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ビジネスにおけるAIと機械学習の市場分析と2033年までの予測：タイプ、製品、サービス、技術、コンポーネント、用途、エンドユーザー、展開、ソリューション別

AI and Machine Learning in Business Market Analysis and Forecast to 2033: Type, Product, Services, Technology, Component, Application, End User, Deployment, Solutions

出版日
ページ情報
英文 352 Pages
納期
3～5営業日
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=145.28円
ビジネスにおけるAIと機械学習の市場分析と2033年までの予測：タイプ、製品、サービス、技術、コンポーネント、用途、エンドユーザー、展開、ソリューション別
出版日: 2024年12月15日
発行: Global Insight Services
ページ情報: 英文 352 Pages
納期: 3～5営業日
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概要

ビジネスにおけるAIと機械学習市場は、2023年の1,917億5,000万米ドルから2033年には1兆3,452億米ドルに拡大し、CAGRは21.6％になると予測されています。

ビジネスにおけるAIと機械学習市場は、意思決定を強化し、プロセスを自動化し、イノベーションを推進するために、人工知能と機械学習技術を企業業務に統合することを包含します。これには、予測分析、自然言語処理、インテリジェントな自動化が含まれ、企業が効率を最適化し、顧客体験をパーソナライズし、競合優位性を獲得することを可能にし、最終的には業界を問わず従来のビジネスモデルを変革します。

ビジネスにおけるAIと機械学習市場は、業務効率と顧客エンゲージメントの強化の必要性に後押しされ、ダイナミックな変革の最中にあります。この市場の中では、予測分析と自然言語処理（NLP）のサブセグメントが卓越したパフォーマンスを示しています。予測分析は市場をリードし、企業に動向予測と意思決定プロセスの最適化能力を提供しています。NLPは、人間とコンピュータのインタラクションの改善や顧客サービスの自動化を促進し、その後に続いています。地理的には、北米が市場を独占していますが、これはその強固な技術インフラと全産業における高い導入率に起因しています。欧州は、政府の強力なイニシアチブとAI研究開発への投資に支えられ、2番目に高い実績を上げている地域です。米国やドイツなどの国々が最前線にあり、金融、ヘルスケア、小売などの分野でAIを活用して競争優位性を高めています。これらの洞察は、AIと機械学習の有望な軌道を示唆しており、企業がその変革の可能性を活用する大きな機会があります。

2023年、ビジネスにおけるAIと機械学習市場は著しい成長を示し、市場規模は約2,500億米ドルに達します。データ分析分野がこの市場を独占しており、データ主導の意思決定に対するニーズの高まりによって45％のシェアを獲得しています。自然言語処理分野は、会話AI技術の進歩に後押しされ、30％のシェアを獲得しています。一方、コンピューター・ビジョン分野は、ヘルスケアや自動車などの分野での応用に支えられて25％の市場シェアを占めています。業界の主要プレーヤーには、IBM、グーグル、マイクロソフトが含まれ、それぞれが独自のAI機能を活用して競争優位性を維持しています。

競合情勢や規制の影響により、AIの情勢は再構築されつつあり、厳格なデータプライバシー法や倫理的なAIガイドラインが注目を集めています。企業はイノベーションに多額の投資を行っており、2030年までに研究開発費が15%増加すると予測されています。金融、小売、製造などの分野でAIの導入が加速しており、将来は有望な機会が見込まれています。しかし、規制への対応や熟練した人材の必要性など、課題も残っています。AIと機械学習は事業運営に革命をもたらし、これまでにない効率性を引き出す準備が整っており、市場の見通しは依然として楽観的です。

目次

第1章 ビジネスにおけるAIと機械学習の市場概要

  • 調査目的
  • ビジネスにおけるAIと機械学習市場の定義と調査範囲
  • レポートの制限事項
  • 調査対象年および通貨
  • 調査手法

第2章 エグゼクティブサマリー

第3章 市場に関する重要考察

第4章 ビジネスにおけるAIと機械学習市場の展望

  • ビジネスにおけるAIと機械学習市場のセグメンテーション
  • 市場力学
  • ポーターのファイブフォース分析
  • PESTLE分析
  • バリューチェーン分析
  • 4Pモデル
  • ANSOFFマトリックス

第5章 ビジネスにおけるAIと機械学習の市場戦略

  • 親市場分析
  • 需給分析
  • 消費者の購買意欲
  • ケーススタディ分析
  • 価格分析
  • 規制状況
  • サプライチェーン分析
  • 競合製品分析
  • 最近の動向

第6章 ビジネスにおけるAIと機械学習の市場規模

  • ビジネスにおけるAIと機械学習の市場規模：金額別
  • ビジネスにおけるAIと機械学習の市場規模：数量別

第7章 ビジネスにおけるAIと機械学習の市場規模：タイプ別

  • 市場概要
  • 教師あり学習
  • 教師なし学習
  • 強化学習
  • ディープラーニング
  • ニューラルネットワーク
  • 自然言語処理
  • コンピュータビジョン
  • その他

第8章 ビジネスにおけるAIと機械学習市場：製品別

  • 市場概要
  • AIプラットフォーム
  • 機械学習フレームワーク
  • 学習済みモデル
  • AIチップ
  • AIクラウドサービス
  • その他

第9章 ビジネスにおけるAIと機械学習市場：サービス別

  • 市場概要
  • コンサルティング
  • インテグレーションとデプロイメント
  • サポートとメンテナンス
  • マネージドサービス
  • トレーニングと教育
  • その他

第10章 ビジネスにおけるAIと機械学習市場：技術別

  • 市場概要
  • 予測分析
  • 音声認識
  • 画像認識
  • ロボティック・プロセス・オートメーション
  • コンテキスト認識処理
  • その他

第11章 ビジネスにおけるAIと機械学習市場：コンポーネント別

  • 市場概要
  • ハードウェア
  • ソフトウェア
  • サービス
  • その他

第12章 ビジネスにおけるAIと機械学習市場：用途別

  • 市場概要
  • カスタマーサービス
  • マーケティングと広告
  • 不正検知
  • リスク管理
  • サプライチェーンの最適化
  • 製品推薦
  • 予知保全
  • その他

第13章 ビジネスにおけるAIと機械学習市場：エンドユーザー別

  • 市場概要
  • 銀行・金融サービス
  • 小売
  • ヘルスケア
  • 製造業
  • 自動車
  • 通信
  • エネルギー・公益事業
  • 政府機関
  • その他

第14章 ビジネスにおけるAIと機械学習市場：展開別

  • 市場概要
  • オンプレミス
  • クラウド
  • ハイブリッド
  • その他

第15章 ビジネスにおけるAIと機械学習市場：ソリューション別

  • 市場概要
  • ビジネスインテリジェンス
  • データ分析
  • 顧客関係管理
  • エンタープライズ・リソース・プランニング
  • 人的資源管理
  • その他

第16章 ビジネスにおけるAIと機械学習市場、地域別

  • 概要
  • 北米
    • 米国
    • カナダ
  • 欧州
    • 英国
    • ドイツ
    • フランス
    • スペイン
    • イタリア
    • オランダ
    • スウェーデン
    • スイス
    • デンマーク
    • フィンランド
    • ロシア
    • その他欧州
  • アジア太平洋
    • 中国
    • インド
    • 日本
    • 韓国
    • オーストラリア
    • シンガポール
    • インドネシア
    • 台湾
    • マレーシア
    • その他アジア太平洋地域
  • ラテンアメリカ
    • ブラジル
    • メキシコ
    • アルゼンチン
    • その他ラテンアメリカ
  • 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
    • その他中東・アフリカ

第17章 競合情勢

  • 概要
  • 市場シェア分析
  • 主要企業のポジショニング
  • 競合リーダーシップマッピング
  • ベンダーベンチマーキング
  • 開発戦略のベンチマーキング

第18章 企業プロファイル

  • C3 AI
  • DataRobot
  • H2O.ai
  • SAS Institute
  • UiPath
  • Cognitivescale
  • Ayasdi
  • Sift Science
  • Sentient Technologies
  • Zebra Medical Vision
  • Vicarious
  • Darktrace
  • Cylance
  • Numenta
  • SparkCognition
  • Blue River Technology
  • Clarifai
  • BigML
  • SambaNova Systems
  • Graphcore
目次
Product Code: GIS32154

The AI and Machine Learning in Business market is anticipated to expand from $191.75 billion in 2023 to $1,345.2 billion by 2033, with a CAGR of 21.6%.

The AI and Machine Learning in Business Market encompasses the integration of artificial intelligence and machine learning technologies into corporate operations to enhance decision-making, automate processes, and drive innovation. It includes predictive analytics, natural language processing, and intelligent automation, enabling businesses to optimize efficiency, personalize customer experiences, and gain competitive advantage, ultimately transforming traditional business models across industries.

The AI and Machine Learning in Business Market is undergoing dynamic transformations, driven by the need for enhanced operational efficiency and customer engagement. Within this market, the sub-segments of predictive analytics and natural language processing (NLP) are exhibiting exceptional performance. Predictive analytics leads the market, offering businesses the ability to forecast trends and optimize decision-making processes. NLP follows closely, facilitating improved human-computer interactions and customer service automation. Geographically, North America dominates the market, attributed to its robust technological infrastructure and high adoption rates across industries. Europe emerges as the second-highest performing region, supported by strong governmental initiatives and investments in AI research and development. Countries like the United States and Germany are at the forefront, leveraging AI to drive competitive advantages in sectors such as finance, healthcare, and retail. These insights suggest a promising trajectory for AI and machine learning, with significant opportunities for businesses to harness their transformative potential.

In 2023, the AI and Machine Learning in Business Market witnessed remarkable growth, with the market volume reaching approximately 250 billion USD. The data analytics segment dominates this market, capturing a substantial 45% share, driven by the increasing need for data-driven decision-making. The natural language processing segment follows with a 30% share, propelled by advancements in conversational AI technologies. Meanwhile, the computer vision segment holds a 25% market share, supported by its applications in sectors like healthcare and automotive. Major industry players include IBM, Google, and Microsoft, each leveraging unique AI capabilities to maintain competitive advantages.

Competitive and regulatory influences are reshaping the AI landscape, with stringent data privacy laws and ethical AI guidelines gaining prominence. Companies are investing heavily in innovation, with a projected 15% increase in R&D expenditure by 2030. The future holds promising opportunities, as AI adoption accelerates in sectors such as finance, retail, and manufacturing. However, challenges persist, including regulatory compliance and the need for skilled talent. The market outlook remains optimistic, with AI and machine learning poised to revolutionize business operations and unlock unprecedented efficiencies.

Key Companies

C3 AI, Data Robot, H2 O.ai, SAS Institute, Ui Path, Cognitivescale, Ayasdi, Sift Science, Sentient Technologies, Zebra Medical Vision, Vicarious, Darktrace, Cylance, Numenta, Spark Cognition, Blue River Technology, Clarifai, Big ML, Samba Nova Systems, Graphcore

Sources

U.S. Department of Commerce - National Institute of Standards and Technology (NIST), European Commission - Digital Strategy, Organisation for Economic Co-operation and Development (OECD) - Digital Economy, United Nations Conference on Trade and Development (UNCTAD) - Technology and Logistics, International Telecommunication Union (ITU), World Economic Forum - Centre for the Fourth Industrial Revolution, Association for the Advancement of Artificial Intelligence (AAAI), International Conference on Machine Learning (ICML), Neural Information Processing Systems (NeurIPS), Conference on Computer Vision and Pattern Recognition (CVPR), Association for Computing Machinery (ACM) - Special Interest Group on Artificial Intelligence (SIGAI), IEEE International Conference on Data Mining (ICDM), Stanford University - Human-Centered Artificial Intelligence, Massachusetts Institute of Technology - Computer Science and Artificial Intelligence Laboratory (CSAIL), University of California, Berkeley - Berkeley Artificial Intelligence Research (BAIR) Lab, Carnegie Mellon University - School of Computer Science, The Alan Turing Institute, Artificial Intelligence Global Governance Commission, Partnership on AI, AI Now Institute

Research Scope

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1. AI and Machine Learning in Business Market Overview

  • 1.1 Objectives of the Study
  • 1.2 AI and Machine Learning in Business Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation. Top-Down Approach
    • 1.5.4 Market Size Estimation. Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2. Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by End User
  • 2.10 Key Highlights of the Market, by Deployment
  • 2.11 Key Highlights of the Market, by Solutions
  • 2.12 Key Highlights of the Market, by North America
  • 2.13 Key Highlights of the Market, by Europe
  • 2.14 Key Highlights of the Market, by Asia-Pacific
  • 2.15 Key Highlights of the Market, by Latin America
  • 2.16 Key Highlights of the Market, by Middle East
  • 2.17 Key Highlights of the Market, by Africa

3. Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by End User
  • 3.9 Market Attractiveness Analysis, by Deployment
  • 3.10 Market Attractiveness Analysis, by Solutions
  • 3.11 Market Attractiveness Analysis, by North America
  • 3.12 Market Attractiveness Analysis, by Europe
  • 3.13 Market Attractiveness Analysis, by Asia-Pacific
  • 3.14 Market Attractiveness Analysis, by Latin America
  • 3.15 Market Attractiveness Analysis, by Middle East
  • 3.16 Market Attractiveness Analysis, by Africa

4. AI and Machine Learning in Business Market Outlook

  • 4.1 AI and Machine Learning in Business Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5. AI and Machine Learning in Business Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6. AI and Machine Learning in Business Market Size

  • 6.1 AI and Machine Learning in Business Market Size, by Value
  • 6.2 AI and Machine Learning in Business Market Size, by Volume

7. AI and Machine Learning in Business Market, by Type

  • 7.1 Market Overview
  • 7.2 Supervised Learning
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Unsupervised Learning
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Reinforcement Learning
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Deep Learning
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region
  • 7.6 Neural Networks
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region
  • 7.7 Natural Language Processing
    • 7.7.1 Key Market Trends & Opportunity Analysis
    • 7.7.2 Market Size and Forecast, by Region
  • 7.8 Computer Vision
    • 7.8.1 Key Market Trends & Opportunity Analysis
    • 7.8.2 Market Size and Forecast, by Region
  • 7.9 Others
    • 7.9.1 Key Market Trends & Opportunity Analysis
    • 7.9.2 Market Size and Forecast, by Region

8. AI and Machine Learning in Business Market, by Product

  • 8.1 Market Overview
  • 8.2 AI Platforms
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Machine Learning Frameworks
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 Pre-trained Models
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 AI Chips
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region
  • 8.6 AI Cloud Services
    • 8.6.1 Key Market Trends & Opportunity Analysis
    • 8.6.2 Market Size and Forecast, by Region
  • 8.7 Others
    • 8.7.1 Key Market Trends & Opportunity Analysis
    • 8.7.2 Market Size and Forecast, by Region

9. AI and Machine Learning in Business Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Integration and Deployment
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Support and Maintenance
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Managed Services
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Training and Education
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region
  • 9.7 Others
    • 9.7.1 Key Market Trends & Opportunity Analysis
    • 9.7.2 Market Size and Forecast, by Region

10. AI and Machine Learning in Business Market, by Technology

  • 10.1 Market Overview
  • 10.2 Predictive Analytics
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Speech Recognition
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Image Recognition
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Robotic Process Automation
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Context Aware Processing
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region
  • 10.7 Others
    • 10.7.1 Key Market Trends & Opportunity Analysis
    • 10.7.2 Market Size and Forecast, by Region

11. AI and Machine Learning in Business Market, by Component

  • 11.1 Market Overview
  • 11.2 Hardware
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Software
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Services
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region
  • 11.5 Others
    • 11.5.1 Key Market Trends & Opportunity Analysis
    • 11.5.2 Market Size and Forecast, by Region

12. AI and Machine Learning in Business Market, by Application

  • 12.1 Market Overview
  • 12.2 Customer Service
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Marketing and Advertising
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Fraud Detection
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Risk Management
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Supply Chain Optimization
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region
  • 12.7 Product Recommendation
    • 12.7.1 Key Market Trends & Opportunity Analysis
    • 12.7.2 Market Size and Forecast, by Region
  • 12.8 Predictive Maintenance
    • 12.8.1 Key Market Trends & Opportunity Analysis
    • 12.8.2 Market Size and Forecast, by Region
  • 12.9 Others
    • 12.9.1 Key Market Trends & Opportunity Analysis
    • 12.9.2 Market Size and Forecast, by Region

13. AI and Machine Learning in Business Market, by End User

  • 13.1 Market Overview
  • 13.2 Banking and Financial Services
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 Retail
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Healthcare
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Manufacturing
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region
  • 13.6 Automotive
    • 13.6.1 Key Market Trends & Opportunity Analysis
    • 13.6.2 Market Size and Forecast, by Region
  • 13.7 Telecommunications
    • 13.7.1 Key Market Trends & Opportunity Analysis
    • 13.7.2 Market Size and Forecast, by Region
  • 13.8 Energy and Utilities
    • 13.8.1 Key Market Trends & Opportunity Analysis
    • 13.8.2 Market Size and Forecast, by Region
  • 13.9 Government
    • 13.9.1 Key Market Trends & Opportunity Analysis
    • 13.9.2 Market Size and Forecast, by Region
  • 13.10 Others
    • 13.10.1 Key Market Trends & Opportunity Analysis
    • 13.10.2 Market Size and Forecast, by Region

14. AI and Machine Learning in Business Market, by Deployment

  • 14.1 Market Overview
  • 14.2 On-premise
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 Cloud
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Hybrid
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Others
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region

15. AI and Machine Learning in Business Market, by Solutions

  • 15.1 Market Overview
  • 15.2 Business Intelligence
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Data Analytics
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Customer Relationship Management
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Enterprise Resource Planning
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region
  • 15.6 Human Resource Management
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region
  • 15.7 Others
    • 15.7.1 Key Market Trends & Opportunity Analysis
    • 15.7.2 Market Size and Forecast, by Region

16. AI and Machine Learning in Business Market, by Region

  • 16.1 Overview
  • 16.2 North America
    • 16.2.1 Key Market Trends and Opportunities
    • 16.2.2 North America Market Size and Forecast, by Type
    • 16.2.3 North America Market Size and Forecast, by Product
    • 16.2.4 North America Market Size and Forecast, by Services
    • 16.2.5 North America Market Size and Forecast, by Technology
    • 16.2.6 North America Market Size and Forecast, by Component
    • 16.2.7 North America Market Size and Forecast, by Application
    • 16.2.8 North America Market Size and Forecast, by End User
    • 16.2.9 North America Market Size and Forecast, by Deployment
    • 16.2.10 North America Market Size and Forecast, by Solutions
    • 16.2.11 North America Market Size and Forecast, by Country
    • 16.2.12 United States
      • 16.2.9.1 United States Market Size and Forecast, by Type
      • 16.2.9.2 United States Market Size and Forecast, by Product
      • 16.2.9.3 United States Market Size and Forecast, by Services
      • 16.2.9.4 United States Market Size and Forecast, by Technology
      • 16.2.9.5 United States Market Size and Forecast, by Component
      • 16.2.9.6 United States Market Size and Forecast, by Application
      • 16.2.9.7 United States Market Size and Forecast, by End User
      • 16.2.9.8 United States Market Size and Forecast, by Deployment
      • 16.2.9.9 United States Market Size and Forecast, by Solutions
      • 16.2.9.10 Local Competition Analysis
      • 16.2.9.11 Local Market Analysis
    • 16.2.1 Canada
      • 16.2.10.1 Canada Market Size and Forecast, by Type
      • 16.2.10.2 Canada Market Size and Forecast, by Product
      • 16.2.10.3 Canada Market Size and Forecast, by Services
      • 16.2.10.4 Canada Market Size and Forecast, by Technology
      • 16.2.10.5 Canada Market Size and Forecast, by Component
      • 16.2.10.6 Canada Market Size and Forecast, by Application
      • 16.2.10.7 Canada Market Size and Forecast, by End User
      • 16.2.10.8 Canada Market Size and Forecast, by Deployment
      • 16.2.10.9 Canada Market Size and Forecast, by Solutions
      • 16.2.10.10 Local Competition Analysis
      • 16.2.10.11 Local Market Analysis
  • 16.1 Europe
    • 16.3.1 Key Market Trends and Opportunities
    • 16.3.2 Europe Market Size and Forecast, by Type
    • 16.3.3 Europe Market Size and Forecast, by Product
    • 16.3.4 Europe Market Size and Forecast, by Services
    • 16.3.5 Europe Market Size and Forecast, by Technology
    • 16.3.6 Europe Market Size and Forecast, by Component
    • 16.3.7 Europe Market Size and Forecast, by Application
    • 16.3.8 Europe Market Size and Forecast, by End User
    • 16.3.9 Europe Market Size and Forecast, by Deployment
    • 16.3.10 Europe Market Size and Forecast, by Solutions
    • 16.3.11 Europe Market Size and Forecast, by Country
    • 16.3.12 United Kingdom
      • 16.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 16.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 16.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 16.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 16.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 16.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 16.3.9.7 United Kingdom Market Size and Forecast, by End User
      • 16.3.9.8 United Kingdom Market Size and Forecast, by Deployment
      • 16.3.9.9 United Kingdom Market Size and Forecast, by Solutions
      • 16.3.9.10 Local Competition Analysis
      • 16.3.9.11 Local Market Analysis
    • 16.3.1 Germany
      • 16.3.10.1 Germany Market Size and Forecast, by Type
      • 16.3.10.2 Germany Market Size and Forecast, by Product
      • 16.3.10.3 Germany Market Size and Forecast, by Services
      • 16.3.10.4 Germany Market Size and Forecast, by Technology
      • 16.3.10.5 Germany Market Size and Forecast, by Component
      • 16.3.10.6 Germany Market Size and Forecast, by Application
      • 16.3.10.7 Germany Market Size and Forecast, by End User
      • 16.3.10.8 Germany Market Size and Forecast, by Deployment
      • 16.3.10.9 Germany Market Size and Forecast, by Solutions
      • 16.3.10.10 Local Competition Analysis
      • 16.3.10.11 Local Market Analysis
    • 16.3.1 France
      • 16.3.11.1 France Market Size and Forecast, by Type
      • 16.3.11.2 France Market Size and Forecast, by Product
      • 16.3.11.3 France Market Size and Forecast, by Services
      • 16.3.11.4 France Market Size and Forecast, by Technology
      • 16.3.11.5 France Market Size and Forecast, by Component
      • 16.3.11.6 France Market Size and Forecast, by Application
      • 16.3.11.7 France Market Size and Forecast, by End User
      • 16.3.11.8 France Market Size and Forecast, by Deployment
      • 16.3.11.9 France Market Size and Forecast, by Solutions
      • 16.3.11.10 Local Competition Analysis
      • 16.3.11.11 Local Market Analysis
    • 16.3.1 Spain
      • 16.3.12.1 Spain Market Size and Forecast, by Type
      • 16.3.12.2 Spain Market Size and Forecast, by Product
      • 16.3.12.3 Spain Market Size and Forecast, by Services
      • 16.3.12.4 Spain Market Size and Forecast, by Technology
      • 16.3.12.5 Spain Market Size and Forecast, by Component
      • 16.3.12.6 Spain Market Size and Forecast, by Application
      • 16.3.12.7 Spain Market Size and Forecast, by End User
      • 16.3.12.8 Spain Market Size and Forecast, by Deployment
      • 16.3.12.9 Spain Market Size and Forecast, by Solutions
      • 16.3.12.10 Local Competition Analysis
      • 16.3.12.11 Local Market Analysis
    • 16.3.1 Italy
      • 16.3.13.1 Italy Market Size and Forecast, by Type
      • 16.3.13.2 Italy Market Size and Forecast, by Product
      • 16.3.13.3 Italy Market Size and Forecast, by Services
      • 16.3.13.4 Italy Market Size and Forecast, by Technology
      • 16.3.13.5 Italy Market Size and Forecast, by Component
      • 16.3.13.6 Italy Market Size and Forecast, by Application
      • 16.3.13.7 Italy Market Size and Forecast, by End User
      • 16.3.13.8 Italy Market Size and Forecast, by Deployment
      • 16.3.13.9 Italy Market Size and Forecast, by Solutions
      • 16.3.13.10 Local Competition Analysis
      • 16.3.13.11 Local Market Analysis
    • 16.3.1 Netherlands
      • 16.3.14.1 Netherlands Market Size and Forecast, by Type
      • 16.3.14.2 Netherlands Market Size and Forecast, by Product
      • 16.3.14.3 Netherlands Market Size and Forecast, by Services
      • 16.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 16.3.14.5 Netherlands Market Size and Forecast, by Component
      • 16.3.14.6 Netherlands Market Size and Forecast, by Application
      • 16.3.14.7 Netherlands Market Size and Forecast, by End User
      • 16.3.14.8 Netherlands Market Size and Forecast, by Deployment
      • 16.3.14.9 Netherlands Market Size and Forecast, by Solutions
      • 16.3.14.10 Local Competition Analysis
      • 16.3.14.11 Local Market Analysis
    • 16.3.1 Sweden
      • 16.3.15.1 Sweden Market Size and Forecast, by Type
      • 16.3.15.2 Sweden Market Size and Forecast, by Product
      • 16.3.15.3 Sweden Market Size and Forecast, by Services
      • 16.3.15.4 Sweden Market Size and Forecast, by Technology
      • 16.3.15.5 Sweden Market Size and Forecast, by Component
      • 16.3.15.6 Sweden Market Size and Forecast, by Application
      • 16.3.15.7 Sweden Market Size and Forecast, by End User
      • 16.3.15.8 Sweden Market Size and Forecast, by Deployment
      • 16.3.15.9 Sweden Market Size and Forecast, by Solutions
      • 16.3.15.10 Local Competition Analysis
      • 16.3.15.11 Local Market Analysis
    • 16.3.1 Switzerland
      • 16.3.16.1 Switzerland Market Size and Forecast, by Type
      • 16.3.16.2 Switzerland Market Size and Forecast, by Product
      • 16.3.16.3 Switzerland Market Size and Forecast, by Services
      • 16.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 16.3.16.5 Switzerland Market Size and Forecast, by Component
      • 16.3.16.6 Switzerland Market Size and Forecast, by Application
      • 16.3.16.7 Switzerland Market Size and Forecast, by End User
      • 16.3.16.8 Switzerland Market Size and Forecast, by Deployment
      • 16.3.16.9 Switzerland Market Size and Forecast, by Solutions
      • 16.3.16.10 Local Competition Analysis
      • 16.3.16.11 Local Market Analysis
    • 16.3.1 Denmark
      • 16.3.17.1 Denmark Market Size and Forecast, by Type
      • 16.3.17.2 Denmark Market Size and Forecast, by Product
      • 16.3.17.3 Denmark Market Size and Forecast, by Services
      • 16.3.17.4 Denmark Market Size and Forecast, by Technology
      • 16.3.17.5 Denmark Market Size and Forecast, by Component
      • 16.3.17.6 Denmark Market Size and Forecast, by Application
      • 16.3.17.7 Denmark Market Size and Forecast, by End User
      • 16.3.17.8 Denmark Market Size and Forecast, by Deployment
      • 16.3.17.9 Denmark Market Size and Forecast, by Solutions
      • 16.3.17.10 Local Competition Analysis
      • 16.3.17.11 Local Market Analysis
    • 16.3.1 Finland
      • 16.3.18.1 Finland Market Size and Forecast, by Type
      • 16.3.18.2 Finland Market Size and Forecast, by Product
      • 16.3.18.3 Finland Market Size and Forecast, by Services
      • 16.3.18.4 Finland Market Size and Forecast, by Technology
      • 16.3.18.5 Finland Market Size and Forecast, by Component
      • 16.3.18.6 Finland Market Size and Forecast, by Application
      • 16.3.18.7 Finland Market Size and Forecast, by End User
      • 16.3.18.8 Finland Market Size and Forecast, by Deployment
      • 16.3.18.9 Finland Market Size and Forecast, by Solutions
      • 16.3.18.10 Local Competition Analysis
      • 16.3.18.11 Local Market Analysis
    • 16.3.1 Russia
      • 16.3.19.1 Russia Market Size and Forecast, by Type
      • 16.3.19.2 Russia Market Size and Forecast, by Product
      • 16.3.19.3 Russia Market Size and Forecast, by Services
      • 16.3.19.4 Russia Market Size and Forecast, by Technology
      • 16.3.19.5 Russia Market Size and Forecast, by Component
      • 16.3.19.6 Russia Market Size and Forecast, by Application
      • 16.3.19.7 Russia Market Size and Forecast, by End User
      • 16.3.19.8 Russia Market Size and Forecast, by Deployment
      • 16.3.19.9 Russia Market Size and Forecast, by Solutions
      • 16.3.19.10 Local Competition Analysis
      • 16.3.19.11 Local Market Analysis
    • 16.3.1 Rest of Europe
      • 16.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 16.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 16.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 16.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 16.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 16.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 16.3.20.7 Rest of Europe Market Size and Forecast, by End User
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by Deployment
      • 16.3.20.9 Rest of Europe Market Size and Forecast, by Solutions
      • 16.3.20.10 Local Competition Analysis
      • 16.3.20.11 Local Market Analysis
  • 16.1 Asia-Pacific
    • 16.4.1 Key Market Trends and Opportunities
    • 16.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 16.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 16.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 16.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 16.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 16.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 16.4.8 Asia-Pacific Market Size and Forecast, by End User
    • 16.4.9 Asia-Pacific Market Size and Forecast, by Deployment
    • 16.4.10 Asia-Pacific Market Size and Forecast, by Solutions
    • 16.4.11 Asia-Pacific Market Size and Forecast, by Country
    • 16.4.12 China
      • 16.4.9.1 China Market Size and Forecast, by Type
      • 16.4.9.2 China Market Size and Forecast, by Product
      • 16.4.9.3 China Market Size and Forecast, by Services
      • 16.4.9.4 China Market Size and Forecast, by Technology
      • 16.4.9.5 China Market Size and Forecast, by Component
      • 16.4.9.6 China Market Size and Forecast, by Application
      • 16.4.9.7 China Market Size and Forecast, by End User
      • 16.4.9.8 China Market Size and Forecast, by Deployment
      • 16.4.9.9 China Market Size and Forecast, by Solutions
      • 16.4.9.10 Local Competition Analysis
      • 16.4.9.11 Local Market Analysis
    • 16.4.1 India
      • 16.4.10.1 India Market Size and Forecast, by Type
      • 16.4.10.2 India Market Size and Forecast, by Product
      • 16.4.10.3 India Market Size and Forecast, by Services
      • 16.4.10.4 India Market Size and Forecast, by Technology
      • 16.4.10.5 India Market Size and Forecast, by Component
      • 16.4.10.6 India Market Size and Forecast, by Application
      • 16.4.10.7 India Market Size and Forecast, by End User
      • 16.4.10.8 India Market Size and Forecast, by Deployment
      • 16.4.10.9 India Market Size and Forecast, by Solutions
      • 16.4.10.10 Local Competition Analysis
      • 16.4.10.11 Local Market Analysis
    • 16.4.1 Japan
      • 16.4.11.1 Japan Market Size and Forecast, by Type
      • 16.4.11.2 Japan Market Size and Forecast, by Product
      • 16.4.11.3 Japan Market Size and Forecast, by Services
      • 16.4.11.4 Japan Market Size and Forecast, by Technology
      • 16.4.11.5 Japan Market Size and Forecast, by Component
      • 16.4.11.6 Japan Market Size and Forecast, by Application
      • 16.4.11.7 Japan Market Size and Forecast, by End User
      • 16.4.11.8 Japan Market Size and Forecast, by Deployment
      • 16.4.11.9 Japan Market Size and Forecast, by Solutions
      • 16.4.11.10 Local Competition Analysis
      • 16.4.11.11 Local Market Analysis
    • 16.4.1 South Korea
      • 16.4.12.1 South Korea Market Size and Forecast, by Type
      • 16.4.12.2 South Korea Market Size and Forecast, by Product
      • 16.4.12.3 South Korea Market Size and Forecast, by Services
      • 16.4.12.4 South Korea Market Size and Forecast, by Technology
      • 16.4.12.5 South Korea Market Size and Forecast, by Component
      • 16.4.12.6 South Korea Market Size and Forecast, by Application
      • 16.4.12.7 South Korea Market Size and Forecast, by End User
      • 16.4.12.8 South Korea Market Size and Forecast, by Deployment
      • 16.4.12.9 South Korea Market Size and Forecast, by Solutions
      • 16.4.12.10 Local Competition Analysis
      • 16.4.12.11 Local Market Analysis
    • 16.4.1 Australia
      • 16.4.13.1 Australia Market Size and Forecast, by Type
      • 16.4.13.2 Australia Market Size and Forecast, by Product
      • 16.4.13.3 Australia Market Size and Forecast, by Services
      • 16.4.13.4 Australia Market Size and Forecast, by Technology
      • 16.4.13.5 Australia Market Size and Forecast, by Component
      • 16.4.13.6 Australia Market Size and Forecast, by Application
      • 16.4.13.7 Australia Market Size and Forecast, by End User
      • 16.4.13.8 Australia Market Size and Forecast, by Deployment
      • 16.4.13.9 Australia Market Size and Forecast, by Solutions
      • 16.4.13.10 Local Competition Analysis
      • 16.4.13.11 Local Market Analysis
    • 16.4.1 Singapore
      • 16.4.14.1 Singapore Market Size and Forecast, by Type
      • 16.4.14.2 Singapore Market Size and Forecast, by Product
      • 16.4.14.3 Singapore Market Size and Forecast, by Services
      • 16.4.14.4 Singapore Market Size and Forecast, by Technology
      • 16.4.14.5 Singapore Market Size and Forecast, by Component
      • 16.4.14.6 Singapore Market Size and Forecast, by Application
      • 16.4.14.7 Singapore Market Size and Forecast, by End User
      • 16.4.14.8 Singapore Market Size and Forecast, by Deployment
      • 16.4.14.9 Singapore Market Size and Forecast, by Solutions
      • 16.4.14.10 Local Competition Analysis
      • 16.4.14.11 Local Market Analysis
    • 16.4.1 Indonesia
      • 16.4.15.1 Indonesia Market Size and Forecast, by Type
      • 16.4.15.2 Indonesia Market Size and Forecast, by Product
      • 16.4.15.3 Indonesia Market Size and Forecast, by Services
      • 16.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 16.4.15.5 Indonesia Market Size and Forecast, by Component
      • 16.4.15.6 Indonesia Market Size and Forecast, by Application
      • 16.4.15.7 Indonesia Market Size and Forecast, by End User
      • 16.4.15.8 Indonesia Market Size and Forecast, by Deployment
      • 16.4.15.9 Indonesia Market Size and Forecast, by Solutions
      • 16.4.15.10 Local Competition Analysis
      • 16.4.15.11 Local Market Analysis
    • 16.4.1 Taiwan
      • 16.4.16.1 Taiwan Market Size and Forecast, by Type
      • 16.4.16.2 Taiwan Market Size and Forecast, by Product
      • 16.4.16.3 Taiwan Market Size and Forecast, by Services
      • 16.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 16.4.16.5 Taiwan Market Size and Forecast, by Component
      • 16.4.16.6 Taiwan Market Size and Forecast, by Application
      • 16.4.16.7 Taiwan Market Size and Forecast, by End User
      • 16.4.16.8 Taiwan Market Size and Forecast, by Deployment
      • 16.4.16.9 Taiwan Market Size and Forecast, by Solutions
      • 16.4.16.10 Local Competition Analysis
      • 16.4.16.11 Local Market Analysis
    • 16.4.1 Malaysia
      • 16.4.17.1 Malaysia Market Size and Forecast, by Type
      • 16.4.17.2 Malaysia Market Size and Forecast, by Product
      • 16.4.17.3 Malaysia Market Size and Forecast, by Services
      • 16.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 16.4.17.5 Malaysia Market Size and Forecast, by Component
      • 16.4.17.6 Malaysia Market Size and Forecast, by Application
      • 16.4.17.7 Malaysia Market Size and Forecast, by End User
      • 16.4.17.8 Malaysia Market Size and Forecast, by Deployment
      • 16.4.17.9 Malaysia Market Size and Forecast, by Solutions
      • 16.4.17.10 Local Competition Analysis
      • 16.4.17.11 Local Market Analysis
    • 16.4.1 Rest of Asia-Pacific
      • 16.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 16.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 16.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 16.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 16.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 16.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 16.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 16.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Solutions
      • 16.4.18.10 Local Competition Analysis
      • 16.4.18.11 Local Market Analysis
  • 16.1 Latin America
    • 16.5.1 Key Market Trends and Opportunities
    • 16.5.2 Latin America Market Size and Forecast, by Type
    • 16.5.3 Latin America Market Size and Forecast, by Product
    • 16.5.4 Latin America Market Size and Forecast, by Services
    • 16.5.5 Latin America Market Size and Forecast, by Technology
    • 16.5.6 Latin America Market Size and Forecast, by Component
    • 16.5.7 Latin America Market Size and Forecast, by Application
    • 16.5.8 Latin America Market Size and Forecast, by End User
    • 16.5.9 Latin America Market Size and Forecast, by Deployment
    • 16.5.10 Latin America Market Size and Forecast, by Solutions
    • 16.5.11 Latin America Market Size and Forecast, by Country
    • 16.5.12 Brazil
      • 16.5.9.1 Brazil Market Size and Forecast, by Type
      • 16.5.9.2 Brazil Market Size and Forecast, by Product
      • 16.5.9.3 Brazil Market Size and Forecast, by Services
      • 16.5.9.4 Brazil Market Size and Forecast, by Technology
      • 16.5.9.5 Brazil Market Size and Forecast, by Component
      • 16.5.9.6 Brazil Market Size and Forecast, by Application
      • 16.5.9.7 Brazil Market Size and Forecast, by End User
      • 16.5.9.8 Brazil Market Size and Forecast, by Deployment
      • 16.5.9.9 Brazil Market Size and Forecast, by Solutions
      • 16.5.9.10 Local Competition Analysis
      • 16.5.9.11 Local Market Analysis
    • 16.5.1 Mexico
      • 16.5.10.1 Mexico Market Size and Forecast, by Type
      • 16.5.10.2 Mexico Market Size and Forecast, by Product
      • 16.5.10.3 Mexico Market Size and Forecast, by Services
      • 16.5.10.4 Mexico Market Size and Forecast, by Technology
      • 16.5.10.5 Mexico Market Size and Forecast, by Component
      • 16.5.10.6 Mexico Market Size and Forecast, by Application
      • 16.5.10.7 Mexico Market Size and Forecast, by End User
      • 16.5.10.8 Mexico Market Size and Forecast, by Deployment
      • 16.5.10.9 Mexico Market Size and Forecast, by Solutions
      • 16.5.10.10 Local Competition Analysis
      • 16.5.10.11 Local Market Analysis
    • 16.5.1 Argentina
      • 16.5.11.1 Argentina Market Size and Forecast, by Type
      • 16.5.11.2 Argentina Market Size and Forecast, by Product
      • 16.5.11.3 Argentina Market Size and Forecast, by Services
      • 16.5.11.4 Argentina Market Size and Forecast, by Technology
      • 16.5.11.5 Argentina Market Size and Forecast, by Component
      • 16.5.11.6 Argentina Market Size and Forecast, by Application
      • 16.5.11.7 Argentina Market Size and Forecast, by End User
      • 16.5.11.8 Argentina Market Size and Forecast, by Deployment
      • 16.5.11.9 Argentina Market Size and Forecast, by Solutions
      • 16.5.11.10 Local Competition Analysis
      • 16.5.11.11 Local Market Analysis
    • 16.5.1 Rest of Latin America
      • 16.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 16.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 16.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 16.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 16.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 16.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 16.5.12.7 Rest of Latin America Market Size and Forecast, by End User
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by Deployment
      • 16.5.12.9 Rest of Latin America Market Size and Forecast, by Solutions
      • 16.5.12.10 Local Competition Analysis
      • 16.5.12.11 Local Market Analysis
  • 16.1 Middle East and Africa
    • 16.6.1 Key Market Trends and Opportunities
    • 16.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 16.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 16.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 16.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 16.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 16.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 16.6.8 Middle East and Africa Market Size and Forecast, by End User
    • 16.6.9 Middle East and Africa Market Size and Forecast, by Deployment
    • 16.6.10 Middle East and Africa Market Size and Forecast, by Solutions
    • 16.6.11 Middle East and Africa Market Size and Forecast, by Country
    • 16.6.12 Saudi Arabia
      • 16.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 16.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 16.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 16.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 16.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 16.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 16.6.9.7 Saudi Arabia Market Size and Forecast, by End User
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by Deployment
      • 16.6.9.9 Saudi Arabia Market Size and Forecast, by Solutions
      • 16.6.9.10 Local Competition Analysis
      • 16.6.9.11 Local Market Analysis
    • 16.6.1 UAE
      • 16.6.10.1 UAE Market Size and Forecast, by Type
      • 16.6.10.2 UAE Market Size and Forecast, by Product
      • 16.6.10.3 UAE Market Size and Forecast, by Services
      • 16.6.10.4 UAE Market Size and Forecast, by Technology
      • 16.6.10.5 UAE Market Size and Forecast, by Component
      • 16.6.10.6 UAE Market Size and Forecast, by Application
      • 16.6.10.7 UAE Market Size and Forecast, by End User
      • 16.6.10.8 UAE Market Size and Forecast, by Deployment
      • 16.6.10.9 UAE Market Size and Forecast, by Solutions
      • 16.6.10.10 Local Competition Analysis
      • 16.6.10.11 Local Market Analysis
    • 16.6.1 South Africa
      • 16.6.11.1 South Africa Market Size and Forecast, by Type
      • 16.6.11.2 South Africa Market Size and Forecast, by Product
      • 16.6.11.3 South Africa Market Size and Forecast, by Services
      • 16.6.11.4 South Africa Market Size and Forecast, by Technology
      • 16.6.11.5 South Africa Market Size and Forecast, by Component
      • 16.6.11.6 South Africa Market Size and Forecast, by Application
      • 16.6.11.7 South Africa Market Size and Forecast, by End User
      • 16.6.11.8 South Africa Market Size and Forecast, by Deployment
      • 16.6.11.9 South Africa Market Size and Forecast, by Solutions
      • 16.6.11.10 Local Competition Analysis
      • 16.6.11.11 Local Market Analysis
    • 16.6.1 Rest of MEA
      • 16.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 16.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 16.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 16.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 16.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 16.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 16.6.12.7 Rest of MEA Market Size and Forecast, by End User
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by Deployment
      • 16.6.12.9 Rest of MEA Market Size and Forecast, by Solutions
      • 16.6.12.10 Local Competition Analysis
      • 16.6.12.11 Local Market Analysis

17. Competitive Landscape

  • 17.1 Overview
  • 17.2 Market Share Analysis
  • 17.3 Key Player Positioning
  • 17.4 Competitive Leadership Mapping
    • 17.4.1 Star Players
    • 17.4.2 Innovators
    • 17.4.3 Emerging Players
  • 17.5 Vendor Benchmarking
  • 17.6 Developmental Strategy Benchmarking
    • 17.6.1 New Product Developments
    • 17.6.2 Product Launches
    • 17.6.3 Business Expansions
    • 17.6.4 Partnerships, Joint Ventures, and Collaborations
    • 17.6.5 Mergers and Acquisitions

18. Company Profiles

  • 18.1 C3 AI
    • 18.1.1 Company Overview
    • 18.1.2 Company Snapshot
    • 18.1.3 Business Segments
    • 18.1.4 Business Performance
    • 18.1.5 Product Offerings
    • 18.1.6 Key Developmental Strategies
    • 18.1.7 SWOT Analysis
  • 18.2 DataRobot
    • 18.2.1 Company Overview
    • 18.2.2 Company Snapshot
    • 18.2.3 Business Segments
    • 18.2.4 Business Performance
    • 18.2.5 Product Offerings
    • 18.2.6 Key Developmental Strategies
    • 18.2.7 SWOT Analysis
  • 18.3 H2O.ai
    • 18.3.1 Company Overview
    • 18.3.2 Company Snapshot
    • 18.3.3 Business Segments
    • 18.3.4 Business Performance
    • 18.3.5 Product Offerings
    • 18.3.6 Key Developmental Strategies
    • 18.3.7 SWOT Analysis
  • 18.4 SAS Institute
    • 18.4.1 Company Overview
    • 18.4.2 Company Snapshot
    • 18.4.3 Business Segments
    • 18.4.4 Business Performance
    • 18.4.5 Product Offerings
    • 18.4.6 Key Developmental Strategies
    • 18.4.7 SWOT Analysis
  • 18.5 UiPath
    • 18.5.1 Company Overview
    • 18.5.2 Company Snapshot
    • 18.5.3 Business Segments
    • 18.5.4 Business Performance
    • 18.5.5 Product Offerings
    • 18.5.6 Key Developmental Strategies
    • 18.5.7 SWOT Analysis
  • 18.6 Cognitivescale
    • 18.6.1 Company Overview
    • 18.6.2 Company Snapshot
    • 18.6.3 Business Segments
    • 18.6.4 Business Performance
    • 18.6.5 Product Offerings
    • 18.6.6 Key Developmental Strategies
    • 18.6.7 SWOT Analysis
  • 18.7 Ayasdi
    • 18.7.1 Company Overview
    • 18.7.2 Company Snapshot
    • 18.7.3 Business Segments
    • 18.7.4 Business Performance
    • 18.7.5 Product Offerings
    • 18.7.6 Key Developmental Strategies
    • 18.7.7 SWOT Analysis
  • 18.8 Sift Science
    • 18.8.1 Company Overview
    • 18.8.2 Company Snapshot
    • 18.8.3 Business Segments
    • 18.8.4 Business Performance
    • 18.8.5 Product Offerings
    • 18.8.6 Key Developmental Strategies
    • 18.8.7 SWOT Analysis
  • 18.9 Sentient Technologies
    • 18.9.1 Company Overview
    • 18.9.2 Company Snapshot
    • 18.9.3 Business Segments
    • 18.9.4 Business Performance
    • 18.9.5 Product Offerings
    • 18.9.6 Key Developmental Strategies
    • 18.9.7 SWOT Analysis
  • 18.10 Zebra Medical Vision
    • 18.10.1 Company Overview
    • 18.10.2 Company Snapshot
    • 18.10.3 Business Segments
    • 18.10.4 Business Performance
    • 18.10.5 Product Offerings
    • 18.10.6 Key Developmental Strategies
    • 18.10.7 SWOT Analysis
  • 18.11 Vicarious
    • 18.11.1 Company Overview
    • 18.11.2 Company Snapshot
    • 18.11.3 Business Segments
    • 18.11.4 Business Performance
    • 18.11.5 Product Offerings
    • 18.11.6 Key Developmental Strategies
    • 18.11.7 SWOT Analysis
  • 18.12 Darktrace
    • 18.12.1 Company Overview
    • 18.12.2 Company Snapshot
    • 18.12.3 Business Segments
    • 18.12.4 Business Performance
    • 18.12.5 Product Offerings
    • 18.12.6 Key Developmental Strategies
    • 18.12.7 SWOT Analysis
  • 18.13 Cylance
    • 18.13.1 Company Overview
    • 18.13.2 Company Snapshot
    • 18.13.3 Business Segments
    • 18.13.4 Business Performance
    • 18.13.5 Product Offerings
    • 18.13.6 Key Developmental Strategies
    • 18.13.7 SWOT Analysis
  • 18.14 Numenta
    • 18.14.1 Company Overview
    • 18.14.2 Company Snapshot
    • 18.14.3 Business Segments
    • 18.14.4 Business Performance
    • 18.14.5 Product Offerings
    • 18.14.6 Key Developmental Strategies
    • 18.14.7 SWOT Analysis
  • 18.15 SparkCognition
    • 18.15.1 Company Overview
    • 18.15.2 Company Snapshot
    • 18.15.3 Business Segments
    • 18.15.4 Business Performance
    • 18.15.5 Product Offerings
    • 18.15.6 Key Developmental Strategies
    • 18.15.7 SWOT Analysis
  • 18.16 Blue River Technology
    • 18.16.1 Company Overview
    • 18.16.2 Company Snapshot
    • 18.16.3 Business Segments
    • 18.16.4 Business Performance
    • 18.16.5 Product Offerings
    • 18.16.6 Key Developmental Strategies
    • 18.16.7 SWOT Analysis
  • 18.17 Clarifai
    • 18.17.1 Company Overview
    • 18.17.2 Company Snapshot
    • 18.17.3 Business Segments
    • 18.17.4 Business Performance
    • 18.17.5 Product Offerings
    • 18.17.6 Key Developmental Strategies
    • 18.17.7 SWOT Analysis
  • 18.18 BigML
    • 18.18.1 Company Overview
    • 18.18.2 Company Snapshot
    • 18.18.3 Business Segments
    • 18.18.4 Business Performance
    • 18.18.5 Product Offerings
    • 18.18.6 Key Developmental Strategies
    • 18.18.7 SWOT Analysis
  • 18.19 SambaNova Systems
    • 18.19.1 Company Overview
    • 18.19.2 Company Snapshot
    • 18.19.3 Business Segments
    • 18.19.4 Business Performance
    • 18.19.5 Product Offerings
    • 18.19.6 Key Developmental Strategies
    • 18.19.7 SWOT Analysis
  • 18.20 Graphcore
    • 18.20.1 Company Overview
    • 18.20.2 Company Snapshot
    • 18.20.3 Business Segments
    • 18.20.4 Business Performance
    • 18.20.5 Product Offerings
    • 18.20.6 Key Developmental Strategies
    • 18.20.7 SWOT Analysis