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市場調查報告書
商品編碼
1618075

人工智慧和機器學習在商業市場中的分析和預測到 2033 年:按類型、產品、服務、技術、組件、應用程式、最終用戶、部署和解決方案

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

出版日期: | 出版商: Global Insight Services | 英文 352 Pages | 商品交期: 3-5個工作天內

價格
簡介目錄

商業市場中的人工智慧和機器學習預計將從 2023 年的 1,917.5 億美元增長到 2033 年的 13,452 億美元,複合年增長率為 21.6%。

商業市場中的人工智慧和機器學習包括將人工智慧和機器學習技術整合到企業營運中,以增強決策、自動化流程並推動創新。這包括預測分析、自然語言處理和智慧自動化,使企業能夠優化效率、個人化客戶體驗並獲得競爭優勢,最終使各行業的公司能夠轉變傳統業務模式。

在提高營運效率和客戶參與度的需求的推動下,商業人工智慧和機器學習市場正在經歷動態轉型。在這個市場中,預測分析和自然語言處理 (NLP) 細分市場表現出色。預測分析正在引領市場,為企業提供預測趨勢和優化決策流程的能力。 NLP 持續幫助改善人機互動並實現客戶服務自動化。從地理位置來看,北美由於其強大的技術基礎設施和所有行業的高採用率而佔據市場主導地位。在政府強而有力的措施和人工智慧研發投資的支持下,歐洲是表現第二好的地區。美國和德國等國家走在了前列,利用人工智慧提高金融、醫療、零售等領域的競爭優勢。這些見解顯示人工智慧和機器學習前景廣闊,企業有很大機會利用其變革潛力。

2023年,商業市場中的人工智慧和機器學習將呈現顯著成長,市場規模將達到約2,500億美元。由於數據驅動決策的需求不斷增長,數據分析領域佔據了該市場的主導地位,佔了 45% 的佔有率。在對話式人工智慧技術進步的推動下,自然語言處理領域已經獲得了30%的市場佔有率。同時,電腦視覺領域擁有25%的市場佔有率,這得益於醫療保健和汽車等領域的應用。該行業的主要參與者包括 IBM、谷歌和微軟,它們各自利用其獨特的人工智慧能力來保持競爭優勢。

競爭和監管的影響正在重塑人工智慧的格局,嚴格的資料隱私法和人工智慧道德準則成為人們關注的焦點。企業正大力投資創新,預計到 2030 年研發支出將增加 15%。人工智慧在金融、零售、製造等領域的應用正在加速,未來充滿機會。然而,課題仍然存在,包括監管合規性和對熟練人員的需求。人工智慧和機器學習有望徹底改變業務營運並釋放前所未有的效率,市場前景仍然樂觀。

目錄

第一章商業人工智慧與機器學習的市場概述

  • 研究目的
  • 商業領域人工智慧和機器學習市場的定義和研究範圍
  • 報告限制
  • 調查涵蓋的年份和幣種
  • 調查方法

第 2 章執行摘要

第三章有關市場的重要考量

第 4 章人工智慧與機器學習商業市場前景

  • 人工智慧與機器學習業務市場細分
  • 市場動態
  • 波特五力分析
  • 杵分析
  • 價值鏈分析
  • 4P模型
  • 安索夫矩陣

第 5 章商業人工智慧與機器學習的市場策略

  • 母公司市場分析
  • 需求與供給分析
  • 消費者購買意向
  • 個案研究分析
  • 價格分析
  • 監理狀況
  • 供應鏈分析
  • 競爭產品分析
  • 近期趨勢

第六章商業人工智慧與機器學習的市場規模

  • 商業領域人工智慧和機器學習的市場規模:以金額計算
  • 商業領域人工智慧和機器學習的市場規模:按數量計算

第 7 章商業人工智慧與機器學習的市場規模:按類型

  • 市場概覽
  • 監督學習
  • 無監督學習
  • 強化學習
  • 深度學習
  • 神經網絡
  • 自然語言處理
  • 電腦視覺
  • 其他

第 8 章商業市場中的人工智慧與機器學習:按產品

  • 市場概覽
  • 人工智慧平台
  • 機器學習框架
  • 預訓練模型
  • 人工智慧晶片
  • 人工智慧雲端服務
  • 其他

第 9 章商業人工智慧與機器學習市場:按服務劃分

  • 市場概覽
  • 諮詢
  • 整合與部署
  • 支援與維護
  • 託管服務
  • 培訓和教育
  • 其他

第 10 章商業人工智慧與機器學習市場:依技術分類

  • 市場概覽
  • 預測分析
  • 語音識別
  • 影像識別
  • 機器人流程自動化
  • 上下文識別處理
  • 其他

第 11 章商業中的人工智慧與機器學習市場:按組成部分

  • 市場概覽
  • 硬體
  • 軟體
  • 服務
  • 其他

第 12 章商業人工智慧與機器學習市場:按應用分類

  • 市場概覽
  • 客戶服務
  • 行銷與廣告
  • 詐欺偵測
  • 風險管理
  • 供應鏈優化
  • 產品推薦
  • 預測性維護
  • 其他

第 13 章商業中的人工智慧和機器學習市場:按最終用戶劃分

  • 市場概覽
  • 銀行/金融服務
  • 零售
  • 醫療保健
  • 製造業
  • 汽車
  • 通訊
  • 能源/公用事業
  • 政府機構
  • 其他

第 14 章商業中的人工智慧與機器學習市場:按發展劃分

  • 市場概覽
  • 本地
  • 混合動力
  • 其他

第 15 章商業人工智慧與機器學習市場:按解決方案

  • 市場概覽
  • 商業智能
  • 資料分析
  • 客戶關係管理
  • 企業資源規劃
  • 人力資源管理
  • 其他

第 16 章按地區劃分的商業市場中的人工智慧和機器學習

  • 摘要
  • 北美
    • 美國
    • 加拿大
  • 歐洲
    • 英國
    • 德國
    • 法國
    • 西班牙
    • 義大利
    • 荷蘭
    • 瑞典
    • 瑞士
    • 丹麥
    • 芬蘭
    • 俄羅斯
    • 歐洲其他地區
  • 亞太地區
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳大利亞
    • 新加坡
    • 印尼
    • 台灣
    • 馬來西亞
    • 其他亞太地區
  • 拉丁美洲
    • 巴西
    • 墨西哥
    • 阿根廷
    • 其他拉丁美洲地區
  • 中東/非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非
    • 其他中東/非洲

第十七章競爭態勢

  • 摘要
  • 市佔率分析
  • 主要公司的定位
  • 競爭領先地位圖
  • 供應商基準測試
  • 對標發展策略

第十八章公司簡介

  • 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
簡介目錄
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