Table of Content

1 INTRODUCTION (Page No. - 71)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
           1.2.1 INCLUSIONS & EXCLUSIONS
    1.3 MARKET SCOPE 
           1.3.1 MARKET SEGMENTATION
           1.3.2 REGIONS COVERED
           1.3.3 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 1 USD EXCHANGE RATES, 2020–2022
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
           1.6.1 IMPACT OF RECESSION
2 RESEARCH METHODOLOGY (Page No. - 78)
    2.1 RESEARCH DATA 
           FIGURE 1 RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                    TABLE 2 PRIMARY INTERVIEWS
                    2.1.2.1 Breakup of primary profiles
                    2.1.2.2 Key industry insights
    2.2 DATA TRIANGULATION 
           FIGURE 2 DATA TRIANGULATION
    2.3 MARKET SIZE ESTIMATION 
           FIGURE 3 TOP-DOWN AND BOTTOM-UP APPROACHES
           2.3.1 TOP-DOWN APPROACH
           2.3.2 BOTTOM-UP APPROACH
                    FIGURE 4 APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE
                    FIGURE 5 APPROACH 2 (BOTTOM-UP, SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE
                    FIGURE 6 APPROACH 3 (BOTTOM-UP, SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE
                    FIGURE 7 APPROACH 4 (BOTTOM-UP, DEMAND-SIDE): SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL SPENDING
    2.4 MARKET FORECAST 
           TABLE 3 FACTOR ANALYSIS
    2.5 ASSUMPTIONS 
    2.6 LIMITATIONS 
    2.7 IMPLICATION OF RECESSION ON GLOBAL ARTIFICIAL INTELLIGENCE MARKET 
3 EXECUTIVE SUMMARY (Page No. - 91)
    TABLE 4 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH) 
    TABLE 5 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD MILLION, Y-O-Y GROWTH) 
    FIGURE 8 SOFTWARE TO BE DOMINANT ARTIFICIAL INTELLIGENCE MARKET IN 2023 
    FIGURE 9 ACCELERATORS TO DOMINATE ARTIFICIAL INTELLIGENCE HARDWARE MARKET IN 2023 
    FIGURE 10 GRAPHICS PROCESSING UNITS TO DOMINATE OVER OTHER PROCESSORS IN ARTIFICIAL INTELLIGENCE PROCESSORS IN 2023 
    FIGURE 11 PRE-TRAINED MODELS TO LEAD MARKET AMONG ARTIFICIAL INTELLIGENCE SOFTWARE TYPES IN 2023 
    FIGURE 12 CLOUD DEPLOYMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN ARTIFICIAL INTELLIGENCE SOFTWARE DEPLOYMENT MARKET IN 2023 
    FIGURE 13 PROFESSIONAL SERVICES TO LEAD MARKET FOR ARTIFICIAL INTELLIGENCE SERVICES IN 2023 
    FIGURE 14 CONSULTING SERVICES TO BE LEADING PROFESSIONAL SERVICES MARKET FOR ARTIFICIAL INTELLIGENCE IN 2023 
    FIGURE 15 MACHINE LEARNING TO BE MOST PREFERRED TECHNOLOGY IN ARTIFICIAL INTELLIGENCE MARKET IN 2023 
    FIGURE 16 DEEP LEARNING TO DOMINATE AMONG MACHINE LEARNING TECHNOLOGIES IN ARTIFICIAL INTELLIGENCE MARKET IN 2023 
    FIGURE 17 NATURAL LANGUAGE UNDERSTANDING TO BE PREFERRED OVER GENERATION IN ARTIFICIAL INTELLIGENCE MARKET IN 2023 
    FIGURE 18 MARKETING & SALES TO BE LEADING BUSINESS FUNCTION IN ARTIFICIAL INTELLIGENCE MARKET IN 2023 
    FIGURE 19 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET IN 2023 
    FIGURE 20 NORTH AMERICA MARKET TO ACCOUNT FOR LARGEST SHARE IN 2023 
4 PREMIUM INSIGHTS (Page No. - 99)
    4.1 ATTRACTIVE OPPORTUNITIES FOR ARTIFICIAL INTELLIGENCE MARKET PLAYERS 
           FIGURE 21 RISING INVESTMENTS IN ARTIFICIAL INTELLIGENCE RESEARCH & DEVELOPMENT TO DRIVE MARKET GROWTH
    4.2 OVERVIEW OF RECESSION IN GLOBAL ARTIFICIAL INTELLIGENCE MARKET 
           FIGURE 22 ARTIFICIAL INTELLIGENCE MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
    4.3 ARTIFICIAL INTELLIGENCE MARKET, BY KEY BUSINESS FUNCTION 
           FIGURE 23 MARKETING & SALES BUSINESS FUNCTION TO ACCOUNT FOR LARGEST ARTIFICIAL INTELLIGENCE MARKET DURING FORECAST PERIOD
    4.4 ARTIFICIAL INTELLIGENCE MARKET, BY KEY OFFERING AND VERTICAL 
           FIGURE 24 SOFTWARE AND BFSI TO LEAD RESPECTIVE SEGMENTS IN ARTIFICIAL INTELLIGENCE MARKET IN 2023
    4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION 
           FIGURE 25 NORTH AMERICA TO DOMINATE ARTIFICIAL INTELLIGENCE MARKET IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 102)
    5.1 INTRODUCTION 
    5.2 MARKET DYNAMICS 
           FIGURE 26 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET
           5.2.1 DRIVERS
                    5.2.1.1 Growth in adoption of autonomous artificial intelligence
                    5.2.1.2 Rise in technological advancements and innovations
                    5.2.1.3 Advancements in deep learning and growth of data-based artificial intelligence
           5.2.2 RESTRAINTS
                    5.2.2.1 Shortage of skilled artificial intelligence professionals
                    5.2.2.2 Issues related to data availability and quality
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Rapid growth in digital data from various sources
                    5.2.3.2 Rise in investment in research & development by businesses and governments
           5.2.4 CHALLENGES
                    5.2.4.1 Data privacy and security concerns
                    5.2.4.2 Concerns related to bias and inaccurately generated output
    5.3 ETHICS AND IMPLICATIONS OF ARTIFICIAL INTELLIGENCE DEVELOPMENT 
           5.3.1 BIAS AND FAIRNESS
           5.3.2 ACCOUNTABILITY AND TRUST
           5.3.3 IMPACT ON SOCIAL DYNAMICS
           5.3.4 PRIVACY AND SECURITY
           5.3.5 TRANSPARENCY AND EXPLAINABILITY
    5.4 INVESTMENTS IN ARTIFICIAL INTELLIGENCE 
           TABLE 6 MAJOR INVESTMENTS IN ARTIFICIAL INTELLIGENCE, 2019–2023
    5.5 ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET 
           TABLE 7 MAJOR ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET BETWEEN 2019 AND 2023
    5.6 EVOLUTION OF ARTIFICIAL INTELLIGENCE TECHNOLOGY 
           5.6.1 MILESTONES OF ARTIFICIAL INTELLIGENCE
                    FIGURE 27 MILESTONES OF ARTIFICIAL INTELLIGENCE
           5.6.2 AUTONOMY LEVELS OF ARTIFICIAL INTELLIGENCE
                    5.6.2.1 Weak artificial intelligence/Artificial Narrow Intelligence (ANI)
                    5.6.2.2 Strong artificial intelligence
                               5.6.2.2.1 Artificial General Intelligence (AGI)
                               5.6.2.2.2 Artificial Super Intelligence (ASI)
    5.7 ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM 
           FIGURE 28 ARTIFICIAL INTELLIGENCE ECOSYSTEM (PART 1/2)
           FIGURE 29 ARTIFICIAL INTELLIGENCE ECOSYSTEM (PART 2/2)
           TABLE 8 ARTIFICIAL INTELLIGENCE MARKET: HARDWARE PROVIDERS
           TABLE 9 ARTIFICIAL INTELLIGENCE MARKET: SOFTWARE PROVIDERS
           TABLE 10 ARTIFICIAL INTELLIGENCE MARKET: PLATFORM PROVIDERS
           TABLE 11 ARTIFICIAL INTELLIGENCE MARKET: NETWORK PROVIDERS
           TABLE 12 ARTIFICIAL INTELLIGENCE MARKET: SECURITY PROVIDERS
           TABLE 13 ARTIFICIAL INTELLIGENCE MARKET: SERVICE PROVIDERS
           TABLE 14 ARTIFICIAL INTELLIGENCE MARKET: CLOUD PROVIDERS
    5.8 CASE STUDY ANALYSIS 
           5.8.1 RETAIL & ECOMMERCE
                    5.8.1.1 ASOS used Microsoft Azure’s ML service to reduce time-to-market for recommendations model
                    5.8.1.2 AWS’ technologies helped Artfinder offer recommendations to customers
                    5.8.1.3 Formosa Optical approached Appier to optimize customer satisfaction and unblock retail opportunity
           5.8.2 HEALTHCARE & LIFE SCIENCES
                    5.8.2.1 Tamil Nadu eGovernance Agency (TNeGA) used an AI-based mobile app to enable screening of people for cataract
                    5.8.2.2 Inspire used ML to connect millions of patients and caregivers on AWS
                    5.8.2.3 UCSF Health leverages H2O document artificial intelligence to automate workflows in healthcare
           5.8.3 BFSI
                    5.8.3.1 Humana used Watson Assistant to address customer queries
                    5.8.3.2 PayPal collaborated with H2O.ai to improve fraud detection accuracy and decrease its time
                    5.8.3.3 Vanguard Institutional utilized Persado to scale its personalization efforts for customer messages
           5.8.4 AGRICULTURE
                    5.8.4.1 Biochemical company built digital solution to deliver accurate product recommendations using artificial intelligence
                    5.8.4.2 Agrochemical company used precision farming solutions to predict mildew disease in crops
           5.8.5 MANUFACTURING
                    5.8.5.1 Kia Motors America relied on artificial intelligence solutions from SAS to improve its customer satisfaction
                    5.8.5.2 US-based Fortune 500 home appliances corporation approached Fosfor to improve its warranty and after-sales management
           5.8.6 CONSTRUCTION
                    5.8.6.1 General Contractor leveraged ALICE on Silicon Valley Project to save millions
           5.8.7 EDUCATION
                    5.8.7.1 NC State University leveraged Lumen5 to boost its online presence
           5.8.8 ENERGY & UTILITIES
                    5.8.8.1 Kore.ai enabled energy company to enhance customer service with conversational AI
           5.8.9 AUTOMOTIVE
                    5.8.9.1 Zoox approached AWS to boost development of self-driving cars
           5.8.10 TELECOM
                    5.8.10.1 Vodafone utilized Persado’s Motivation AI to develop creative campaigns through generative AI
           5.8.11 IT/ITES
                    5.8.11.1 Twilio leveraged Aisera’s generative AI technology and service to scale IT operations
    5.9 TECHNOLOGY ANALYSIS 
           5.9.1 KEY TECHNOLOGIES
                    5.9.1.1 Generative AI
                    5.9.1.2 Conversational AI
                    5.9.1.3 Autonomous AI & Autonomous Agent
                    5.9.1.4 AutoML
                    5.9.1.5 Causal AI
                    5.9.1.6 Decision Intelligence
                    5.9.1.7 MLOps
                    5.9.1.8 Embedded AI
                    5.9.1.9 Composite AI
           5.9.2 ADJACENT TECHNOLOGIES
                    5.9.2.1 Predictive Analytics
                    5.9.2.2 IoT
                    5.9.2.3 Big Data
                    5.9.2.4 Augmented Reality
                    5.9.2.5 Virtual Reality
                    5.9.2.6 Sensors and Robotics
    5.10 VALUE CHAIN ANALYSIS 
           FIGURE 30 ARTIFICIAL INTELLIGENCE: VALUE CHAIN ANALYSIS
    5.11 PORTER’S FIVE FORCES ANALYSIS 
                    FIGURE 31 ARTIFICIAL INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS
                    TABLE 15 ARTIFICIAL INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS
           5.11.1 THREAT OF NEW ENTRANTS
           5.11.2 THREAT OF SUBSTITUTES
           5.11.3 BARGAINING POWER OF SUPPLIERS
           5.11.4 BARGAINING POWER OF BUYERS
           5.11.5 INTENSITY OF COMPETITIVE RIVALRY
    5.12 PRICING MODEL ANALYSIS 
           5.12.1 INDICATIVE PRICING OF KEY OFFERINGS
                    TABLE 16 PRICING ANALYSIS
           5.12.2 ARTIFICIAL INTELLIGENCE: AVERAGE SELLING PRICES
                    FIGURE 32 AVERAGE SELLING PRICES OF KEY COMPANIES (USD)
    5.13 PATENT ANALYSIS 
           5.13.1 METHODOLOGY
           5.13.2 DOCUMENT TYPE
                    TABLE 17 PATENTS FILED, 2013–2023
           5.13.3 INNOVATION AND PATENT APPLICATIONS
                    FIGURE 33 ANNUAL NUMBER OF PATENTS GRANTED, 2013–2023
                    5.13.3.1 Top applicants
                               FIGURE 34 TOP TEN PATENT APPLICANT COMPANIES, 2013–2023
                               TABLE 18 TOP 20 PATENT OWNERS IN MARKET, 2013–2023
                               TABLE 19 LIST OF MAJOR PATENTS IN ARTIFICIAL INTELLIGENCE MARKET, 2021–2023
                               TABLE 20 MOIT- REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
    5.14 KEY CONFERENCES AND EVENTS 
                    TABLE 21 DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024
    5.15 TARIFF AND REGULATORY LANDSCAPE 
           5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 22 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 23 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 24 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 25 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           5.15.2 NORTH AMERICA
                    5.15.2.1 US
                               5.15.2.1.1 California Consumer Privacy Act (CCPA)
                               5.15.2.1.2 Health Insurance Portability and Accountability Act (HIPAA)
                               5.15.2.1.3 Artificial Intelligence Risk Management Framework 1.0 (RMF)
                    5.15.2.2 Canada
                               5.15.2.2.1 Public Safety Canada Regulation
           5.15.3 EUROPE
                    5.15.3.1 General Data Protection Regulation (GDPR)
                    5.15.3.2 EU Regulatory Framework for AI
           5.15.4 ASIA PACIFIC
                    5.15.4.1 South Korea
                               5.15.4.1.1 Personal Information Protection Act (PIPA)
                    5.15.4.2 China
                    5.15.4.3 India
           5.15.5 MIDDLE EAST & AFRICA
                    5.15.5.1 UAE
                               5.15.5.1.1 UAE AI Regulations
                    5.15.5.2 KSA
                               5.15.5.2.1 Saudi Arabia National AI Strategy
                    5.15.5.3 Bahrain
                               5.15.5.3.1 Bahrain AI Ethics Framework
           5.15.6 LATIN AMERICA
                    5.15.6.1 Brazil
                               5.15.6.1.1 Brazil’s General Data Protection Law
                    5.15.6.2 Mexico
                               5.15.6.2.1 Mexico’s National Artificial Intelligence Strategy
    5.16 KEY STAKEHOLDERS AND BUYING CRITERIA 
           5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
                    FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
                    TABLE 26 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS
           5.16.2 BUYING CRITERIA
                    FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
                    TABLE 27 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    5.17 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN ARTIFICIAL INTELLIGENCE MARKET 
                    FIGURE 37 ARTIFICIAL INTELLIGENCE MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
    5.18 BEST PRACTICES IN ARTIFICIAL INTELLIGENCE MARKET 
    5.19 TECHNOLOGY ROADMAP 
                    TABLE 28 TECHNOLOGY ROADMAP OF ARTIFICIAL INTELLIGENCE MARKET
    5.2 BUSINESS MODELS 
           FIGURE 38 BUSINESS MODELS OF ARTIFICIAL INTELLIGENCE MARKET
6 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING (Page No. - 169)
    6.1 INTRODUCTION 
           6.1.1 OFFERING: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
                    FIGURE 39 ARTIFICIAL INTELLIGENCE SERVICES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 29 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                    TABLE 30 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
    6.2 HARDWARE 
           6.2.1 RISE IN COMPETITION AMONG BUSINESSES
                    FIGURE 40 ACCELERATORS TO WITNESS HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE HARDWARE MARKET
                    TABLE 31 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                    TABLE 32 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                    TABLE 33 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 34 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.2.2 ACCELERATORS
                    6.2.2.1 Rise in demand for more optimized processing in artificial intelligence applications
                               TABLE 35 ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 36 ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.2.3 PROCESSORS
                    6.2.3.1 Technological advancements pave way for smaller, more powerful, and more efficient chips
                               FIGURE 41 FIELD PROGRAMMABLE GATE ARRAYS TO BE FASTEST-GROWING ARTIFICIAL INTELLIGENCE PROCESSORS MARKET
                               TABLE 37 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                               TABLE 38 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                               TABLE 39 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 40 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.2.3.2 Microprocessing units
                               TABLE 41 MICROPROCESSING UNITS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 42 MICROPROCESSING UNITS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.2.3.3 Graphics processing units
                               TABLE 43 GRAPHICS PROCESSING UNITS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 44 GRAPHICS PROCESSING UNITS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.2.3.4 Field programmable gate arrays
                               TABLE 45 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 46 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.2.3.5 Other processors
                               TABLE 47 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 48 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030(USD MILLION)
           6.2.4 MEMORY
                    6.2.4.1 Advancements in specialized solutions in AI
                               TABLE 49 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 50 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.2.5 NETWORK
                    6.2.5.1 Need to offer seamless communication between various components within network
                               TABLE 51 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 52 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
    6.3 SOFTWARE 
           6.3.1 ARTIFICIAL INTELLIGENCE SOFTWARE SYNTHESIZES DATA FOR COMPUTERS TO PERFORM COMPLEX OPERATIONS
                    FIGURE 42 PRE-TRAINED MODELS SEGMENT TO BE LARGEST MARKET DURING FORECAST PERIOD
                    TABLE 53 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION)
                    TABLE 54 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION)
                    TABLE 55 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 56 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.3.2 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE
                    6.3.2.1 Pre-trained models
                               TABLE 57 PRE-TRAINED MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 58 PRE-TRAINED MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.3.2.2 Customizable AI
                               6.3.2.2.1 Tailoring artificial intelligence models for specific requirements and enhanced performance
                               TABLE 59 CUSTOMIZABLE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 60 CUSTOMIZABLE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.3.2.3 Edge AI
                               6.3.2.3.1 Need to deploy artificial intelligence algorithms directly on devices
                               TABLE 61 EDGE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 62 EDGE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.3.2.4 AI marketplaces
                               6.3.2.4.1 Need to access and leverage wide range of artificial intelligence resources
                               TABLE 63 AI MARKETPLACES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 64 AI MARKETPLACES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.3.3 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT
                    FIGURE 43 CLOUD DEPLOYMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 65 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                    TABLE 66 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                    6.3.3.1 On-premises
                               6.3.3.1.1 Need for stringent data privacy and security policies
                               TABLE 67 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 68 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    6.3.3.2 Cloud
                               6.3.3.2.1 Ability to offer flexibility in terms of resource allocation
                               TABLE 69 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 70 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
    6.4 SERVICES 
           6.4.1 COMPLEX ALGORITHMS OF TECHNOLOGIES PROVIDING ONLINE AND OFFLINE SUPPORT SERVICES TO ARTIFICIAL INTELLIGENCE VENDORS
                    FIGURE 44 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 71 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                    TABLE 72 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                    TABLE 73 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 74 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.4.2 PROFESSIONAL SERVICES
                    6.4.2.1 Greater need for comprehensive support for deploying power of artificial solutions
                               FIGURE 45 SUPPORT & MAINTENANCE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                               TABLE 75 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                               TABLE 76 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                               TABLE 77 PROFESSIONAL SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 78 PROFESSIONAL SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                               6.4.2.1.1 Consulting services
                               TABLE 79 CONSULTING SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 80 CONSULTING SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                                             6.4.2.1.1.1 Training & education
                                             6.4.2.1.1.2 Designing & testing
                               6.4.2.1.2 Deployment & integration
                               TABLE 81 DEPLOYMENT & INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 82 DEPLOYMENT & INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                               6.4.2.1.3 Support & maintenance
                               TABLE 83 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 84 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           6.4.3 MANAGED SERVICES
                    6.4.3.1 Ensuring seamless artificial intelligence infrastructure
                               TABLE 85 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 86 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
7 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY (Page No. - 202)
    7.1 INTRODUCTION 
           7.1.1 TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
                    FIGURE 46 COMPUTER VISION TECHNOLOGY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 87 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                    TABLE 88 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
    7.2 MACHINE LEARNING 
           7.2.1 RAPID GROWTH IN COMPUTATIONAL CAPABILITIES
                    FIGURE 47 REINFORCEMENT LEARNING TO BE FASTEST-GROWING MACHINE LEARNING TECHNOLOGY DURING FORECAST PERIOD
                    TABLE 89 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                    TABLE 90 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                    TABLE 91 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 92 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           7.2.2 DEEP LEARNING
                    TABLE 93 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 94 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    7.2.2.1 Convolutional Neural Networks (CNN)
                    7.2.2.2 Recurrent Neural Networks (RNN)
                               7.2.2.2.1 Generative Adversarial Networks (GAN)
                               7.2.2.2.2 Transformers
                                             7.2.2.2.2.1 GPT 1
                                             7.2.2.2.2.2 GPT 2
                                             7.2.2.2.2.3 GPT 3
                                             7.2.2.2.2.4 GPT 4
                                             7.2.2.2.2.5 Large Language Model (LLM)
           7.2.3 SUPERVISED LEARNING
                    TABLE 95 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 96 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           7.2.4 UNSUPERVISED LEARNING
                    TABLE 97 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 98 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           7.2.5 REINFORCEMENT LEARNING
                    TABLE 99 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 100 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
    7.3 NATURAL LANGUAGE PROCESSING 
           7.3.1 NEED TO PROCESS VAST AMOUNTS OF VOICE AND TEXT DATA FROM VARIOUS SOURCES
                    FIGURE 48 NATURAL LANGUAGE GENERATION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 101 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                    TABLE 102 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                    TABLE 103 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 104 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
                    7.3.1.1 Natural Language Understanding (NLU)
                    7.3.1.2 Natural Language Generation (NLG)
    7.4 CONTEXT AWARENESS 
           7.4.1 HIGHER NEED TO CREATE PERSONALIZED USER EXPERIENCE AND ENHANCE DECISION-MAKING
                    TABLE 105 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 106 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
    7.5 COMPUTER VISION 
           7.5.1 GROWTH IN APPLICATION OF COMPUTER VISION TECHNOLOGY ACROSS VARIOUS VERTICALS
                    TABLE 107 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 108 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
8 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION (Page No. - 219)
    8.1 INTRODUCTION 
           8.1.1 BUSINESS FUNCTION: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
                    FIGURE 49 SUPPLY CHAIN MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 109 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                    TABLE 110 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
    8.2 ARTIFICIAL INTELLIGENCE: ENTERPRISE USE CASES 
    8.3 FINANCE 
           8.3.1 ABILITY TO PROVIDE REAL-TIME ANALYSIS OF CUSTOMER DEMOGRAPHICS
                    TABLE 111 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 112 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.3.2 AI IN ACCOUNTING
           8.3.3 AI IN PAYROLL
           8.3.4 AI IN FINANCIAL PLANNING & ANALYSIS
           8.3.5 OTHER FINANCE FUNCTIONS
    8.4 SECURITY 
           8.4.1 ENSURING CONFIDENTIALITY OF CRITICAL BUSINESS DATA WITH RAPID ADOPTION OF ARTIFICIAL INTELLIGENCE
                    TABLE 113 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 114 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.4.2 IDENTITY & ACCESS MANAGEMENT
           8.4.3 RISK & COMPLIANCE MANAGEMENT
           8.4.4 ENCRYPTION
           8.4.5 DATA LOSS PREVENTION
           8.4.6 UNIFIED THREAT MANAGEMENT
           8.4.7 ANTIVIRUS/ANTIMALWARE
           8.4.8 INTRUSION DETECTION/PREVENTION SYSTEMS
           8.4.9 OTHER SECURITY FUNCTIONS
    8.5 HUMAN RESOURCES 
           8.5.1 NEED TO OFFER PERSONALIZED TRAINING RECOMMENDATIONS BASED ON INDIVIDUAL SKILL GAPS
                    TABLE 115 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 116 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.5.2 VIRTUAL ASSISTANT
           8.5.3 APPLICANT TRACKING & ASSESSMENT
           8.5.4 PERSONALIZED LEARNING & DEVELOPMENT
           8.5.5 HR ANALYTICS
           8.5.6 RECOMMENDATION ENGINE
           8.5.7 SENTIMENT ANALYSIS
           8.5.8 OTHER HUMAN RESOURCE FUNCTIONS
    8.6 LAW 
           8.6.1 PROVIDING EFFICIENT AND INNOVATIVE LEGAL ADVICE ON TECHNOLOGIES
                    TABLE 117 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 118 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.6.2 EDISCOVERY
           8.6.3 LEGAL RESEARCH
           8.6.4 CONTRACT ANALYSIS
           8.6.5 CASE PREDICTION
           8.6.6 COMPLIANCE
           8.6.7 OTHER LAW FUNCTIONS
    8.7 MARKETING & SALES 
           8.7.1 NEED TO FORECAST CUSTOMER PREFERENCES AND BEHAVIOR
                    TABLE 119 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 120 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.7.2 SOCIAL MEDIA ADVERTISING
           8.7.3 SEARCH ADVERTISING
           8.7.4 DYNAMIC PRICING
           8.7.5 VIRTUAL ASSISTANT
           8.7.6 CONTENT CURATION
           8.7.7 SALES & MARKETING AUTOMATION
           8.7.8 OPTIMIZING SALES & MARKETING STRATEGIES
           8.7.9 OTHER MARKETING & SALES FUNCTIONS
    8.8 OPERATIONS 
           8.8.1 ABILITY TO ENHANCE EFFICIENCY AND OPTIMIZE RESOURCE UTILIZATION
                    TABLE 121 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 122 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.8.2 PROJECT MANAGEMENT
           8.8.3 PROCESS AUTOMATION
           8.8.4 INTELLIGENT DOCUMENT PROCESSING
           8.8.5 RESOURCE OPTIMIZATION
           8.8.6 PROCESS MONITORING & CONTROL
           8.8.7 OTHER OPERATIONAL FUNCTIONS
    8.9 SUPPLY CHAIN MANAGEMENT 
           8.9.1 DEMAND FROM BUSINESSES TO ACHIEVE END-TO-END VISIBILITY AND OPTIMIZE PROCESSES
                    TABLE 123 SUPPLY CHAIN MANAGEMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 124 SUPPLY CHAIN MANAGEMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           8.9.2 SUPPLY CHAIN VISIBILITY
           8.9.3 SUPPLIER MANAGEMENT
           8.9.4 WAREHOUSE MANAGEMENT
           8.9.5 INVENTORY OPTIMIZATION
           8.9.6 DEMAND FORECASTING
           8.9.7 OTHERS SUPPLY MANAGEMENT FUNCTIONS
9 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL (Page No. - 243)
    9.1 INTRODUCTION 
           9.1.1 VERTICAL: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
                    FIGURE 50 HEALTHCARE & LIFE SCIENCES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 125 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                    TABLE 126 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
    9.2 BFSI 
           9.2.1 RAPID ADOPTION OF ADVANCED ALGORITHMS AND DATA ANALYSIS
                    TABLE 127 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 128 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.2.2 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 129 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 130 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.2.3 FRAUD DETECTION & PREVENTION
           9.2.4 RISK ASSESSMENT & MANAGEMENT
           9.2.5 ALGORITHMIC TRADING
           9.2.6 CREDIT SCORING & UNDERWRITING
           9.2.7 CUSTOMER SERVICE AUTOMATION
           9.2.8 PERSONALIZED FINANCIAL RECOMMENDATION
           9.2.9 INVESTMENT PORTFOLIO MANAGEMENT
           9.2.10 REGULATORY COMPLIANCE MONITORING
           9.2.11 OTHER BFSI APPLICATIONS
    9.3 RETAIL & ECOMMERCE 
           9.3.1 DEMAND FOR PERSONALIZED SHOPPING EXPERIENCE AND ENHANCE CUSTOMER SATISFACTION
                    TABLE 131 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 132 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.3.2 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 133 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 134 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.3.3 PERSONALIZED PRODUCT RECOMMENDATION
           9.3.4 CUSTOMER RELATIONSHIP MANAGEMENT
           9.3.5 VISUAL SEARCH
           9.3.6 VIRTUAL CUSTOMER ASSISTANT
           9.3.7 PRICE OPTIMIZATION
           9.3.8 PAYMENT SERVICE MANAGEMENT
           9.3.9 SUPPLY CHAIN MANAGEMENT & DEMAND PLANNING
           9.3.10 VIRTUAL STORES
           9.3.11 OTHER RETAIL & ECOMMERCE APPLICATIONS
    9.4 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 
           9.4.1 HIGHER DEMAND FOR ENHANCED EFFICIENCY
                    TABLE 135 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 136 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.4.2 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 137 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 138 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.4.3 SEMI-AUTONOMOUS & AUTONOMOUS VEHICLES
           9.4.4 ROUTE OPTIMIZATION
           9.4.5 INTELLIGENT TRAFFIC MANAGEMENT
           9.4.6 DRIVER ASSISTANCE SYSTEM
           9.4.7 SMART LOGISTICS & WAREHOUSING
           9.4.8 SUPPLY CHAIN VISIBILITY & TRACKING
           9.4.9 FLEET MANAGEMENT
           9.4.10 VEHICLE DIAGNOSTICS AND TELEMATICS
           9.4.11 TRAFFIC PATTERN ANALYSIS
           9.4.12 OTHER AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS APPLICATIONS
    9.5 GOVERNMENT & DEFENSE 
           9.5.1 INITIATIVES TAKEN BY GOVERNMENTS TO STRENGTHEN NATIONAL SECURITY
                    TABLE 139 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 140 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.5.2 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 141 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 142 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.5.3 SMART TICKETING
           9.5.4 AUTONOMOUS SURVEILLANCE & MONITORING SYSTEMS
           9.5.5 LAW ENFORCEMENT
           9.5.6 INTELLIGENCE ANALYSIS & DATA PROCESSING
           9.5.7 BORDER SECURITY & SURVEILLANCE
           9.5.8 DISASTER RESPONSE & DISCOVERY ASSISTANCE
           9.5.9 UNMANNED UNDERWATER AND AERIAL VEHICLES
           9.5.10 EGOVERNANCE & DIGITAL CITY SERVICES
           9.5.11 OTHER GOVERNMENT & DEFENSE APPLICATIONS
    9.6 HEALTHCARE & LIFESCIENCES 
           9.6.1 BURGEONING NEED TO ENHANCE HEALTHCARE OUTCOMES
                    TABLE 143 HEALTHCARE & LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 144 HEALTHCARE & LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.6.2 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 145 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 146 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.6.3 PATIENT DATA & RISK ANALYSIS
           9.6.4 LIFESTYLE MANAGEMENT & MONITORING AND WEARABLES
           9.6.5 PRECISION MEDICINE
           9.6.6 INPATIENT CARE & HOSPITAL MANAGEMENT
           9.6.7 MEDICAL IMAGING & DIAGNOSTICS
           9.6.8 DRUG DISCOVERY
           9.6.9 ROBOTICS SURGERY & ASSISTANCE
           9.6.10 MEDICAL RESEARCH
           9.6.11 OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS
    9.7 TELECOM 
           9.7.1 OPTIMIZED NETWORK PERFORMANCE AND PREVENTING NETWORK OUTAGES
                    TABLE 147 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 148 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.7.2 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 149 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 150 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.7.3 NETWORK OPTIMIZATION
           9.7.4 NETWORK SECURITY
           9.7.5 CUSTOMER SERVICE & SUPPORT
           9.7.6 NETWORK ANALYTICS
           9.7.7 INTELLIGENT CALL ROUTING
           9.7.8 NETWORK FAULT PREDICTION
           9.7.9 VIRTUAL NETWORK ASSISTANT
           9.7.10 VOICE & SPEECH RECOGNITION
           9.7.11 OTHER TELECOM APPLICATIONS
    9.8 ENERGY & UTILITIES 
           9.8.1 EFFICIENT ENERGY UTILIZATION AND COST SAVINGS
                    TABLE 151 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 152 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.8.2 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 153 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 154 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.8.3 ENERGY DEMAND FORECASTING
           9.8.4 GRID OPTIMIZATION & MANAGEMENT
           9.8.5 ENERGY CONSUMPTION ANALYTICS
           9.8.6 SMART METERING & ENERGY DATA MANAGEMENT
           9.8.7 ENERGY STORAGE OPTIMIZATION
           9.8.8 REAL-TIME ENERGY MONITORING & CONTROL
           9.8.9 POWER QUALITY MONITORING & MANAGEMENT
           9.8.10 ENERGY TRADING & MARKETING FORECASTING
           9.8.11 INTELLIGENT ENERGY MANAGEMENT SYSTEMS
           9.8.12 OTHER ENERGY & UTILITY APPLICATIONS
    9.9 MANUFACTURING 
           9.9.1 ADOPTION OF INTELLIGENT SYSTEMS TO AUTOMATE AND OPTIMIZE OPERATIONS
                    TABLE 155 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 156 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.9.2 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 157 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 158 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.9.3 MATERIAL MOVEMENT MANAGEMENT
           9.9.4 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION
           9.9.5 PRODUCTION PLANNING
           9.9.6 QUALITY CONTROL
           9.9.7 PRODUCTION LINE OPTIMIZATION
           9.9.8 INTELLIGENT INVENTORY MANAGEMENT
           9.9.9 AUTONOMOUS ROBOTICS
           9.9.10 OTHERS MANUFACTURING APPLICATIONS
    9.10 AGRICULTURE 
           9.10.1 INCREASE IN POTENTIAL TO MITIGATE ENVIRONMENTAL IMPACT
                    TABLE 159 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 160 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.10.2 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 161 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 162 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.10.3 CROP MONITORING & YIELD PREDICTION
           9.10.4 PRECISION FARMING
           9.10.5 SOIL ANALYSIS & NUTRIENT MANAGEMENT
           9.10.6 PEST & DISEASE DETECTION
           9.10.7 IRRIGATION OPTIMIZATION & WATER MANAGEMENT
           9.10.8 AUTOMATED HARVESTING & SORTING
           9.10.9 WEED DETECTION & MANAGEMENT
                    9.10.10 WEATHER & CLIMATE MONITORING
                    9.10.11 LIVESTOCK MONITORING & HEALTH MANAGEMENT
                    9.10.12 OTHER AGRICULTURAL APPLICATIONS
    9.11 IT/ITES 
           9.11.1 RISE IN OPPORTUNITIES TO ENHANCE CUSTOMER EXPERIENCES AND DRIVE COMPETITIVE ADVANTAGE
                    TABLE 163 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 164 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.11.2 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 165 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 166 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.11.3 AUTOMATED CODE GENERATION & OPTIMIZATION
           9.11.4 AUTOMATED IT ASSET MANAGEMENT
           9.11.5 IT TICKETING & SUPPORT AUTOMATION
           9.11.6 INTELLIGENT DATA BACKUP & RECOVERY
           9.11.7 IT SERVICE MANAGEMENT AUTOMATION
           9.11.8 AUTOMATED SOFTWARE TESTING & QUALITY ASSURANCE
           9.11.9 OTHER IT/ITES APPLICATIONS
    9.12 MEDIA & ENTERTAINMENT 
           9.12.1 RISE IN NEED TO UNDERSTAND AND CATER TO INDIVIDUAL PREFERENCES AND BEHAVIORS
                    TABLE 167 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 168 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
           9.12.2 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION
                    TABLE 169 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 170 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
           9.12.3 CONTENT RECOMMENDATION SYSTEMS
           9.12.4 CONTENT CREATION & GENERATION
           9.12.5 CONTENT COPYRIGHT PROTECTION
           9.12.6 AUDIENCE ANALYTICS AND SEGMENTATION
           9.12.7 PERSONALIZED ADVERTISING
           9.12.8 OTHER MEDIA & ENTERTAINMENT APPLICATIONS
    9.13 OTHER VERTICALS 
                    TABLE 171 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 172 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
10 ARTIFICIAL INTELLIGENCE MARKET, BY REGION (Page No. - 299)
     10.1 INTRODUCTION 
               FIGURE 51 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
               FIGURE 52 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
               TABLE 173 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
               TABLE 174 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
     10.2 NORTH AMERICA 
             10.2.1 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
             10.2.2 NORTH AMERICA: RECESSION IMPACT
                       FIGURE 53 NORTH AMERICA: MARKET SNAPSHOT
                       TABLE 175 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 176 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 177 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 178 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 179 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 180 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 181 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2017–2022 (USD MILLION)
                       TABLE 182 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2023–2030 (USD MILLION)
                       TABLE 183 NORTH AMERICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 184 NORTH AMERICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 185 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 186 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 187 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 188 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                       TABLE 189 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 190 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 191 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 192 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                       TABLE 193 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                       TABLE 194 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                       TABLE 195 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 196 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
                       TABLE 197 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 198 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
                       TABLE 199 NORTH AMERICA: BFSI VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 200 NORTH AMERICA: BFSI VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 201 NORTH AMERICA: RETAIL & ECOMMERCE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 202 NORTH AMERICA: RETAIL & ECOMMERCE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 203 NORTH AMERICA: AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 204 NORTH AMERICA: AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 205 NORTH AMERICA: GOVERNMENT & DEFENSE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 206 NORTH AMERICA: GOVERNMENT & DEFENSE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 207 NORTH AMERICA: HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 208 NORTH AMERICA: HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 209 NORTH AMERICA: TELECOM VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 210 NORTH AMERICA: TELECOM VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 211 NORTH AMERICA: ENERGY & UTILITIES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 212 NORTH AMERICA: ENERGY & UTILITIES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 213 NORTH AMERICA: MANUFACTURING VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 214 NORTH AMERICA: MANUFACTURING VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 215 NORTH AMERICA: AGRICULTURE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 216 NORTH AMERICA: AGRICULTURE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 217 NORTH AMERICA: IT/ITES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 218 NORTH AMERICA: IT/ITES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 219 NORTH AMERICA: MEDIA & ENTERTAINMENT VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 220 NORTH AMERICA: MEDIA & ENTERTAINMENT VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 221 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 222 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2023–2030 (USD MILLION)
             10.2.3 US
                       10.2.3.1 Growth initiatives by government and businesses
                                   TABLE 223 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                                   TABLE 224 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                                   TABLE 225 US: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                                   TABLE 226 US: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                                   TABLE 227 US: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 228 US: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.2.4 CANADA
                       10.2.4.1 Rise in adoption of technologies for research and innovation
                                   TABLE 229 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 230 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
     10.3 EUROPE 
             10.3.1 EUROPE: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
             10.3.2 EUROPE: RECESSION IMPACT
                       TABLE 231 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 232 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 233 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 234 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 235 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 236 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 237 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2017–2022 (USD MILLION)
                       TABLE 238 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2023–2030 (USD MILLION)
                       TABLE 239 EUROPE: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 240 EUROPE: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 241 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 242 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 243 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 244 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                       TABLE 245 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 246 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 247 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 248 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                       TABLE 249 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                       TABLE 250 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                       TABLE 251 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 252 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
                       TABLE 253 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 254 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
                       TABLE 255 EUROPE: BFSI VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 256 EUROPE: BFSI VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 257 EUROPE: RETAIL & ECOMMERCE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 258 EUROPE: RETAIL & ECOMMERCE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 259 EUROPE: AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 260 EUROPE: AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 261 EUROPE: GOVERNMENT & DEFENSE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 262 EUROPE: GOVERNMENT & DEFENSE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 263 EUROPE: HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 264 EUROPE: HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 265 EUROPE: TELECOM VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 266 EUROPE: TELECOM VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 267 EUROPE: ENERGY & UTILITIES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 268 EUROPE: ENERGY & UTILITIES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 269 EUROPE: MANUFACTURING VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 270 EUROPE: MANUFACTURING VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 271 EUROPE: AGRICULTURE VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 272 EUROPE: AGRICULTURE VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 273 EUROPE: IT/ITES VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 274 EUROPE: IT/ITES VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 275 EUROPE: MEDIA & ENTERTAINMENT VERTICAL MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                       TABLE 276 EUROPE: MEDIA & ENTERTAINMENT VERTICAL MARKET, BY APPLICATION, 2023–2030 (USD MILLION)
                       TABLE 277 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
                       TABLE 278 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2023–2030 (USD MILLION)
             10.3.3 UK
                       10.3.3.1 Continuous investments and initiatives by government
                                   TABLE 279 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                                   TABLE 280 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                                   TABLE 281 UK: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                                   TABLE 282 UK: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                                   TABLE 283 UK: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 284 UK: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.3.4 GERMANY
                       10.3.4.1 Increase in need to prioritize artificial intelligence governance aligning with regulatory frameworks
                                   TABLE 285 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 286 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.3.5 FRANCE
                       10.3.5.1 Demand for improved efficiency and decision-making
                                   TABLE 287 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 288 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.3.6 ITALY
                       10.3.6.1 Adoption of sophisticated technologies with thriving startup ecosystem
                                   TABLE 289 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 290 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.3.7 SPAIN
                       10.3.7.1 Initiatives by government to promote widespread adoption of artificial intelligence
                                   TABLE 291 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 292 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.3.8 NORDIC
                       10.3.8.1 Venture capital investments with growing interest in development of artificial intelligence
             10.3.9 BALKANS
                       10.3.9.1 Collaboration among industry, academia, and government to adopt front-line technologies
               10.3.10 REST OF EUROPE
     10.4 ASIA PACIFIC 
             10.4.1 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
             10.4.2 ASIA PACIFIC: IMPACT OF RECESSION
                       FIGURE 54 ASIA PACIFIC: MARKET SNAPSHOT
                       TABLE 293 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 294 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 295 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 296 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 297 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 298 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 299 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2017–2022 (USD MILLION)
                       TABLE 300 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2023–2030 (USD MILLION)
                       TABLE 301 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 302 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 303 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 304 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 305 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 306 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                       TABLE 307 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 308 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 309 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 310 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                       TABLE 311 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                       TABLE 312 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                       TABLE 313 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 314 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
                       TABLE 315 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 316 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
                       TABLE 317 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
                       TABLE 318 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2023–2030 (USD MILLION)
             10.4.3 CHINA
                       10.4.3.1 Government initiatives and regulations in favor of AI development
                                   TABLE 319 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                                   TABLE 320 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                                   TABLE 321 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                                   TABLE 322 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                                   TABLE 323 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 324 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.4 JAPAN
                       10.4.4.1 Government initiatives and industry collaborations
                                   TABLE 325 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 326 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.5 SOUTH KOREA
                       10.4.5.1 Government investments in artificial intelligence infrastructure to enhance citizen services
                                   TABLE 327 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 328 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.6 INDIA
                       10.4.6.1 Exploring generative AI for innovation and industry transformation
                                   TABLE 329 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 330 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.7 AUSTRALIA & NEW ZEALAND
                       10.4.7.1 Business experiment with applications of generative AI
                                   TABLE 331 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 332 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.8 ASEAN
                       10.4.8.1 Progress in adopting artificial technology
                                   TABLE 333 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 334 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.4.9 REST OF ASIA PACIFIC
     10.5 MIDDLE EAST & AFRICA 
             10.5.1 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
             10.5.2 MIDDLE EAST & AFRICA: IMPACT OF RECESSION
                       TABLE 335 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 336 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 337 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 338 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 339 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 340 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 341 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2017–2022 (USD MILLION)
                       TABLE 342 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2023–2030 (USD MILLION)
                       TABLE 343 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 344 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 345 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 346 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 347 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 348 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                       TABLE 349 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 350 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 351 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 352 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                       TABLE 353 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                       TABLE 354 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                       TABLE 355 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 356 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
                       TABLE 357 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 358 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
                       TABLE 359 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 360 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2023–2030 (USD MILLION)
             10.5.3 ISRAEL
                       10.5.3.1 Growth in application of artificial intelligence across various industry verticals
                                   TABLE 361 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                                   TABLE 362 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                                   TABLE 363 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                                   TABLE 364 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                                   TABLE 365 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 366 ISRAEL: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.4 KINGDOM OF SAUDI ARABIA
                       10.5.4.1 Greater emphasis on artificial intelligence development across key industry verticals
                                   TABLE 367 KINGDOM OF SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 368 KINGDOM OF SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.5 UAE
                       10.5.5.1 Implementation of proactive strategies and establishing regulatory frameworks
                                   TABLE 369 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 370 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.6 EGYPT
                       10.5.6.1 Initiatives by government by collaborating with academia
                                   TABLE 371 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 372 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.7 TURKEY
                       10.5.7.1 Government fostering innovation to drive economic growth
                                   TABLE 373 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 374 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.8 SOUTH AFRICA
                       10.5.8.1 Rapid adoption of advanced technologies by businesses country-wide
                                   TABLE 375 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 376 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.5.9 REST OF THE MIDDLE EAST & AFRICA
     10.6 LATIN AMERICA 
             10.6.1 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
             10.6.2 LATIN AMERICA: IMPACT OF RECESSION
                       TABLE 377 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 378 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 379 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 380 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 381 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 382 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 383 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2017–2022 (USD MILLION)
                       TABLE 384 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2023–2030 (USD MILLION)
                       TABLE 385 LATIN AMERICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 386 LATIN AMERICA: ARTIFICIAL INTELLIGENCE SOFTWARE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 387 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 388 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 389 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 390 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
                       TABLE 391 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 392 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 393 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 394 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                       TABLE 395 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2017–2022 (USD MILLION)
                       TABLE 396 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2023–2030 (USD MILLION)
                       TABLE 397 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 398 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
                       TABLE 399 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 400 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
                       TABLE 401 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
                       TABLE 402 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY/REGION, 2023–2030 (USD MILLION)
             10.6.3 BRAZIL
                       10.6.3.1 Rise in requirement to balance ethical use of technology
                                   TABLE 403 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                                   TABLE 404 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                                   TABLE 405 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                                   TABLE 406 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
                                   TABLE 407 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 408 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.6.4 MEXICO
                       10.6.4.1 Endeavoring to become digitally advanced country
                                   TABLE 409 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 410 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.6.5 ARGENTINA
                       10.6.5.1 Adoption of artificial intelligence to enhance processes and improve decision-making
                                   TABLE 411 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 412 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.6.6 CENTRAL AMERICA
                       10.6.6.1 Rise in application of artificial intelligence to promote research and innovation
                                   TABLE 413 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                                   TABLE 414 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             10.6.7 REST OF LATIN AMERICA
11 COMPETITIVE LANDSCAPE (Page No. - 420)
     11.1 OVERVIEW 
     11.2 KEY PLAYER STRATEGIES 
               TABLE 415 OVERVIEW OF STRATEGIES ADOPTED BY KEY VENDORS
     11.3 REVENUE ANALYSIS 
             11.3.1 HISTORICAL REVENUE ANALYSIS
                       FIGURE 55 HISTORICAL REVENUE ANALYSIS OF TOP PLAYERS, 2020–2022 (USD MILLION)
     11.4 MARKET SHARE ANALYSIS 
               FIGURE 56 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022
               TABLE 416 ARTIFICIAL INTELLIGENCE MARKET: DEGREE OF COMPETITION
     11.5 COMPANY EVALUATION QUADRANT 
             11.5.1 STARS
             11.5.2 EMERGING LEADERS
             11.5.3 PERVASIVE PLAYERS
             11.5.4 PARTICIPANTS
                       FIGURE 57 KEY ARTIFICIAL INTELLIGENCE MARKET PLAYERS, COMPANY EVALUATION QUADRANT, 2022
             11.5.5 COMPETITIVE BENCHMARKING
                       TABLE 417 ARTIFICIAL INTELLIGENCE MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022
     11.6 STARTUP/SME EVALUATION MATRIX 
             11.6.1 PROGRESSIVE COMPANIES
             11.6.2 RESPONSIVE COMPANIES
             11.6.3 DYNAMIC COMPANIES
             11.6.4 STARTING BLOCKS
                       FIGURE 58 STARTUPS/SMES ARTIFICIAL INTELLIGENCE PLAYERS, COMPANY EVALUATION QUADRANT, 2022
             11.6.5 STARTUPS/SMES COMPETITIVE BENCHMARKING
                       TABLE 418 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
                       TABLE 419 ARTIFICIAL INTELLIGENCE MARKET: PRODUCT FOOTPRINT ANALYSIS OF STARTUPS/SME PLAYERS, 2023
     11.7 ARTIFICIAL INTELLIGENCE PRODUCT LANDSCAPE 
               TABLE 420 COMPARATIVE ANALYSIS OF HARDWARE PRODUCTS
               TABLE 421 COMPARATIVE ANALYSIS OF SOFTWARE PRODUCTS
     11.8 COMPETITIVE SCENARIO AND TRENDS 
             11.8.1 PRODUCT LAUNCHES
                       TABLE 422 PRODUCT LAUNCHES AND ENHANCEMENTS, 2019–2023
             11.8.2 DEALS
                       TABLE 423 DEALS, 2019–2023
     11.9 VALUATION AND FINANCIAL METRICS OF KEY ARTIFICIAL INTELLIGENCE VENDORS 
               FIGURE 59 VALUATION AND FINANCIAL METRICS OF KEY VENDORS, 2023
     11.10 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND STOCK BETA OF KEY ARTIFICIAL INTELLIGENCE VENDORS 
               FIGURE 60 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND STOCK BETA OF KEY VENDORS
12 COMPANY PROFILES (Page No. - 441)
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM view, Key strengths, Strategic choices made, Weakness and competitive threats) *
     12.1 INTRODUCTION 
     12.2 MAJOR PLAYERS 
             12.2.1 GOOGLE
                       TABLE 424 GOOGLE: BUSINESS OVERVIEW
                       FIGURE 61 GOOGLE: COMPANY SNAPSHOT
                       TABLE 425 GOOGLE: PRODUCTS OFFERED
                       TABLE 426 GOOGLE: SERVICES OFFERED
                       TABLE 427 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 428 GOOGLE: DEALS
                       TABLE 429 GOOGLE: OTHERS
             12.2.2 MICROSOFT
                       TABLE 430 MICROSOFT: BUSINESS OVERVIEW
                       FIGURE 62 MICROSOFT: COMPANY SNAPSHOT
                       TABLE 431 MICROSOFT: PRODUCTS OFFERED
                       TABLE 432 MICROSOFT: SERVICES OFFERED
                       TABLE 433 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 434 MICROSOFT: DEALS
             12.2.3 IBM
                       TABLE 435 IBM: BUSINESS OVERVIEW
                       FIGURE 63 IBM: COMPANY SNAPSHOT
                       TABLE 436 IBM: PRODUCTS OFFERED
                       TABLE 437 IBM: SERVICES OFFERED
                       TABLE 438 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 439 IBM: DEALS
             12.2.4 ORACLE
                       TABLE 440 ORACLE: BUSINESS OVERVIEW
                       FIGURE 64 ORACLE: COMPANY SNAPSHOT
                       TABLE 441 ORACLE: PRODUCTS OFFERED
                       TABLE 442 ORACLE: SERVICES OFFERED
                       TABLE 443 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 444 ORACLE: DEALS
             12.2.5 AWS
                       TABLE 445 AWS: BUSINESS OVERVIEW
                       FIGURE 65 AWS: COMPANY SNAPSHOT
                       TABLE 446 AWS: PRODUCTS OFFERED
                       TABLE 447 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 448 AWS: DEALS
                       TABLE 449 AWS: OTHERS
             12.2.6 INTEL
                       TABLE 450 INTEL: BUSINESS OVERVIEW
                       FIGURE 66 INTEL: COMPANY SNAPSHOT
                       TABLE 451 INTEL: PRODUCTS OFFERED
                       TABLE 452 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 453 INTEL: DEALS
             12.2.7 SALESFORCE
                       TABLE 454 SALESFORCE: BUSINESS OVERVIEW
                       FIGURE 67 SALESFORCE: COMPANY SNAPSHOT
                       TABLE 455 SALESFORCE: PRODUCTS OFFERED
                       TABLE 456 SALESFORCE: SERVICES OFFERED
                       TABLE 457 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 458 SALESFORCE: DEALS
             12.2.8 SAP
                       TABLE 459 SAP: BUSINESS OVERVIEW
                       FIGURE 68 SAP: COMPANY SNAPSHOT
                       TABLE 460 SAP: PRODUCTS OFFERED
                       TABLE 461 SAP: SERVICES OFFERED
                       TABLE 462 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 463 SAP: DEALS
             12.2.9 CISCO
                       TABLE 464 CISCO: BUSINESS OVERVIEW
                       FIGURE 69 CISCO: COMPANY SNAPSHOT
                       TABLE 465 CISCO: PRODUCTS OFFERED
                       TABLE 466 CISCO: SERVICES OFFERED
                       TABLE 467 CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 468 CISCO: DEALS
             12.2.10 META
                       TABLE 469 META: BUSINESS OVERVIEW
                       FIGURE 70 META: COMPANY SNAPSHOT
                       TABLE 470 META: PRODUCTS OFFERED
                       TABLE 471 META: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 472 META: DEALS
             12.2.11 HPE
                       TABLE 473 HPE: BUSINESS OVERVIEW
                       FIGURE 71 HPE: COMPANY SNAPSHOT
                       TABLE 474 HPE: PRODUCTS OFFERED
                       TABLE 475 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 476 HPE: DEALS
             12.2.12 SIEMENS
                       TABLE 477 SIEMENS: BUSINESS OVERVIEW
                       FIGURE 72 SIEMENS: COMPANY SNAPSHOT
                       TABLE 478 SIEMENS: PRODUCTS OFFERED
                       TABLE 479 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 480 SIEMENS: DEALS
             12.2.13 NVIDIA
                       TABLE 481 NVIDIA: BUSINESS OVERVIEW
                       FIGURE 73 NVIDIA: COMPANY SNAPSHOT
                       TABLE 482 NVIDIA: PRODUCTS OFFERED
                       TABLE 483 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 484 NVIDIA: DEALS
             12.2.14 BAIDU
                       TABLE 485 BAIDU: BUSINESS OVERVIEW
                       FIGURE 74 BAIDU: COMPANY SNAPSHOT
                       TABLE 486 BAIDU: PRODUCTS OFFERED
                       TABLE 487 BAIDU: SERVICES OFFERED
                       TABLE 488 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 489 BAIDU: DEALS
             12.2.15 SAS INSTITUTE
                       TABLE 490 SAS INSTITUTE: BUSINESS OVERVIEW
                       TABLE 491 SAS INSTITUTE: PRODUCTS OFFERED
                       TABLE 492 SAS INSTITUTE: SERVICES OFFERED
                       TABLE 493 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 494 SAS INSTITUTE: DEALS
             12.2.16 OPENAI
                       TABLE 495 OPENAI: BUSINESS OVERVIEW
                       TABLE 496 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 497 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 498 OPENAI: DEALS
             12.2.17 H20.AI
                       TABLE 499 H2O.AI: BUSINESS OVERVIEW
                       TABLE 500 H2O.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 501 PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 502 H2O.AI: DEALS
             12.2.18 IFLYTEK
                       TABLE 503 IFLYTEK: BUSINESS OVERVIEW
                       TABLE 504 IFLYTEK: PRODUCTS OFFERED
                       TABLE 505 IFLYTEK: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 506 IFLYTEK: DEALS
             12.2.19 HUAWEI
                       TABLE 507 HUAWEI: BUSINESS OVERVIEW
                       TABLE 508 HUAWEI: PRODUCTS OFFERED
                       TABLE 509 HUAWEI: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 510 HUAWEI: DEALS
             12.2.20 ALIBABA CLOUD
                       TABLE 511 ALIBABA CLOUD: BUSINESS OVERVIEW
                       TABLE 512 ALIBABA CLOUD: PRODUCTS OFFERED
                       TABLE 513 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 514 ALIBABA CLOUD: DEALS
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM view, Key strengths, Strategic choices made, Weakness and competitive threats might not be captured in case of unlisted companies.
     12.3 OTHER KEY PLAYERS 
             12.3.1 GENERAL VISION
             12.3.2 DARKTRACE
             12.3.3 BLACKBERRY LIMITED
             12.3.4 DIDI GLOBAL
             12.3.5 FACE++
             12.3.6 INBENTA
             12.3.7 ANJU SOFTWARE
             12.3.8 BUTTERFLY NETWORK
             12.3.9 ATOMWISE
             12.3.10 AIBRAIN
             12.3.11 SK HYNIX
             12.3.12 PROGRESS
             12.3.13 PRECISIONHAWK
             12.3.14 AGEAGLE AERIAL SYSTEM
             12.3.15 NEURALA
             12.3.16 TWITTER
             12.3.17 AUREA SOFTWARE
             12.3.18 PERSADO
             12.3.19 8X8
             12.3.20 APPIER
             12.3.21 GUMGUM
             12.3.22 IPRO
             12.3.23 GRAPHCORE
             12.3.24 PREFERRED NETWORKS
             12.3.25 APPLIED BRAIN RESEARCH
             12.3.26 PILOT AI
             12.3.27 IRIS AUTOMATION
             12.3.28 GAMAYA
             12.3.29 EC2CE
             12.3.30 DESCARTES LABS
             12.3.31 MYTHIC
             12.3.32 ADA
             12.3.33 MOSTLY AI
             12.3.34 SENTIENT.IO
             12.3.35 LUMEN5
             12.3.36 AERA TECHNOLOGY
     12.4 STARTUPS 
             12.4.1 AI SUPERIOR
             12.4.2 FOSFOR
             12.4.3 INTRINSIC
             12.4.4 JASPER
             12.4.5 SOUNDFUL
             12.4.6 WRITESONIC
             12.4.7 ONE AI
13 ADJACENT AND RELATED MARKETS (Page No. - 600)
     13.1 ADJACENT AND RELATED MARKETS 
             13.1.1 INTRODUCTION
             13.1.2 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2028
                       13.1.2.1 Market definition
                       13.1.2.2 Market overview
                                   TABLE 515 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019–2022 (USD MILLION, Y-O-Y)
                                   TABLE 516 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)
                                   13.1.2.2.1 Generative AI market, by offering
                                   TABLE 517 GENERATIVE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION)
                                   TABLE 518 GENERATIVE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   13.1.2.2.2 Generative AI market, by application
                                   TABLE 519 GENERATIVE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
                                   TABLE 520 GENERATIVE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
                                   13.1.2.2.3 Generative AI market, by vertical
                                   TABLE 521 GENERATIVE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
                                   TABLE 522 GENERATIVE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   13.1.2.2.4 Generative AI market, by region
                                   TABLE 523 GENERATIVE AI MARKET, BY REGION, 2019–2022 (USD MILLION)
                                   TABLE 524 GENERATIVE AI MARKET, BY REGION, 2023–2028 (USD MILLION)
             13.1.3 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2028
                       13.1.3.1 Market definition
                       13.1.3.2 Market overview
                                   13.1.3.2.1 Conversational AI market, by offerings
                                   TABLE 525 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 526 CONVERSATIONAL AI MARKET BY OFFERING, 2023–2028 (USD MILLION)
                                   13.1.3.2.2 Conversational AI market, by business function
                                   TABLE 527 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
                                   TABLE 528 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
                                   13.1.3.2.3 Conversational AI market, By channel
                                   TABLE 529 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
                                   TABLE 530 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
                                   13.1.3.2.4 Conversational AI market, by conversational interface
                                   TABLE 531 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION)
                                   TABLE 532 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION)
                                   13.1.3.2.5 Conversational AI market, by technology
                                   TABLE 533 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
                                   TABLE 534 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                                   13.1.3.2.6 Conversational AI market, by vertical
                                   TABLE 535 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 536 CONVERSATIONAL AI MARKET BY VERTICAL, 2023–2028 (USD MILLION)
                                   13.1.3.2.7 Conversational AI market, by region
                                   TABLE 537 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 538 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION)
14 APPENDIX (Page No. - 614)
     14.1 DISCUSSION GUIDE 
     14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     14.3 CUSTOMIZATION OPTIONS 
     14.4 RELATED REPORTS 
     14.5 AUTHOR DETAILS