비즈니스용 AI와 기계학습 시장 분석과 예측(-2033년) : 유형, 제품, 서비스, 기술, 컴포넌트, 용도, 최종사용자, 도입, 솔루션별

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