分析
    • バリューチェーンのベンダー一覧

第5章 農業における人工知能の欧州市場-主要市場力学

  • 市場促進要因
    • 農業におけるリアルタイム分析のニーズの高まり
    • AIソリューション導入に対する政府支援の高まり
    • 農業における無人航空機（UAV）の利用拡大
  • 抑制要因
    • 熟練労働者の不足
    • 農業機械へのAI導入コストの高さ
  • 機会
    • スマート農業の増加
    • 新興諸国における潜在的成長機会
  • 今後の動向
    • 農業におけるロボット工学と自動化
  • 促進要因と抑制要因の影響

第6章 農業における人工知能市場-欧州市場分析

  • 農業における人工知能市場収益、2022-2030年
  • 農業における人工知能の市場予測分析

第7章 農業における人工知能の欧州市場分析：コンポーネント別

  • ハードウェア
  • ソフトウェア
  • サービス別

第8章 農業における人工知能の欧州市場分析：用途別

  • 精密農業
  • ドローン分析
  • 農業用ロボット
  • 家畜モニタリング
  • その他

第9章 欧州の農業における人工知能市場：国別分析

    • 欧州
      • ドイツ
      • 英国
      • フランス
      • イタリア
      • ロシア
      • その他欧州

第10章 競合情勢

  • 主要企業によるヒートマップ分析
  • 企業のポジショニングと集中度

第11章 業界情勢

  • 市場イニシアティブ
  • 製品開発
  • 合併と買収

第12章 企業プロファイル

  • Easytosee Agtech SL
  • Deere & Co
  • Climate LLC
  • Gamaya SA
  • International Business Machines Corp
  • Microsoft Corp
  • Prospera Technologies Ltd
  • Taranis

第13章 付録

図表

List Of Tables

  • Table 1. Artificial Intelligence in Agriculture Market Segmentation
  • Table 2. List of Vendors
  • Table 3. Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Table 4. Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 5. Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 6. Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Country
  • Table 7. Germany: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 8. Germany: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 9. United Kingdom: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 10. United Kingdom: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 11. France: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 12. France: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 13. Italy: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 14. Italy: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 15. Russia: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 16. Russia: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 17. Rest of Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Component
  • Table 18. Rest of Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million) - by Application
  • Table 19. Company Positioning & Concentration
  • Table 20. List of Abbreviation

List Of Figures

  • Figure 1. Artificial Intelligence in Agriculture Market Segmentation, by Country
  • Figure 2. PEST Analysis
  • Figure 3. Artificial Intelligence in Agriculture Market - Key Market Dynamics
  • Figure 4. Impact Analysis of Drivers and Restraints
  • Figure 5. Artificial Intelligence in Agriculture Market Revenue (US$ Million), 2022-2030
  • Figure 6. Artificial Intelligence in Agriculture Market Share (%) - by Component (2022 and 2030)
  • Figure 7. Hardware: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 8. Software: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 9. Services: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 10. Artificial Intelligence in Agriculture Market Share (%) - by Application (2022 and 2030)
  • Figure 11. Precision Farming: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 12. Drone Analytics: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 13. Agriculture Robots: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 14. Livestock Monitoring: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 15. Others: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • Figure 16. Europe: Artificial Intelligence in Agriculture Market, by Key Country - Revenue (2022) (US$ Million)
  • Figure 17. Europe: Artificial Intelligence in Agriculture Market Breakdown, by Key Countries, 2022 and 2030 (%)
  • Figure 18. Germany: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 19. United Kingdom: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 20. France: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 21. Italy: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 22. Russia: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 23. Rest of Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030(US$ Million)
  • Figure 24. Heat Map Analysis by Key Players
目次
Product Code: BMIRE00030616

The Europe artificial intelligence in agriculture market was valued at US$ 462.41 million in 2022 and is expected to reach US$ 2,289.39 million by 2030; it is estimated to record a CAGR of 22.1% from 2022 to 2030.

Growing Government Support for Implementation of AI Solution Drives Europe Artificial Intelligence in Agriculture Market

Governments across the world are transforming the agriculture sector to be more efficient, sustainable, and inclusive to ensure food security. Governments around the world encourage the implementation of Al for agricultural applications in order to provide aid to farmers. In 2023, agrifoodTEF, a German initiative, was announced by the Osnabruck University of Applied Sciences. To apply AI and robots in the agriculture industry, the initiative intends to pool the resources of multiple EU nations, primarily Germany, France, and Italy. As of January 1, 2023, the project has received ~US$ 53.6 million (50 million euros) in funding from the EU. The funds will be used to support specific projects that are meant to work in tandem with one another. A number of supporting nations, including Belgium, Austria, Poland, and Sweden, will each receive five million, while the three main nations-France, Germany, and Italy-will each receive ten million.

Thus, such growing government support and initiatives are propelling the growth of AI in the agriculture market.

Europe Artificial Intelligence in Agriculture Market Overview

The Europe AI in the agriculture market is segmented into Germany, France, Italy, the UK, Russia, and the Rest of Europe. The Europe agriculture market is utilizing AI technologies to improve production and sustainability. This includes the use of Al-driven systems for precision farming, predictive analytics, crop and soil monitoring, and livestock management. Advanced technologies promote resource efficiency, increase crop yields, and reduce environmental impact. Further, food security concerns drive the adoption of AI in Europe agriculture due to population growth and climate change.

Various institutions and research centers are also taking initiatives to promote AI in Agriculture. For example, the agrifoodTEF initiative constitutes three institutions-Deutsches Forschungszentrum fur Kunstliche Intelligenz (DFKI), Osnabruck University of Applied Sciences, and Agrotech Valley Forum. In February 2023, test settings for AI and agricultural robotics were established in three European nations as part of this program. This will aid the companies and academic institutions throughout Europe to test AI components in prototypes to make them ready for the market in the Osnabruck region of Lower Saxony. With funding of up to US$ 10.8 million, the Osnabruck team specializes in agricultural technology for arable farming.

In 2022, Europe faced a summer drought that was the worst in over 500 years. In many parts of Europe, this was followed by minimal rainfall over the winter, and water availability was pronounced "very precarious" by an Austrian group of scientists, prompting several EU governments to implement national water strategies as soon as possible. Agriculture was one of the sectors most affected, with lower harvests and greater production costs. As a result, prices, quantities, and yield quality are all affected. As a significant contribution to water use-accounting for 24% of water extraction in the EU, the agricultural sector is increasingly looking to technology, powered by data and AI, to reduce its water use and total environmental imprint while providing healthy food to the population in a more sustainable manner.

Various startups across Europe are developing AI technology for agriculture. For example, in February 2023, French startups were likewise at the forefront of developing technology. In February 2023, Dilepix, a spin-off from research at the French Institute for Research in Computer Science and Automation (INRIA), announced that it is developing artificial intelligence systems to monitor cattle, insects, and agricultural machines. Thus, such instances propel the growth of AI in agriculture market.

Europe Artificial Intelligence in Agriculture Market Revenue and Forecast to 2030 (US$ Million)

Europe Artificial Intelligence in Agriculture Market Segmentation

The Europe artificial intelligence in agriculture market is categorized into components, application, and country.

Based on component, the Europe artificial intelligence in agriculture market is categorized into hardware, software, and services. The software segment held the largest market share in 2022.

In terms of application, the Europe artificial intelligence in agriculture market is categorized into precision farming, drone analytics, agriculture robots, livestock monitoring, and others. The precision farming segment held the largest market share in 2022.

By country, the Europe artificial intelligence in agriculture market is segmented into Germany, the UK, France, Italy, Russia, and the Rest of Europe. Germany dominated the Europe artificial intelligence in agriculture market share in 2022.

Deere & Co, International Business Machines Corp, Microsoft Corp, Easytosee Agtech SL, Climate LLC, Gamaya SA, Prospera Technologies Ltd, and Tarani are some of the leading companies operating in the Europe artificial intelligence in agriculture market.

Table Of Contents

1. Introduction

  • 1.1 The Insight Partners Research Report Guidance
  • 1.2 Market Segmentation

2. Executive Summary

  • 2.1 Key Insights
  • 2.2 Market Attractiveness

3. Research Methodology

  • 3.1 Coverage
  • 3.2 Secondary Research
  • 3.3 Primary Research

4. Artificial Intelligence in Agriculture Market Landscape

  • 4.1 Overview
  • 4.2 PEST Analysis
  • 4.3 Ecosystem Analysis
    • 4.3.1 List of Vendors in the Value Chain

5. Europe Artificial Intelligence in Agriculture Market - Key Market Dynamics

  • 5.1 Market Drivers
    • 5.1.1 Increasing Need for Real-Time Analytics in Agriculture
    • 5.1.2 Growing Government Support for Implementation of AI Solution
    • 5.1.3 Growing Use of Unmanned Ariel Vehicles (UAVs) in Farming
  • 5.2 Restraints
    • 5.2.1 Shortage of Technically Skilled Labor
    • 5.2.2 High Implementation Cost of AI in Farming Equipment
  • 5.3 Opportunity
    • 5.3.1 Increasing Smart Farming
    • 5.3.2 Potential Growth Opportunities in Developing Countries
  • 5.4 Future Trend
    • 5.4.1 Robotics and Automation in Agriculture
  • 5.5 Impact of Drivers and Restraints:

6. Artificial Intelligence in Agriculture Market - Europe Market Analysis

  • 6.1 Artificial Intelligence in Agriculture Market Revenue (US$ Million), 2022-2030
  • 6.2 Artificial Intelligence in Agriculture Market Forecast Analysis

7. Europe Artificial Intelligence in Agriculture Market Analysis - by Component

  • 7.1 Hardware
    • 7.1.1 Overview
    • 7.1.2 Hardware: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 7.2 Software
    • 7.2.1 Overview
    • 7.2.2 Software: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 7.3 Services
    • 7.3.1 Overview
    • 7.3.2 Services: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)

8. Europe Artificial Intelligence in Agriculture Market Analysis - by Application

  • 8.1 Precision Farming
    • 8.1.1 Overview
    • 8.1.2 Precision Farming: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 8.2 Drone Analytics
    • 8.2.1 Overview
    • 8.2.2 Drone Analytics: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 8.3 Agriculture Robots
    • 8.3.1 Overview
    • 8.3.2 Agriculture Robots: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 8.4 Livestock Monitoring
    • 8.4.1 Overview
    • 8.4.2 Livestock Monitoring: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
  • 8.5 Others
    • 8.5.1 Overview
    • 8.5.2 Others: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)

9. Europe Artificial Intelligence in Agriculture Market - Country Analysis

  • 9.1 Europe Artificial Intelligence in Agriculture Market Overview
    • 9.1.1 Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast Analysis - by Country
      • 9.1.1.1 Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast Analysis - by Country
      • 9.1.1.2 Germany: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.2.1 Germany: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.2.2 Germany: Artificial Intelligence in Agriculture Market Breakdown, by Application
      • 9.1.1.3 United Kingdom: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.3.1 United Kingdom: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.3.2 United Kingdom: Artificial Intelligence in Agriculture Market Breakdown, by Application
      • 9.1.1.4 France: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.4.1 France: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.4.2 France: Artificial Intelligence in Agriculture Market Breakdown, by Application
      • 9.1.1.5 Italy: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.5.1 Italy: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.5.2 Italy: Artificial Intelligence in Agriculture Market Breakdown, by Application
      • 9.1.1.6 Russia: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.6.1 Russia: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.6.2 Russia: Artificial Intelligence in Agriculture Market Breakdown, by Application
      • 9.1.1.7 Rest of Europe: Artificial Intelligence in Agriculture Market - Revenue and Forecast to 2030 (US$ Million)
        • 9.1.1.7.1 Rest of Europe: Artificial Intelligence in Agriculture Market Breakdown, by Component
        • 9.1.1.7.2 Rest of Europe: Artificial Intelligence in Agriculture Market Breakdown, by Application

10. Competitive Landscape

  • 10.1 Heat Map Analysis by Key Players
  • 10.2 Company Positioning & Concentration

11. Industry Landscape

  • 11.1 Overview
  • 11.2 Market Initiative
  • 11.3 Product Development
  • 11.4 Mergers & Acquisitions

12. Company Profiles

  • 12.1 Easytosee Agtech SL
    • 12.1.1 Key Facts
    • 12.1.2 Business Description
    • 12.1.3 Products and Services
    • 12.1.4 Financial Overview
    • 12.1.5 SWOT Analysis
    • 12.1.6 Key Developments
  • 12.2 Deere & Co
    • 12.2.1 Key Facts
    • 12.2.2 Business Description
    • 12.2.3 Products and Services
    • 12.2.4 Financial Overview
    • 12.2.5 SWOT Analysis
    • 12.2.6 Key Developments
  • 12.3 Climate LLC
    • 12.3.1 Key Facts
    • 12.3.2 Business Description
    • 12.3.3 Products and Services
    • 12.3.4 Financial Overview
    • 12.3.5 SWOT Analysis
    • 12.3.6 Key Developments
  • 12.4 Gamaya SA
    • 12.4.1 Key Facts
    • 12.4.2 Business Description
    • 12.4.3 Products and Services
    • 12.4.4 Financial Overview
    • 12.4.5 SWOT Analysis
    • 12.4.6 Key Developments
  • 12.5 International Business Machines Corp
    • 12.5.1 Key Facts
    • 12.5.2 Business Description
    • 12.5.3 Products and Services
    • 12.5.4 Financial Overview
    • 12.5.5 SWOT Analysis
    • 12.5.6 Key Developments
  • 12.6 Microsoft Corp
    • 12.6.1 Key Facts
    • 12.6.2 Business Description
    • 12.6.3 Products and Services
    • 12.6.4 Financial Overview
    • 12.6.5 SWOT Analysis
    • 12.6.6 Key Developments
  • 12.7 Prospera Technologies Ltd
    • 12.7.1 Key Facts
    • 12.7.2 Business Description
    • 12.7.3 Products and Services
    • 12.7.4 Financial Overview
    • 12.7.5 SWOT Analysis
    • 12.7.6 Key Developments
  • 12.8 Taranis
    • 12.8.1 Key Facts
    • 12.8.2 Business Description
    • 12.8.3 Products and Services
    • 12.8.4 Financial Overview
    • 12.8.5 SWOT Analysis
    • 12.8.6 Key Developments

13. Appendix

  • 13.1 Word Index
  • 13.2 About The Insight Partners