Artificial Intelligence (AI) Market by Offering (Discriminative AI, Generative AI, Hardware, Services), Technology (ML, NLP, Context-aware AI, Computer Vision), Business Function (Marketing & Sales, HR), Vertical and Region - Global Forecast to 2030
The artificial intelligence market is projected to grow from USD 214.6 billion in 2024 to USD 1,339.1 billion by 2030, at a compound annual growth rate (CAGR) of 35.7% during the forecast period. Market is anticipated to grow due to the advancement of deep learning and machine learning techniques, advances in computational capabilities and database availability and rising adoption of autonomous ai technologies.
“By business function, cybersecurity segment is expected to register the fastest market growth rate during the forecast period.”
The cybersecurity business function of the artificial intelligence (AI) market is poised for the fastest growth rate during the forecast period due to several key factors. Firstly, the escalating sophistication of cyber threats demands advanced AI solutions for threat detection, prevention, and response. Secondly, the increasing adoption of AI-driven security solutions by organizations across various sectors underscores the growing importance of cybersecurity. Additionally, regulatory compliance requirements further drive the demand for robust AI-based security measures. These factors combined are expected to fuel substantial growth in the cybersecurity business function of the AI market, outpacing other segments during the forecast period.
“by technology, machine learning segment is expected to account for the largest market share during the forecast period.”
The machine learning technology of the artificial intelligence market is poised to capture the largest market share during the forecast period due to several compelling factors. Its adaptability across diverse industries, from healthcare to finance, underscores its versatility and applicability. The exponential growth of big data fuels the demand for sophisticated algorithms capable of extracting meaningful insights. Additionally, advancements in hardware infrastructure, coupled with enhanced algorithms, empower machine learning models to tackle complex tasks with unprecedented efficiency. These converging factors position machine learning technology as the frontrunner, securing its status as the leader in the AI market landscape.
“By Region, Asia Pacific is slated to grow at the fastest rate and North America to have the largest market share during the forecast period.”
The Asia Pacific artificial intelligence market is expected to witness the fastest growth rate during the forecast period. Rapid urbanization and industrialization in countries like China and India are driving the demand for AI technologies across various sectors such as healthcare, manufacturing, and finance. Additionally, increasing investments in AI research and development by governments and private sector entities are fostering innovation and adoption. Moreover, the large pool of skilled IT professionals and the growing startup ecosystem in countries like China, India, and Singapore are contributing to the region's AI market growth. On the other hand, North America is poised to hold the largest market share, primarily attributed to the presence of leading AI companies, such as Google, Microsoft, and IBM, which are headquartered in the region. Furthermore, robust infrastructure, significant investments in AI research, and a supportive regulatory environment are propelling the growth of AI technologies in North America. Additionally, strong demand from sectors like healthcare, retail, and automotive is driving the adoption of AI solutions, further consolidating the region's market leadership.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the artificial intelligence market.
Research coverage
This research report categorizes the Artificial Intelligence Market by Offering (Hardware, Software and Services), Hardware (AI Accelerators, Processors, Memory, Networking Hardware), Software By Type (Discriminative AI [Classification Algorithms, Regression Algorithms, Deep Learning Platforms, Ensemble Methods] and Generative AI [Rule-Based Models, Statistical Models, Generative Adversarial Networks, Autoencoders, Convolutional Neural Networks, Transformer Models]), Software By Deployment Mode (Cloud and On-premises), Software By Code Automation (No-code AI, Low-code AI and Pro-code AI), By Services (Professional Services [Training & Consulting, System Integration & Implementation, and Support & Maintenance] and Managed Services), By Technology (Machine Learning, Natural Language Processing, Computer Vision, and Context-aware AI), By Business Function (Marketing & Sales, Human Resources, Finance & Accounting, Operations, and Cybersecurity), By Vertical (Media & Entertainment, Automotive, Transportation & Logistics, Manufacturing, Healthcare & Life Sciences, IT & ITeS, BFSI, Energy & Utilities, Retail & Ecommerce, Government & Defense, Agriculture, Telecommunications, and Other Verticals [Travel & Hospitality, Construction and Education]), and By Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the artificial intelligence market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the artificial intelligence market. Competitive analysis of upcoming startups in the artificial intelligence market ecosystem is covered in this report.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall artificial intelligence market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
“By business function, cybersecurity segment is expected to register the fastest market growth rate during the forecast period.”
The cybersecurity business function of the artificial intelligence (AI) market is poised for the fastest growth rate during the forecast period due to several key factors. Firstly, the escalating sophistication of cyber threats demands advanced AI solutions for threat detection, prevention, and response. Secondly, the increasing adoption of AI-driven security solutions by organizations across various sectors underscores the growing importance of cybersecurity. Additionally, regulatory compliance requirements further drive the demand for robust AI-based security measures. These factors combined are expected to fuel substantial growth in the cybersecurity business function of the AI market, outpacing other segments during the forecast period.
“by technology, machine learning segment is expected to account for the largest market share during the forecast period.”
The machine learning technology of the artificial intelligence market is poised to capture the largest market share during the forecast period due to several compelling factors. Its adaptability across diverse industries, from healthcare to finance, underscores its versatility and applicability. The exponential growth of big data fuels the demand for sophisticated algorithms capable of extracting meaningful insights. Additionally, advancements in hardware infrastructure, coupled with enhanced algorithms, empower machine learning models to tackle complex tasks with unprecedented efficiency. These converging factors position machine learning technology as the frontrunner, securing its status as the leader in the AI market landscape.
“By Region, Asia Pacific is slated to grow at the fastest rate and North America to have the largest market share during the forecast period.”
The Asia Pacific artificial intelligence market is expected to witness the fastest growth rate during the forecast period. Rapid urbanization and industrialization in countries like China and India are driving the demand for AI technologies across various sectors such as healthcare, manufacturing, and finance. Additionally, increasing investments in AI research and development by governments and private sector entities are fostering innovation and adoption. Moreover, the large pool of skilled IT professionals and the growing startup ecosystem in countries like China, India, and Singapore are contributing to the region's AI market growth. On the other hand, North America is poised to hold the largest market share, primarily attributed to the presence of leading AI companies, such as Google, Microsoft, and IBM, which are headquartered in the region. Furthermore, robust infrastructure, significant investments in AI research, and a supportive regulatory environment are propelling the growth of AI technologies in North America. Additionally, strong demand from sectors like healthcare, retail, and automotive is driving the adoption of AI solutions, further consolidating the region's market leadership.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the artificial intelligence market.
- By Company: Tier I – 37%, Tier II – 40%, and Tier III – 23%
- By Designation: C-Level Executives – 30%, D-Level Executives – 48%, and others – 22%
- By Region: North America – 30%, Europe – 24%, Asia Pacific – 27%, Middle East & Africa – 12%, and Latin America – 7%
Research coverage
This research report categorizes the Artificial Intelligence Market by Offering (Hardware, Software and Services), Hardware (AI Accelerators, Processors, Memory, Networking Hardware), Software By Type (Discriminative AI [Classification Algorithms, Regression Algorithms, Deep Learning Platforms, Ensemble Methods] and Generative AI [Rule-Based Models, Statistical Models, Generative Adversarial Networks, Autoencoders, Convolutional Neural Networks, Transformer Models]), Software By Deployment Mode (Cloud and On-premises), Software By Code Automation (No-code AI, Low-code AI and Pro-code AI), By Services (Professional Services [Training & Consulting, System Integration & Implementation, and Support & Maintenance] and Managed Services), By Technology (Machine Learning, Natural Language Processing, Computer Vision, and Context-aware AI), By Business Function (Marketing & Sales, Human Resources, Finance & Accounting, Operations, and Cybersecurity), By Vertical (Media & Entertainment, Automotive, Transportation & Logistics, Manufacturing, Healthcare & Life Sciences, IT & ITeS, BFSI, Energy & Utilities, Retail & Ecommerce, Government & Defense, Agriculture, Telecommunications, and Other Verticals [Travel & Hospitality, Construction and Education]), and By Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the artificial intelligence market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the artificial intelligence market. Competitive analysis of upcoming startups in the artificial intelligence market ecosystem is covered in this report.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall artificial intelligence market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
- Analysis of key drivers (growth in adoption of autonomous artificial intelligence, rise of deep learning and machine learning technologies, advancements in computing power and the availability of large databases), restraints (shortage of skilled artificial intelligence professionals, regulatory and legal implications of artificial intelligence, High initial investment and implementation costs), opportunities (growing adoption of cloud-based AI solutions, expansion of edge AI capabilities for real-time data processing and decision-making, advancements in generative AI to open new avenues for AI-powered content creation), and challenges (the lack of transparency and explainability in the decision-making process of AI, concerns related to bias and inaccurately generated output, integration challenges and lack of understanding of the state-of-the-art systems).
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the artificial intelligence market.
- Market Development: Comprehensive information about lucrative markets – the report analyses the artificial intelligence market across varied regions.
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the artificial intelligence market.
- Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like IBM (US), NVIDIA (US), OpenAI (US), Oracle (US), Meta (US), Microsoft (US), Google (US), AWS (US), Intel (US), Salesforce (US), SAP (Germany), Cisco (US), HPE (US), Siemens (Germany), Baidu (China), SAS Institute (US), AMD (US), Qualcomm (US), Huawei (China), Alibaba Cloud (China), C3 AI (US), HQE Systems (US), Appier (Taiwan), among others in the artificial intelligence market. The report also helps stakeholders understand the pulse of the artificial intelligence market and provides them with information on key market drivers, restraints, challenges, and opportunities.
1 INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
TABLE 1 ARTIFICIAL INTELLIGENCE MARKET: DETAILED SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 2 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2023
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 IMPACT OF RECESSION
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 ARTIFICIAL INTELLIGENCE MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 3 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 ARTIFICIAL INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL IT SPENDING
2.4 MARKET FORECAST
TABLE 4 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 LIMITATIONS
FIGURE 8 STUDY LIMITATIONS
2.7 IMPLICATIONS OF RECESSION ON ARTIFICIAL INTELLIGENCE MARKET
TABLE 5 IMPACT OF RECESSION ON GLOBAL ARTIFICIAL INTELLIGENCE MARKET
3 EXECUTIVE SUMMARY
TABLE 6 GLOBAL ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2019–2023 (USD BILLION, Y-O-Y %)
TABLE 7 GLOBAL ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2024–2030 (USD BILLION, Y-O-Y %)
FIGURE 9 SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2024
FIGURE 10 AI ACCELERATORS TO BE LEADING SEGMENT IN 2024
FIGURE 11 GRAPHICS PROCESSING UNIT (GPU) TO BE LARGEST SEGMENT IN 2024
FIGURE 12 DISCRIMINATIVE AI TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024
FIGURE 13 TRANSFORMER MODELS SLATED TO BECOME FASTEST-GROWING SEGMENT DURING FORECAST PERIOD
FIGURE 14 DEEP LEARNING PLATFORMS TO BECOMING LEADING SEGMENT IN 2024
FIGURE 15 CLOUD SEGMENT TO BECOME LEADING SOFTWARE DEPLOYMENT MODE IN 2024
FIGURE 16 LOW-CODE AI SOFTWARE TO REGISTER LARGER MARKET SHARE IN 2024
FIGURE 17 PROFESSIONAL SERVICES TO REGISTER LARGER MARKET SHARE IN 2024
FIGURE 18 TRAINING & CONSULTING TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
FIGURE 19 MACHINE LEARNING TO EMERGE AS LARGEST SEGMENT IN 2024
FIGURE 20 MARKETING & SALES TO BE LEADING SEGMENT IN 2024
FIGURE 21 HEALTHCARE & LIFE SCIENCES TO EMERGE AS FASTEST-GROWING VERTICAL DURING FORECAST PERIOD
FIGURE 22 ASIA PACIFIC TO REGISTER HIGHEST GROWTH RATE BETWEEN 2024 AND 2030
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES IN ARTIFICIAL INTELLIGENCE MARKET
FIGURE 23 INCREASING DEMAND FOR GENERATIVE AI AND IMPROVING PERFORMANCE OF AI ALGORITHMS ON EDGE DEVICES TO DRIVE MARKET GROWTH
4.2 OVERVIEW OF RECESSION IN GLOBAL ARTIFICIAL INTELLIGENCE MARKET
FIGURE 24 ARTIFICIAL INTELLIGENCE MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
4.3 ARTIFICIAL INTELLIGENCE MARKET: TOP THREE TECHNOLOGIES
FIGURE 25 CONTEXT-AWARE AI SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
4.4 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING AND VERTICAL
FIGURE 26 SOFTWARE SEGMENT AND HEALTHCARE & LIFE SCIENCES VERTICAL TO BE LARGEST SHAREHOLDERS IN NORTH AMERICA IN 2024
4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
FIGURE 27 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET
5.2.1 DRIVERS
5.2.1.1 Growth in adoption of autonomous artificial intelligence
FIGURE 29 END-USER SPENDING ON AUTONOMOUS AI AMOUNTED TO USD 4.7 BILLION IN 2023
5.2.1.2 Rise of deep learning and machine learning technologies
FIGURE 30 IMPROVEMENTS IN DEEP LEARNING HAVE LED TO AI MODELS MATCHING HUMAN PERFORMANCE IN COGNITIVE SKILLS
5.2.1.3 Advancements in computing power and availability of large databases
FIGURE 31 RAPID STRIDES IN COMPUTING POWER HAVE LED TO DEVELOPMENT OF SOPHISTICATED AI MODELS TRAINED ON EXTREMELY LARGE DATASETS
5.2.2 RESTRAINTS
5.2.2.1 Shortage of skilled artificial intelligence professionals
FIGURE 32 SHORTAGE OF SKILLED AI WORKFORCE HAS LED TO SHARP SPIKE IN SALARIES OF AI PROFESSIONALS
5.2.2.2 Regulatory and legal implications of artificial intelligence
5.2.2.3 High initial investment and implementation costs
FIGURE 33 HIGH COST OF AI MODEL TRAINING REMAINS SIGNIFICANT BARRIER TO WIDESPREAD AI ADOPTION
5.2.3 OPPORTUNITIES
5.2.3.1 Growing adoption of cloud-based AI solutions
FIGURE 34 PUBLIC CLOUD WAS MOST POPULAR DEPLOYMENT MODE OF ARTIFICIAL INTELLIGENCE-AS-A-SERVICE IN 2023
5.2.3.2 Expansion of edge AI capabilities for real-time data processing and decision-making
FIGURE 35 ARTIFICIAL INTELLIGENCE SOLUTIONS GAINING MOMENTUM FOR HANDLING DIVERSE DATA GENERATED VIA EDGE DEVICES
5.2.3.3 Advancements in generative AI to open new avenues for AI-powered content creation
FIGURE 36 GENERATIVE AI WITNESSED RAPID ADOPTION ACROSS ENTERPRISE USE CASES, INCLUDING CONTENT GENERATION & CURATION
5.2.4 CHALLENGES
5.2.4.1 Lack of transparency and explainability in decision-making process of AI
5.2.4.2 Concerns related to bias and inaccurately generated output
FIGURE 37 AI MODELS LIKE CHATGPT STILL MARRED BY ISSUES SUCH AS BIAS, INACCURACIES, AND INCONSISTENCIES IN OUTPUT
5.2.4.3 Integration challenges and lack of understanding of state-of-the-art systems
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
5.3.6 ENVIRONMENTAL IMPACT
FIGURE 38 CO2 EQUIVALENT EMISSIONS (TONNES) OF ARTIFICIAL INTELLIGENCE MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022
FIGURE 39 AI DATA CENTERS EXPECTED TO ACCOUNT FOR 13% OF ANNUAL GLOBAL ELECTRICITY CONSUMPTION AND 6% OF CARBON FOOTPRINT BY 2030
5.4 EVOLUTION OF ARTIFICIAL INTELLIGENCE (AI) MARKET
FIGURE 40 EVOLUTION OF ARTIFICIAL INTELLIGENCE
5.5 ARTIFICIAL INTELLIGENCE AUTONOMY LEVELS
5.5.1 WEAK/NARROW ARTIFICIAL INTELLIGENCE
5.5.2 STRONG ARTIFICIAL INTELLIGENCE
5.5.2.1 Artificial General Intelligence (AGI)
5.5.2.2 Artificial Super Intelligence (ASI)
5.6 SUPPLY CHAIN ANALYSIS
FIGURE 41 ARTIFICIAL INTELLIGENCE MARKET: SUPPLY CHAIN ANALYSIS
TABLE 8 ARTIFICIAL INTELLIGENCE (AI) MARKET: SUPPLY CHAIN ANALYSIS
5.7 ECOSYSTEM ANALYSIS
TABLE 9 ARTIFICIAL INTELLIGENCE (AI) MARKET: ECOSYSTEM
FIGURE 42 KEY PLAYERS IN ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM (PART 1/2)
FIGURE 43 KEY PLAYERS IN ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM (PART 2/2)
5.7.1 ARTIFICIAL INTELLIGENCE HARDWARE PROVIDERS
5.7.2 ARTIFICIAL INTELLIGENCE SOFTWARE PROVIDERS
5.7.3 ARTIFICIAL INTELLIGENCE PLATFORM PROVIDERS
5.7.4 ARTIFICIAL INTELLIGENCE NETWORK PROVIDERS
5.7.5 ARTIFICIAL INTELLIGENCE SECURITY PROVIDERS
5.7.6 ARTIFICIAL INTELLIGENCE SERVICE PROVIDERS
5.7.7 ARTIFICIAL INTELLIGENCE CLOUD PROVIDERS
5.8 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
FIGURE 44 TOP 10 AI UNICORNS, BY ENTERPRISE VALUATION, 2023
FIGURE 45 AI STARTUPS: EQUITY DEALS AND FUNDING VALUE, 2017–2023
FIGURE 46 ARTIFICIAL INTELLIGENCE EQUITY FUNDING, BY TYPE, 2019–2023
FIGURE 47 ARTIFICIAL INTELLIGENCE FUNDING, BY REGION, 2022–2023
FIGURE 48 AVERAGE DEAL SIZE AND MEDIAN DEAL SIZE FOR AI STARTUPS, 2019–2023
FIGURE 49 MERGERS AND ACQUISITIONS IN AI INDUSTRY, 2019–2023
FIGURE 50 MOST ACTIVE INVESTORS IN AI, BY NUMBER OF COMPANIES BACKED, Q4 2023
5.9 CASE STUDY ANALYSIS
5.9.1 HEALTHCARE & LIFE SCIENCES
5.9.1.1 AstraZeneca accelerated time to insights using Amazon SageMaker
5.9.2 MANUFACTURING
5.9.2.1 Siemens connected frontline workers and engineers for real-time problem-solving using Azure AI
5.9.3 RETAIL & E-COMMERCE
5.9.3.1 Unified customer data and experiences for Home Depot across its online and in-store channels
5.9.4 TELECOMMUNICATIONS
5.9.4.1 T-mobile data fine-tuned with Nvidia riva services to resolve customer issues in real-time
5.9.5 BFSI
5.9.5.1 Accelerated collection and analysis of investment information for Edgar Finance with help of IBM
5.10 TECHNOLOGY ANALYSIS
5.10.1 KEY TECHNOLOGIES
5.10.1.1 Generative AI
5.10.1.2 Conversational AI
5.10.1.3 Autonomous AI & Autonomous Agent
5.10.1.4 AutoML
5.10.1.5 Causal AI
5.10.1.6 Decision Intelligence
5.10.1.7 MLOps
5.10.1.8 Embedded AI
5.10.1.9 Composite AI
5.10.2 COMPLEMENTARY TECHNOLOGIES
5.10.2.1 Blockchain
5.10.2.2 Edge Computing
5.10.2.3 Sensors and Robotics
5.10.2.4 Cybersecurity
5.10.3 ADJACENT TECHNOLOGIES
5.10.3.1 Predictive Analytics
5.10.3.2 IoT
5.10.3.3 Big Data
5.10.3.4 Augmented Reality
5.10.3.5 Virtual Reality
5.11 TARIFF AND REGULATORY LANDSCAPE
5.11.1 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231)
TABLE 10 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231), 2023
5.11.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.11.3 REGULATIONS: ARTIFICIAL INTELLIGENCE
5.11.3.1 North America
5.11.3.1.1 SCR 17: Artificial Intelligence Bill (California)
5.11.3.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.11.3.1.3 National Artificial Intelligence Initiative Act (NAIIA)
5.11.3.1.4 The Artificial Intelligence and Data Act (AIDA) - Canada
5.11.3.2 Europe
5.11.3.2.1 The European Union (EU) - Artificial Intelligence Act (AIA)
5.11.3.2.2 General Data Protection Regulation (Europe)
5.11.3.3 Asia Pacific
5.11.3.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.11.3.3.2 The National AI Strategy (Singapore)
5.11.3.3.3 The Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.11.3.4 Middle East & Africa
5.11.3.4.1 The National Strategy for Artificial Intelligence (UAE)
5.11.3.4.2 The National Artificial Intelligence Strategy (Qatar)
5.11.3.4.3 The AI Ethics Principles and Guidelines (Dubai)
5.11.3.5 Latin America
5.11.3.5.1 The Santiago Declaration (Chile)
5.11.3.5.2 The Brazilian Artificial Intelligence Strategy (EBIA)
5.12 PATENT ANALYSIS
5.12.1 METHODOLOGY
5.12.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 16 PATENTS FILED, 2013–2023
5.12.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 51 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.12.3.1 Top 10 applicants in artificial intelligence market
FIGURE 52 TOP 10 APPLICANTS IN ARTIFICIAL INTELLIGENCE MARKET, 2013–2023
TABLE 17 TOP 20 PATENT OWNERS IN ARTIFICIAL INTELLIGENCE MARKET, 2013–2023
TABLE 18 LIST OF FEW PATENTS IN ARTIFICIAL INTELLIGENCE MARKET, 2022–2023
FIGURE 53 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
5.13 PRICING ANALYSIS
5.13.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY TECHNOLOGY
FIGURE 54 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 TECHNOLOGIES
TABLE 19 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 TECHNOLOGIES (USD)
5.13.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
TABLE 20 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING
5.14 TRADE ANALYSIS
5.14.1 EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS
FIGURE 55 PROCESSORS AND CONTROLLERS EXPORT, BY KEY COUNTRY, 2016–2023 (USD BILLION)
5.14.2 IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS
FIGURE 56 PROCESSORS AND CONTROLLERS IMPORT, BY KEY COUNTRY, 2016–2023 (USD BILLION)
5.15 KEY CONFERENCES AND EVENTS (2024–2025)
TABLE 21 ARTIFICIAL INTELLIGENCE (AI) MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025
5.16 PORTER’S FIVE FORCES ANALYSIS
TABLE 22 PORTERS’ FIVE FORCES’ IMPACT ON ARTIFICIAL INTELLIGENCE (AI) MARKET
FIGURE 57 ARTIFICIAL INTELLIGENCE (AI) MARKET: PORTER’S FIVE FORCES ANALYSIS
5.16.1 THREAT OF NEW ENTRANTS
5.16.2 THREAT OF SUBSTITUTES
5.16.3 BARGAINING POWER OF SUPPLIERS
5.16.4 BARGAINING POWER OF BUYERS
5.16.5 INTENSITY OF COMPETITIVE RIVALRY
5.17 ARTIFICIAL INTELLIGENCE MARKET TECHNOLOGY ROADMAP
FIGURE 58 TECHNOLOGY ROADMAP FOR ARTIFICIAL INTELLIGENCE MARKET
5.18 ARTIFICIAL INTELLIGENCE BUSINESS MODELS
FIGURE 59 BUSINESS MODELS OF ARTIFICIAL INTELLIGENCE MARKET
5.18.1 AI SAAS PRODUCT VENDOR
5.18.2 AI PLATFORM VENDOR
5.18.3 AI LICENSING AND INTELLECTUAL PROPERTY VENDOR
5.18.4 AI TECHNICAL CONSULTING VENDOR
5.18.5 AI MANAGEMENT CONSULTING VENDOR
5.18.6 AI RESEARCH AND DEVELOPMENT VENDOR
5.19 KEY STAKEHOLDERS & BUYING CRITERIA
5.19.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 60 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
TABLE 23 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
5.19.2 BUYING CRITERIA
FIGURE 61 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
TABLE 24 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
5.20 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.20.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
FIGURE 62 ARTIFICIAL INTELLIGENCE MARKET: TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
6 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 63 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 25 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 26 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
6.2 HARDWARE
FIGURE 64 AI ACCELERATORS TO HOLD LARGEST SHARE IN 2024
TABLE 27 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 28 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
6.2.1 AI ACCELERATORS
6.2.1.1 Rise in demand for more optimized processing in artificial intelligence applications to drive growth
TABLE 29 AI ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 30 AI ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2 PROCESSORS
6.2.2.1 Technological advancements pave way for smaller, more powerful, and more efficient chips
FIGURE 65 GRAPHICS PROCESSING UNIT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
TABLE 31 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2019–2023 (USD MILLION)
TABLE 32 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2024–2030 (USD MILLION)
6.2.2.2 Graphics Processing Unit (GPU)
TABLE 33 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 34 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.3 Central Processing Unit (CPU)
TABLE 35 CENTRAL PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 36 CENTRAL PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.4 Field Programmable Gate Arrays (FPGA)
TABLE 37 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 38 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.5 Other Processors
TABLE 39 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 40 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.3 MEMORY
6.2.3.1 Advancements in specialized memory solutions to impact performance and scalability of AI systems
TABLE 41 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 42 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.4 NETWORKING HARDWARE
6.2.4.1 Enhancing efficient AI operations with AI networking hardware to drive market growth
TABLE 43 NETWORKING HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 44 NETWORKING HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3 SOFTWARE
6.3.1 SOFTWARE, BY TYPE
FIGURE 66 GENERATIVE AI TO BE FASTER-GROWING SOFTWARE TYPE BETWEEN 2024 AND 2030
TABLE 45 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD BILLION)
TABLE 46 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD BILLION)
6.3.1.1 Discriminative AI
6.3.1.1.1 Delivering precise and actionable insights across various industries with discriminative AI to drive market growth
6.3.1.1.2 Classification Algorithms
TABLE 47 CLASSIFICATION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 48 CLASSIFICATION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.3 Regression Algorithms
TABLE 49 REGRESSION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 50 REGRESSION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.4 Deep Learning Platforms
TABLE 51 DEEP LEARNING PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 52 DEEP LEARNING PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.5 Ensemble Methods
TABLE 53 ENSEMBLE METHODS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 54 ENSEMBLE METHODS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2 Generative AI
6.3.1.2.1 Statistical models to provide powerful way to capture complex patterns in data and generate precise outputs
6.3.1.2.2 Rule-based Generative AI Models
TABLE 55 RULE-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 56 RULE-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.3 Statistical-based Generative AI Models
TABLE 57 STATISTICAL-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 58 STATISTICAL-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.4 Deep Learning Generative AI Platforms
TABLE 59 DEEP LEARNING GENERATIVE AI PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 60 DEEP LEARNING GENERATIVE AI PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.5 Generative Adversarial Networks (GANs)
TABLE 61 GENERATIVE ADVERSARIAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 62 GENERATIVE ADVERSARIAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.6 Autoencoders
TABLE 63 AUTOENCODERS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 64 AUTOENCODERS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.7 Convolutional Neural Networks (CNNs)
TABLE 65 CONVOLUTIONAL NEURAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 66 CONVOLUTIONAL NEURAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.8 Transformer Models
TABLE 67 TRANSFORMER MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 68 TRANSFORMER MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.8.1 Bidirectional Encoder Representations from Transformers (BERT)
6.3.1.2.8.2 Generative Pre-trained Transformer 1 (GPT-1)
6.3.1.2.8.3 Generative Pre-trained Transformer-2 (GPT-2)
6.3.1.2.8.4 Generative Pre-trained Transformer-3 (GPT-3)
6.3.1.2.8.5 Generative Pre-trained Transformer-4 (GPT-4)
6.3.1.2.8.6 Language Model for Dialogue Applications (LaMDA)
6.3.1.2.8.7 Other transformer models
6.3.2 SOFTWARE, BY DEPLOYMENT MODE
FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 69 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 70 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
6.3.2.1 Cloud
6.3.2.1.1 Handling large-scale data and computing-intensive tasks seamlessly with cloud-based deployment to drive market growth
TABLE 71 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 72 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
6.3.2.2 On-premises
6.3.2.2.1 On-premises deployment mode to offer enhanced security, compliance, and tailored performance
TABLE 73 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 74 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
6.3.3 SOFTWARE, BY CODING AUTOMATION
FIGURE 68 NO-CODE AI SEGMENT TO WITNESS HIGHER GROWTH RATE DURING FORECAST PERIOD
TABLE 75 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 76 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
6.3.3.1 No-code AI
6.3.3.1.1 No-code AI to democratize use of advanced AI technologies, fostering innovation across various sectors
TABLE 77 NO-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 78 NO-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.3.2 Low-code AI
6.3.3.2.1 Low-code AI to provide common framework for developing and refining AI models
TABLE 79 LOW-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 80 LOW-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4 SERVICES
FIGURE 69 MANAGED SERVICES TO REGISTER HIGHER CAGR IN ARTIFICIAL INTELLIGENCE MARKET DURING FORECAST PERIOD
TABLE 81 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 82 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
6.4.1 PROFESSIONAL SERVICES
6.4.1.1 Professional services to help organizations sustain benefits of AI technology, ensuring continuous improvement and competitive advantage
FIGURE 70 SUPPORT & MAINTENANCE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 83 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 84 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
6.4.1.2 Training & consulting
TABLE 85 TRAINING & CONSULTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 86 TRAINING & CONSULTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.1.3 System integration & deployment
TABLE 87 SYSTEM INTEGRATION & DEPLOYMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 88 SYSTEM INTEGRATION & DEPLOYMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.1.4 Support & maintenance
TABLE 89 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 90 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.2 MANAGED SERVICES
6.4.2.1 Managed services to provide end-to-end management for artificial intelligence, helping businesses focus on core competencies
TABLE 91 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 92 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY
7.1 INTRODUCTION
7.1.1 TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 71 CONTEXT AWARE AI TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 93 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 94 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
7.2 MACHINE LEARNING
7.2.1 MACHINE LEARNING ALGORITHMS TO ENABLE SYSTEMS TO LEARN FROM DATA, ENHANCING THEIR ACCURACY AND EFFICIENCY
TABLE 95 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2019–2023 (USD BILLION)
TABLE 96 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2024–2030 (USD BILLION)
7.2.2 SUPERVISED LEARNING
TABLE 97 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 98 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.2.3 UNSUPERVISED LEARNING
TABLE 99 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 100 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.2.4 REINFORCEMENT LEARNING
TABLE 101 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 102 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3 NATURAL LANGUAGE PROCESSING
7.3.1 BUSINESSES TO LEVERAGE NLP TO ENHANCE CUSTOMER SERVICE THROUGH ADVANCED CHATBOTS AND VIRTUAL ASSISTANTS
TABLE 103 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2019–2023 (USD BILLION)
TABLE 104 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2024–2030 (USD BILLION)
7.3.2 NATURAL LANGUAGE UNDERSTANDING (NLU)
TABLE 105 NATURAL LANGUAGE UNDERSTANDING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 106 NATURAL LANGUAGE UNDERSTANDING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3.2.1 Text Classification
7.3.2.2 Named Entity Recognition (NER)
7.3.2.3 Intent Recognition
7.3.2.4 Relationship Extraction
7.3.2.5 Other NLU Technologies
7.3.3 NATURAL LANGUAGE GENERATION
TABLE 107 NATURAL LANGUAGE GENERATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 108 NATURAL LANGUAGE GENERATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3.3.1 Text Summarization
7.3.3.2 Machine Translation
7.3.3.3 Language Modeling
7.3.3.4 Dialogue Generation
7.4 COMPUTER VISION
7.4.1 GROWING DEMAND FOR AUTOMATION, EFFICIENCY, AND ENHANCED DECISION-MAKING TO DRIVE ADOPTION OF COMPUTER VISION TECHNOLOGY
TABLE 109 ARTIFICIAL INTELLIGENCE MARKET, BY COMPUTER VISION, 2019–2023 (USD BILLION)
TABLE 110 ARTIFICIAL INTELLIGENCE MARKET, BY COMPUTER VISION, 2024–2030 (USD BILLION)
7.4.2 OBJECT DETECTION
TABLE 111 OBJECT DETECTION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 112 OBJECT DETECTION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.3 IMAGE CLASSIFICATION
TABLE 113 IMAGE CLASSIFICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 114 IMAGE CLASSIFICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.4 SEMANTIC SEGMENTATION
TABLE 115 SEMANTIC SEGMENTATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 116 SEMANTIC SEGMENTATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.5 FACIAL RECOGNITION
TABLE 117 FACIAL RECOGNITION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 118 FACIAL RECOGNITION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.6 OTHER COMPUTER VISION TECHNOLOGIES
TABLE 119 OTHER COMPUTER VISION TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 120 OTHER COMPUTER VISION TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5 CONTEXT-AWARE ARTIFICIAL INTELLIGENCE (CAAI)
7.5.1 USING CONTEXT ENHANCES DECISION-MAKING PROCESSES AND IMPROVES ABILITY TO INTERACT WITH USE OF CONTEXT-AWARE AI
TABLE 121 ARTIFICIAL INTELLIGENCE MARKET, BY CONTEXT-AWARE ARTIFICIAL INTELLIGENCE, 2019–2023 (USD MILLION)
TABLE 122 ARTIFICIAL INTELLIGENCE MARKET, BY CONTEXT-AWARE ARTIFICIAL INTELLIGENCE, 2024–2030 (USD MILLION)
7.5.2 CONTEXT-AWARE RECOMMENDATION SYSTEMS
TABLE 123 CONTEXT-AWARE RECOMMENDATION SYSTEMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 124 CONTEXT-AWARE RECOMMENDATION SYSTEMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5.3 MULTI-MODAL AI
TABLE 125 MULTI-MODAL AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 126 MULTI-MODAL AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5.4 CONTEXT-AWARE VIRTUAL ASSISTANTS
TABLE 127 CONTEXT-AWARE VIRTUAL ASSISTANTS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 128 CONTEXT-AWARE VIRTUAL ASSISTANTS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
8 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
8.1 INTRODUCTION
8.1.1 BUSINESS FUNCTION: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 72 CYBERSECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 129 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 130 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
8.2 MARKETING & SALES
8.2.1 AI IN MARKETING & SALES TO ENHANCE CUSTOMER ENGAGEMENT, PERSONALIZE MARKETING EFFORTS, AND OPTIMIZE SALES PROCESSES
TABLE 131 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 132 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.2.2 CUSTOMER SEGMENTATION
8.2.3 PREDICTIVE LEAD SCORING
8.2.4 PERSONALIZED RECOMMENDATIONS
8.2.5 DYNAMIC PRICING OPTIMIZATION
8.2.6 CHURN PREDICTION
8.2.7 SENTIMENT ANALYSIS
8.2.8 MARKETING ATTRIBUTION
8.2.9 OTHERS
8.3 HUMAN RESOURCES
8.3.1 DEPLOYMENT OF AI-DRIVEN CHATBOTS IN HR TO HELP IN HANDLING ROUTINE INQUIRIES FROM EMPLOYEES AND INCREASE EFFICIENCY
TABLE 133 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 134 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.3.2 CANDIDATE SCREENING
8.3.3 EMPLOYEE RETENTION ANALYSIS
8.3.4 PERFORMANCE MANAGEMENT
8.3.5 WORKFORCE PLANNING AND FORECASTING
8.3.6 EMPLOYEE FEEDBACK ANALYSIS
8.3.7 SKILL GAP ANALYSIS
8.3.8 DIVERSITY AND INCLUSION ANALYTICS
8.3.9 OTHERS
8.4 FINANCE & ACCOUNTING
8.4.1 AI IN FINANCE & ACCOUNTING TO HELP STREAMLINE PROCESSES, ENHANCE ACCURACY, AND PROVIDE VALUABLE INSIGHTS FOR DECISION-MAKING
TABLE 135 FINANCE & ACCOUNTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 136 FINANCE & ACCOUNTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.4.2 FRAUD DETECTION
8.4.3 FINANCIAL FORECASTING
8.4.4 EXPENSE MANAGEMENT
8.4.5 INVOICE PROCESSING
8.4.6 CREDIT RISK ASSESSMENT
8.4.7 REGULATORY COMPLIANCE
8.4.8 BUDGETING AND PLANNING
8.4.9 OTHERS
8.5 OPERATIONS
8.5.1 PREVENTING COSTLY DOWNTIME AND EXTENDING LIFESPAN OF ASSETS WITH USE OF AI IN OPERATIONS TO DRIVE MARKET GROWTH
TABLE 137 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 138 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.5.2 PREDICTIVE MAINTENANCE
8.5.3 SUPPLY CHAIN OPTIMIZATION
8.5.4 AIOPS
8.5.5 IT SERVICE MANAGEMENT
8.5.6 QUALITY CONTROL
8.5.7 ROUTE OPTIMIZATION
8.5.8 COLD CHAIN MONITORING
8.5.9 INVENTORY MANAGEMENT
8.5.10 PROCUREMENT AUTOMATION
8.5.11 EQUIPMENT FAILURE PREDICTION
8.5.12 OTHERS
8.6 CYBERSECURITY
8.6.1 AI USED IN CONTINUOUSLY SCANNING NETWORKS AND SYSTEMS TO DETECT AND ADDRESS SECURITY WEAKNESSES
TABLE 139 CYBERSECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 140 CYBERSECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.6.2 THREAT DETECTION & RESPONSE
8.6.3 ANOMALY DETECTION
8.6.4 VULNERABILITY ASSESSMENT
8.6.5 IDENTITY AND ACCESS MANAGEMENT
8.6.6 SECURITY AUTOMATION AND ORCHESTRATION
8.6.7 ENDPOINT PROTECTION
8.6.8 NETWORK TRAFFIC ANALYSIS
8.6.9 OTHERS
9 ARTIFICIAL INTELLIGENCE (AI) MARKET, BY VERTICAL
9.1 INTRODUCTION
9.1.1 VERTICAL: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 73 HEALTHCARE & LIFE SCIENCES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 141 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 142 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
9.2 BFSI
9.2.1 BANKS ACHIEVED INCREASED PRODUCTIVITY AND COST REDUCTION THROUGH ADOPTION OF ADVANCED ALGORITHMS AND DATA ANALYSIS
TABLE 143 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 144 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 145 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 146 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.2.2 FRAUD DETECTION & PREVENTION
9.2.3 RISK ASSESSMENT & MANAGEMENT
9.2.4 ALGORITHMIC TRADING
9.2.5 CREDIT SCORING & UNDERWRITING
9.2.6 CUSTOMER SERVICE AUTOMATION
9.2.7 PERSONALIZED FINANCIAL RECOMMENDATION
9.2.8 INVESTMENT PORTFOLIO MANAGEMENT
9.2.9 REGULATORY COMPLIANCE MONITORING
9.2.10 OTHER BFSI APPLICATIONS
9.3 RETAIL & ECOMMERCE
9.3.1 AI TO ALLOW PERSONALIZED SHOPPING EXPERIENCES AND TAILORED PRODUCT RECOMMENDATIONS IN RETAIL & ECOMMERCE
TABLE 147 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 148 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 149 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 150 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.3.2 PERSONALIZED PRODUCT RECOMMENDATION
9.3.3 CUSTOMER RELATIONSHIP MANAGEMENT
9.3.4 VISUAL SEARCH
9.3.5 VIRTUAL CUSTOMER ASSISTANT
9.3.6 PRICE OPTIMIZATION
9.3.7 SUPPLY CHAIN MANAGEMENT & DEMAND PLANNING
9.3.8 VIRTUAL STORES
9.3.9 OTHER RETAIL & ECOMMERCE APPLICATIONS
9.4 MANUFACTURING
9.4.1 ADOPTION OF INTELLIGENT SYSTEMS TO AUTOMATE AND OPTIMIZE OPERATIONS IN MANUFACTURING
TABLE 151 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 152 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 153 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 154 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.4.2 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION
9.4.3 MATERIAL MOVEMENT MANAGEMENT
9.4.4 PRODUCTION PLANNING
9.4.5 RECYCLABLE MATERIAL RECLAMATION
9.4.6 QUALITY CONTROL
9.4.7 PRODUCTION LINE OPTIMIZATION
9.4.8 INTELLIGENT INVENTORY MANAGEMENT
9.4.9 OTHER MANUFACTURING APPLICATIONS
9.5 GOVERNMENT & DEFENSE
9.5.1 INITIATIVES TAKEN BY GOVERNMENTS TO STRENGTHEN NATIONAL SECURITY WILL DRIVE MARKET GROWTH
TABLE 155 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 156 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 157 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 158 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.5.2 SURVEILLANCE & SITUATIONAL AWARENESS
9.5.3 LAW ENFORCEMENT
9.5.4 INTELLIGENCE ANALYSIS & DATA PROCESSING
9.5.5 SIMULATION & TRAINING
9.5.6 COMMAND & CONTROL
9.5.7 DISASTER RESPONSE & RECOVERY ASSISTANCE
9.5.8 E-GOVERNANCE & DIGITAL CITY SERVICES
9.5.9 OTHER GOVERNMENT & DEFENSE APPLICATIONS
9.6 HEALTHCARE & LIFE SCIENCES
9.6.1 LEVERAGING VAST DATASETS TO PROVIDE CLINICAL DECISION SUPPORT AND IMPROVING PATIENT CARE WITH AI
TABLE 159 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 160 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 161 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 162 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.6.2 PATIENT DATA & RISK ANALYSIS
9.6.3 LIFESTYLE MANAGEMENT & MONITORING AND WEARABLES
9.6.4 PRECISION MEDICINE
9.6.5 IN-PATIENT CARE & HOSPITAL MANAGEMENT
9.6.6 MEDICAL IMAGING & DIAGNOSTICS
9.6.7 DRUG DISCOVERY
9.6.8 AI-ASSISTED MEDICAL SERVICES
9.6.9 MEDICAL RESEARCH
9.6.10 OTHER HEALTHCARE & LIFE SCIENCES APPLICATIONS
9.7 TELECOMMUNICATIONS
9.7.1 AI TO HELP IN EFFICIENTLY MANAGING INCREASING DATA TRAFFIC AND IMPROVING PERFORMANCE OF NETWORKS
TABLE 163 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 164 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 165 TELECOMMUNICATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 166 TELECOMMUNICATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.7.2 NETWORK OPTIMIZATION
9.7.3 NETWORK SECURITY
9.7.4 CUSTOMER SERVICE & SUPPORT
9.7.5 NETWORK ANALYTICS
9.7.6 INTELLIGENT CALL ROUTING
9.7.7 NETWORK FAULT PREDICTION
9.7.8 VIRTUAL NETWORK ASSISTANT
9.7.9 VOICE & SPEECH RECOGNITION
9.7.10 OTHER TELECOMMUNICATIONS APPLICATIONS
9.8 ENERGY & UTILITIES
9.8.1 EFFICIENT ENERGY UTILIZATION AND COST SAVINGS BY LEVERAGING ARTIFICIAL INTELLIGENCE TO DRIVE MARKET GROWTH
TABLE 167 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 168 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 169 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 170 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.8.2 ENERGY DEMAND FORECASTING
9.8.3 GRID OPTIMIZATION & MANAGEMENT
9.8.4 ENERGY CONSUMPTION ANALYTICS
9.8.5 SMART METERING & ENERGY DATA MANAGEMENT
9.8.6 ENERGY STORAGE OPTIMIZATION
9.8.7 REAL-TIME ENERGY MONITORING & CONTROL
9.8.8 POWER QUALITY MONITORING & MANAGEMENT
9.8.9 ENERGY TRADING & MARKETING FORECASTING
9.8.10 INTELLIGENT ENERGY MANAGEMENT SYSTEMS
9.8.11 OTHER ENERGY & UTILITIES APPLICATIONS
9.9 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS
9.9.1 ADVANCEMENTS IN MACHINE LEARNING, COMPUTER VISION, AND DATA ANALYTICS TO DRIVE MARKET GROWTH
TABLE 171 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 172 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 173 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 174 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.9.2 SUPPLY CHAIN VISIBILITY AND TRACKING
9.9.3 ROUTE OPTIMIZATION
9.9.4 INTELLIGENT TRAFFIC MANAGEMENT
9.9.5 DRIVER ASSISTANCE SYSTEMS
9.9.6 SMART LOGISTICS & WAREHOUSING
9.9.7 SEMI-AUTONOMOUS & AUTONOMOUS VEHICLES
9.9.8 FLEET MANAGEMENT
9.9.9 VEHICLE DIAGNOSTICS AND TELEMATICS
9.9.10 OTHER AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS APPLICATIONS
9.10 AGRICULTURE
9.10.1 AGRICULTURE INDUSTRY HAS POTENTIAL TO ENHANCE PRODUCTIVITY, REDUCE COSTS, AND MINIMIZE WASTE USING AI
TABLE 175 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 176 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 177 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 178 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
9.10.2 CROP MONITORING & YIELD PREDICTION
9.10.3 PRECISION FARMING
9.10.4 SOIL ANALYSIS & NUTRIENT MANAGEMENT
9.10.5 PEST & DISEASE DETECTION
9.10.6 IRRIGATION OPTIMIZATION & WATER MANAGEMENT
9.10.7 AUTOMATED HARVESTING & SORTING
9.10.8 WEED DETECTION & MANAGEMENT
9.10.9 WEATHER & CLIMATE MONITORING
9.10.10 LIVESTOCK MONITORING & HEALTH MANAGEMENT
9.10.11 OTHER AGRICULTURAL APPLICATIONS
9.11 IT/ITES
9.11.1 RISE IN OPPORTUNITIES TO ENHANCE CUSTOMER EXPERIENCES AND DRIVE COMPETITIVE ADVANTAGE BY LEVERAGING AI
TABLE 179 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 180 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 181 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 182 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.11.2 AUTOMATED CODE GENERATION & OPTIMIZATION
9.11.3 AUTOMATED IT ASSET MANAGEMENT
9.11.4 IT TICKETING & SUPPORT AUTOMATION
9.11.5 INTELLIGENT DATA BACKUP & RECOVERY
9.11.6 AUTOMATED SOFTWARE TESTING & QUALITY ASSURANCE
9.11.7 OTHER IT/ITES APPLICATIONS
9.12 MEDIA & ENTERTAINMENT
9.12.1 AI TO ENABLE MEDIA & ENTERTAINMENT COMPANIES TO ANALYZE VAST AMOUNTS OF DATA, AUTOMATE PROCESSES, AND EXTRACT VALUABLE INSIGHTS
TABLE 183 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 184 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 185 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 186 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.12.2 CONTENT RECOMMENDATION SYSTEMS
9.12.3 CONTENT CREATION & GENERATION
9.12.4 CONTENT COPYRIGHT PROTECTION
9.12.5 AUDIENCE ANALYTICS AND SEGMENTATION
9.12.6 PERSONALIZED ADVERTISING
9.12.7 OTHER MEDIA & ENTERTAINMENT APPLICATIONS
9.13 OTHER VERTICALS
TABLE 187 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 188 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
10 ARTIFICIAL INTELLIGENCE (AI) MARKET, BY REGION
10.1 INTRODUCTION
FIGURE 74 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 75 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 189 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 190 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
10.2 NORTH AMERICA
10.2.1 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.2.2 NORTH AMERICA: RECESSION IMPACT
FIGURE 76 NORTH AMERICA: MARKET SNAPSHOT
TABLE 191 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 192 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 193 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 194 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 195 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 196 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 197 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 198 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 199 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 200 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 201 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 202 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 203 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 204 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 205 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 206 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 207 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 208 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 209 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 210 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.2.3 US
10.2.3.1 Growth initiatives by US government and businesses to drive market growth
TABLE 211 US: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 212 US: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.2.4 CANADA
10.2.4.1 Rise in adoption of technologies for research and innovation in Canada to drive market growth
TABLE 213 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 214 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3 EUROPE
10.3.1 EUROPE: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.3.2 EUROPE: RECESSION IMPACT
TABLE 215 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 216 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 217 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 218 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 219 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 220 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 221 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 222 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 223 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 224 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 225 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 226 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 227 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 228 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 229 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 230 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 231 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 232 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 233 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 234 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.3.3 UK
10.3.3.1 Continuous investments and initiatives by UK government to bolster growth of AI market
TABLE 235 UK: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 236 UK: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.4 GERMANY
10.3.4.1 Increasing need to prioritize artificial intelligence governance aligning with regulatory frameworks to drive market growth in Germany
TABLE 237 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 238 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.5 FRANCE
10.3.5.1 Active promotions of AI initiatives and investments in research and development to push French market forward
TABLE 239 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 240 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.6 ITALY
10.3.6.1 Adoption of sophisticated technologies with thriving startup ecosystem in Italy to drive market growth
TABLE 241 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 242 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.7 SPAIN
10.3.7.1 Initiatives by Spanish government to promote widespread adoption of artificial intelligence
TABLE 243 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 244 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.8 NORDICS
TABLE 245 NORDICS: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 246 NORDICS: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.9 BENELUX
TABLE 247 BENELUX: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 248 BENELUX: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.10 REST OF EUROPE
TABLE 249 REST OF EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 250 REST OF EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4 ASIA PACIFIC
10.4.1 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.4.2 ASIA PACIFIC: IMPACT OF RECESSION
FIGURE 77 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 251 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 252 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 253 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 254 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 255 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 256 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 257 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 258 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 259 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 260 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 261 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 262 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 263 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 264 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 265 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 266 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 267 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 268 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 269 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 270 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.4.3 CHINA
10.4.3.1 Government initiatives and regulations in favor of AI development in China to drive market growth
TABLE 271 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 272 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.4 INDIA
10.4.4.1 Exploring generative AI for innovation and industry transformation in India to drive market growth
TABLE 273 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 274 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.5 JAPAN
10.4.5.1 Japan’s diverse ecosystem of startups and established tech giants to drive innovation
TABLE 275 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 276 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.6 SOUTH KOREA
10.4.6.1 Government investments in artificial intelligence infrastructure to enhance citizen services in South Korea
TABLE 277 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 278 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.7 AUSTRALIA & NEW ZEALAND
10.4.7.1 Business experiment with gen AI applications to analyze vast amounts of data and extract valuable insights will drive market growth
TABLE 279 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 280 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.8 ASEAN
TABLE 281 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 282 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.9 REST OF ASIA PACIFIC
TABLE 283 REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 284 REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
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 285 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 286 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 287 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 288 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
TABLE 289 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)
TABLE 290 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)
TABLE 291 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 292 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 293 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 294 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
TABLE 295 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 296 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 297 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 298 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 299 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 300 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 301 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 302 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 303 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 304 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.5.3 SAUDI ARABIA
10.5.3.1 Greater emphasis on artificial intelligence development across key industry verticals in Saudi Arabia to drive market growth
TABLE 305 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 306 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 307 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 308 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 309 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 310 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 311 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 312 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
10.5.4 UAE
10.5.4.1 Implementing proactive strategies and establishing regulatory frameworks for AI adoption to drive market growth
TABLE 313 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 314 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.5 SOUTH AFRICA
10.5.5.1 Huge investments in South Africa to develop small and medium-sized enterprises for betterment of society will drive market growth
TABLE 315 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 316 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.6 TURKEY
10.5.6.1 Turkish government fostering innovation to drive economic growth
TABLE 317 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 318 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.7 QATAR
10.5.7.1 Robust and resilient physical and digital infrastructure to be key enabler for Qatar’s economic development
TABLE 319 QATAR: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 320 QATAR: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.8 EGYPT
10.5.8.1 Government’s strategic focus on digital transformation and innovation to drive the growth of market in Egypt
TABLE 321 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 322 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.9 KUWAIT
10.5.9.1 Rising number of investments in AI technologies and government initiatives to push the market in Kuwait
TABLE 323 KUWAIT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 324 KUWAIT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.10 REST OF MIDDLE EAST & AFRICA
TABLE 325 REST OF MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 326 REST OF MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6 LATIN AMERICA
10.6.1 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.6.2 LATIN AMERICA: IMPACT OF RECESSION
TABLE 327 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 328 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 329 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 330 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
TABLE 331 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)
TABLE 332 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)
TABLE 333 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 334 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 335 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 336 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
TABLE 337 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 338 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 339 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 340 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 341 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 342 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 343 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 344 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 345 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 346 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.6.3 BRAZIL
10.6.3.1 Strong governmental support and growing interest from private enterprises to boost AI market in Brazil
TABLE 347 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 348 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.4 MEXICO
10.6.4.1 Mexico to become digitally advanced country due to adoption of AI
TABLE 349 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 350 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.5 ARGENTINA
10.6.5.1 Adoption of artificial intelligence to enhance processes and improve decision-making of businesses in Argentina
TABLE 351 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 352 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.6 CHILE
10.6.6.1 Rise in adoption of artificial intelligence to promote research and innovation centered around human well-being to drive market growth
TABLE 353 CHILE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 354 CHILE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.7 REST OF LATIN AMERICA
TABLE 355 REST OF LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 356 REST OF LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
11 COMPETITIVE LANDSCAPE
11.1 OVERVIEW
11.2 KEY PLAYER STRATEGIES
TABLE 357 OVERVIEW OF STRATEGIES ADOPTED BY KEY ARTIFICIAL INTELLIGENCE VENDORS
11.3 REVENUE ANALYSIS
FIGURE 78 TOP 5 PLAYERS DOMINATED MARKET FOR LAST 5 YEARS
11.4 MARKET SHARE ANALYSIS
FIGURE 79 SHARE OF LEADING COMPANIES IN ARTIFICIAL INTELLIGENCE MARKET, 2023
11.4.1 MARKET RANKING ANALYSIS
TABLE 358 ARTIFICIAL INTELLIGENCE MARKET: DEGREE OF COMPETITION
11.5 PRODUCT COMPARATIVE ANALYSIS
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY MACHINE LEARNING
FIGURE 80 PRODUCT COMPARATIVE ANALYSIS, BY MACHINE LEARNING
11.5.1.1 Vertex AI
11.5.1.2 Amazon Forecast
11.5.1.3 NVIDIA Jarvis
11.5.1.4 SAS Viya
11.5.1.5 Microsoft Azure AI Personalizer
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY NATURAL LANGUAGE PROCESSING
FIGURE 81 PRODUCT COMPARATIVE ANALYSIS, BY NATURAL LANGUAGE PROCESSING
11.5.2.1 Gensim
11.5.2.2 MindMeld
11.5.2.3 Google Cloud Natural Language
11.5.2.4 MonkeyLearn
11.5.2.5 Amazon Comprehend
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY COMPUTER VISION
FIGURE 82 PRODUCT COMPARATIVE ANALYSIS, BY COMPUTER VISION
11.5.3.1 OpenCV
11.5.3.2 Viso Suite
11.5.3.3 TensorFlow
11.5.3.4 MATLAB
11.5.3.5 Keras
11.6 COMPANY VALUATION AND FINANCIAL METRICS
FIGURE 83 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 84 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
11.7.1 STARS
11.7.2 EMERGING LEADERS
11.7.3 PERVASIVE PLAYERS
11.7.4 PARTICIPANTS
FIGURE 85 ARTIFICIAL INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
11.7.5.1 Company Footprint
FIGURE 86 COMPANY FOOTPRINT (23 COMPANIES)
11.7.5.2 Region Footprint
TABLE 359 REGION FOOTPRINT (23 COMPANIES)
11.7.5.3 Technology Footprint
TABLE 360 TECHNOLOGY FOOTPRINT (23 COMPANIES)
11.7.5.4 Vertical Footprint
TABLE 361 VERTICAL FOOTPRINT (23 COMPANIES)
11.7.5.5 Business Function Footprint
TABLE 362 BUSINESS FUNCTION FOOTPRINT (23 COMPANIES)
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
11.8.1 PROGRESSIVE COMPANIES
11.8.2 RESPONSIVE COMPANIES
11.8.3 DYNAMIC COMPANIES
11.8.4 STARTING BLOCKS
FIGURE 87 ARTIFICIAL INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
11.8.5.1 Detailed List of Key Startups/SMEs
TABLE 363 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
11.8.5.2 Competitive Benchmarking of Key Startups/SMEs
TABLE 364 ARTIFICIAL INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
11.9 COMPETITIVE SCENARIO AND TRENDS
11.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 365 ARTIFICIAL INTELLIGENCE MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–APRIL 2024
11.9.2 DEALS
TABLE 366 ARTIFICIAL INTELLIGENCE MARKET: DEALS, JANUARY 2021–APRIL 2024
12 COMPANY PROFILES
12.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
12.2 MAJOR PLAYERS
12.2.1 GOOGLE
TABLE 367 GOOGLE: BUSINESS OVERVIEW
FIGURE 88 GOOGLE: COMPANY SNAPSHOT
TABLE 368 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 369 GOOGLE: DEALS
TABLE 370 GOOGLE: EXPANSIONS
12.2.2 MICROSOFT
TABLE 371 MICROSOFT: BUSINESS OVERVIEW
FIGURE 89 MICROSOFT: COMPANY SNAPSHOT
TABLE 372 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 373 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 374 MICROSOFT: DEALS
12.2.3 IBM
TABLE 375 IBM: BUSINESS OVERVIEW
FIGURE 90 IBM: COMPANY SNAPSHOT
TABLE 376 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 377 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 378 IBM: DEALS
12.2.4 ORACLE
TABLE 379 ORACLE: BUSINESS OVERVIEW
FIGURE 91 ORACLE: COMPANY SNAPSHOT
TABLE 380 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 381 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 382 ORACLE: DEALS
12.2.5 AWS
TABLE 383 AWS: BUSINESS OVERVIEW
FIGURE 92 AWS: COMPANY SNAPSHOT
TABLE 384 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 385 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 386 AWS: DEALS
TABLE 387 AWS: OTHERS
12.2.6 INTEL
TABLE 388 INTEL: BUSINESS OVERVIEW
FIGURE 93 INTEL: COMPANY SNAPSHOT
TABLE 389 INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 390 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 391 INTEL: DEALS
12.2.7 SALESFORCE
TABLE 392 SALESFORCE: BUSINESS OVERVIEW
TABLE 393 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 394 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 395 SALESFORCE: DEALS
12.2.8 SAP
TABLE 396 SAP: BUSINESS OVERVIEW
FIGURE 95 SAP: COMPANY SNAPSHOT
TABLE 397 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 398 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 399 SAP: DEALS
12.2.9 AMD
TABLE 400 AMD: BUSINESS OVERVIEW
FIGURE 96 AMD: COMPANY SNAPSHOT
TABLE 401 AMD: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 402 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 403 AMD: DEALS
12.2.10 QUALCOMM
TABLE 404 QUALCOMM: BUSINESS OVERVIEW
FIGURE 97 QUALCOMM: COMPANY SNAPSHOT
TABLE 405 QUALCOMM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 406 QUALCOMM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 407 QUALCOMM: DEALS
12.2.11 CISCO
TABLE 408 CISCO: BUSINESS OVERVIEW
FIGURE 98 CISCO: COMPANY SNAPSHOT
TABLE 409 CISCO: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 410 CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 411 CISCO: DEALS
12.2.12 META
TABLE 412 META: BUSINESS OVERVIEW
FIGURE 99 META: COMPANY SNAPSHOT
TABLE 413 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 414 META: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 415 META: DEALS
12.2.13 HPE
TABLE 416 HPE: BUSINESS OVERVIEW
FIGURE 100 HPE: COMPANY SNAPSHOT
TABLE 417 HPE: PRODUCTS OFFERED
TABLE 418 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 419 HPE: DEALS
12.2.14 SIEMENS
TABLE 420 SIEMENS: BUSINESS OVERVIEW
FIGURE 101 SIEMENS: COMPANY SNAPSHOT
TABLE 421 SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 422 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 423 SIEMENS: DEALS
12.2.15 NVIDIA
TABLE 424 NVIDIA: BUSINESS OVERVIEW
FIGURE 102 NVIDIA: COMPANY SNAPSHOT
TABLE 425 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 426 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 427 NVIDIA: DEALS
12.2.16 BAIDU
TABLE 428 BAIDU: BUSINESS OVERVIEW
FIGURE 103 BAIDU: COMPANY SNAPSHOT
TABLE 429 BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 430 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 431 BAIDU: DEALS
12.2.17 SAS INSTITUTE
TABLE 432 SAS INSTITUTE: BUSINESS OVERVIEW
TABLE 433 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 434 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 435 SAS INSTITUTE: DEALS
12.2.18 OPENAI
TABLE 436 OPENAI: BUSINESS OVERVIEW
TABLE 437 OPENAI: SOLUTIONS/SERVICES OFFERED
TABLE 438 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 439 OPENAI: DEALS
12.2.19 C3 AI
TABLE 440 C3 AI: BUSINESS OVERVIEW
FIGURE 104 C3 AI: COMPANY SNAPSHOT
TABLE 441 C3 AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 442 C3 AI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 443 C3 AI: DEALS
12.2.20 HUAWEI
TABLE 444 HUAWEI: BUSINESS OVERVIEW
TABLE 445 HUAWEI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 446 HUAWEI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 447 HUAWEI: DEALS
12.2.21 ALIBABA CLOUD
TABLE 448 ALIBABA CLOUD: BUSINESS OVERVIEW
TABLE 449 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 450 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 451 ALIBABA CLOUD: DEALS
12.2.22 HQE SYSTEMS, INC.
TABLE 452 HQE SYSTEMS, INC.: BUSINESS OVERVIEW
TABLE 453 HQE SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
12.2.23 APPIER
TABLE 454 APPIER: BUSINESS OVERVIEW
FIGURE 105 APPIER: COMPANY SNAPSHOT
TABLE 455 APPIER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 456 APPIER: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 457 APPIER: DEALS
*Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.
12.3 STARTUP/SME PROFILES
12.3.1 ADEPT
12.3.2 H2O.AI
12.3.3 SPOT AI
12.3.4 ANDURIL INDUSTRIES
12.3.5 ANTHROPIC
12.3.6 COHERE
12.3.7 INBENTA
12.3.8 CHARACTER.AI
12.3.9 DEEPL
12.3.10 ATOMWISE
12.3.11 INFLECTION AI
12.3.12 GLEAN
12.3.13 MOVEWORKS
12.3.14 ARROW AI
12.3.15 OBSERVE AI
12.3.16 ANYSCALE
12.3.17 FRAME AI
12.3.18 AI21 LABS
12.3.19 PERSADO
12.3.20 UIZARD
12.3.21 SYNTHESIA
12.3.22 DIALPAD
12.3.23 GRAPHCORE
12.3.24 SHIELD AI
12.3.25 SCALE AI
12.3.26 IRIS AUTOMATION
12.3.27 GAMAYA
12.3.28 ARTHUR AI
12.3.29 CAPACITY
12.3.30 MYTHIC
12.3.31 ADA
12.3.32 MOSTLY AI
12.3.33 SENTIENT.IO
12.3.34 LUMEN5
12.3.35 AERA TECHNOLOGY
12.3.36 METROPOLIS TECHNOLOGIES
12.3.37 CEREBRAS
12.3.38 HAILO
12.3.39 JASPER
12.3.40 SOUNDFUL
12.3.41 WRITESONIC
12.3.42 ONE AI
13 ADJACENT AND RELATED MARKETS
13.1 INTRODUCTION
13.2 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2030
13.2.1 MARKET DEFINITION
13.2.2 MARKET OVERVIEW
13.2.2.1 Generative AI market, by offering
TABLE 458 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 459 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
13.2.2.2 Generative AI market, by data modality
TABLE 460 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 461 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
13.2.2.3 Generative AI market, by application
TABLE 462 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 463 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
13.2.2.4 Generative AI market, by vertical
TABLE 464 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 465 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
13.2.2.5 Generative AI market, by region
TABLE 466 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 467 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
13.3 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2030
13.3.1 MARKET DEFINITION
13.3.2 MARKET OVERVIEW
13.3.2.1 Conversational AI market, by offering
TABLE 468 CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 469 CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
13.3.2.2 Conversational AI market, by business function
TABLE 470 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 471 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
13.3.2.3 Conversational AI market, by conversational agent type
TABLE 472 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019–2023 (USD MILLION)
TABLE 473 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024–2030 (USD MILLION)
13.3.2.4 Conversational AI market, by vertical
TABLE 474 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 475 CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
13.3.2.5 Conversational AI market, by region
TABLE 476 CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 477 CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)
14 APPENDIX
14.1 DISCUSSION GUIDE
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
14.3 CUSTOMIZATION OPTIONS
14.4 RELATED REPORTS
14.5 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
TABLE 1 ARTIFICIAL INTELLIGENCE MARKET: DETAILED SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 2 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2023
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 IMPACT OF RECESSION
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 ARTIFICIAL INTELLIGENCE MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 3 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 ARTIFICIAL INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF ARTIFICIAL INTELLIGENCE MARKET
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL IT SPENDING
2.4 MARKET FORECAST
TABLE 4 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 LIMITATIONS
FIGURE 8 STUDY LIMITATIONS
2.7 IMPLICATIONS OF RECESSION ON ARTIFICIAL INTELLIGENCE MARKET
TABLE 5 IMPACT OF RECESSION ON GLOBAL ARTIFICIAL INTELLIGENCE MARKET
3 EXECUTIVE SUMMARY
TABLE 6 GLOBAL ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2019–2023 (USD BILLION, Y-O-Y %)
TABLE 7 GLOBAL ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2024–2030 (USD BILLION, Y-O-Y %)
FIGURE 9 SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2024
FIGURE 10 AI ACCELERATORS TO BE LEADING SEGMENT IN 2024
FIGURE 11 GRAPHICS PROCESSING UNIT (GPU) TO BE LARGEST SEGMENT IN 2024
FIGURE 12 DISCRIMINATIVE AI TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024
FIGURE 13 TRANSFORMER MODELS SLATED TO BECOME FASTEST-GROWING SEGMENT DURING FORECAST PERIOD
FIGURE 14 DEEP LEARNING PLATFORMS TO BECOMING LEADING SEGMENT IN 2024
FIGURE 15 CLOUD SEGMENT TO BECOME LEADING SOFTWARE DEPLOYMENT MODE IN 2024
FIGURE 16 LOW-CODE AI SOFTWARE TO REGISTER LARGER MARKET SHARE IN 2024
FIGURE 17 PROFESSIONAL SERVICES TO REGISTER LARGER MARKET SHARE IN 2024
FIGURE 18 TRAINING & CONSULTING TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
FIGURE 19 MACHINE LEARNING TO EMERGE AS LARGEST SEGMENT IN 2024
FIGURE 20 MARKETING & SALES TO BE LEADING SEGMENT IN 2024
FIGURE 21 HEALTHCARE & LIFE SCIENCES TO EMERGE AS FASTEST-GROWING VERTICAL DURING FORECAST PERIOD
FIGURE 22 ASIA PACIFIC TO REGISTER HIGHEST GROWTH RATE BETWEEN 2024 AND 2030
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES IN ARTIFICIAL INTELLIGENCE MARKET
FIGURE 23 INCREASING DEMAND FOR GENERATIVE AI AND IMPROVING PERFORMANCE OF AI ALGORITHMS ON EDGE DEVICES TO DRIVE MARKET GROWTH
4.2 OVERVIEW OF RECESSION IN GLOBAL ARTIFICIAL INTELLIGENCE MARKET
FIGURE 24 ARTIFICIAL INTELLIGENCE MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
4.3 ARTIFICIAL INTELLIGENCE MARKET: TOP THREE TECHNOLOGIES
FIGURE 25 CONTEXT-AWARE AI SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
4.4 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING AND VERTICAL
FIGURE 26 SOFTWARE SEGMENT AND HEALTHCARE & LIFE SCIENCES VERTICAL TO BE LARGEST SHAREHOLDERS IN NORTH AMERICA IN 2024
4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
FIGURE 27 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET
5.2.1 DRIVERS
5.2.1.1 Growth in adoption of autonomous artificial intelligence
FIGURE 29 END-USER SPENDING ON AUTONOMOUS AI AMOUNTED TO USD 4.7 BILLION IN 2023
5.2.1.2 Rise of deep learning and machine learning technologies
FIGURE 30 IMPROVEMENTS IN DEEP LEARNING HAVE LED TO AI MODELS MATCHING HUMAN PERFORMANCE IN COGNITIVE SKILLS
5.2.1.3 Advancements in computing power and availability of large databases
FIGURE 31 RAPID STRIDES IN COMPUTING POWER HAVE LED TO DEVELOPMENT OF SOPHISTICATED AI MODELS TRAINED ON EXTREMELY LARGE DATASETS
5.2.2 RESTRAINTS
5.2.2.1 Shortage of skilled artificial intelligence professionals
FIGURE 32 SHORTAGE OF SKILLED AI WORKFORCE HAS LED TO SHARP SPIKE IN SALARIES OF AI PROFESSIONALS
5.2.2.2 Regulatory and legal implications of artificial intelligence
5.2.2.3 High initial investment and implementation costs
FIGURE 33 HIGH COST OF AI MODEL TRAINING REMAINS SIGNIFICANT BARRIER TO WIDESPREAD AI ADOPTION
5.2.3 OPPORTUNITIES
5.2.3.1 Growing adoption of cloud-based AI solutions
FIGURE 34 PUBLIC CLOUD WAS MOST POPULAR DEPLOYMENT MODE OF ARTIFICIAL INTELLIGENCE-AS-A-SERVICE IN 2023
5.2.3.2 Expansion of edge AI capabilities for real-time data processing and decision-making
FIGURE 35 ARTIFICIAL INTELLIGENCE SOLUTIONS GAINING MOMENTUM FOR HANDLING DIVERSE DATA GENERATED VIA EDGE DEVICES
5.2.3.3 Advancements in generative AI to open new avenues for AI-powered content creation
FIGURE 36 GENERATIVE AI WITNESSED RAPID ADOPTION ACROSS ENTERPRISE USE CASES, INCLUDING CONTENT GENERATION & CURATION
5.2.4 CHALLENGES
5.2.4.1 Lack of transparency and explainability in decision-making process of AI
5.2.4.2 Concerns related to bias and inaccurately generated output
FIGURE 37 AI MODELS LIKE CHATGPT STILL MARRED BY ISSUES SUCH AS BIAS, INACCURACIES, AND INCONSISTENCIES IN OUTPUT
5.2.4.3 Integration challenges and lack of understanding of state-of-the-art systems
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
5.3.6 ENVIRONMENTAL IMPACT
FIGURE 38 CO2 EQUIVALENT EMISSIONS (TONNES) OF ARTIFICIAL INTELLIGENCE MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022
FIGURE 39 AI DATA CENTERS EXPECTED TO ACCOUNT FOR 13% OF ANNUAL GLOBAL ELECTRICITY CONSUMPTION AND 6% OF CARBON FOOTPRINT BY 2030
5.4 EVOLUTION OF ARTIFICIAL INTELLIGENCE (AI) MARKET
FIGURE 40 EVOLUTION OF ARTIFICIAL INTELLIGENCE
5.5 ARTIFICIAL INTELLIGENCE AUTONOMY LEVELS
5.5.1 WEAK/NARROW ARTIFICIAL INTELLIGENCE
5.5.2 STRONG ARTIFICIAL INTELLIGENCE
5.5.2.1 Artificial General Intelligence (AGI)
5.5.2.2 Artificial Super Intelligence (ASI)
5.6 SUPPLY CHAIN ANALYSIS
FIGURE 41 ARTIFICIAL INTELLIGENCE MARKET: SUPPLY CHAIN ANALYSIS
TABLE 8 ARTIFICIAL INTELLIGENCE (AI) MARKET: SUPPLY CHAIN ANALYSIS
5.7 ECOSYSTEM ANALYSIS
TABLE 9 ARTIFICIAL INTELLIGENCE (AI) MARKET: ECOSYSTEM
FIGURE 42 KEY PLAYERS IN ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM (PART 1/2)
FIGURE 43 KEY PLAYERS IN ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM (PART 2/2)
5.7.1 ARTIFICIAL INTELLIGENCE HARDWARE PROVIDERS
5.7.2 ARTIFICIAL INTELLIGENCE SOFTWARE PROVIDERS
5.7.3 ARTIFICIAL INTELLIGENCE PLATFORM PROVIDERS
5.7.4 ARTIFICIAL INTELLIGENCE NETWORK PROVIDERS
5.7.5 ARTIFICIAL INTELLIGENCE SECURITY PROVIDERS
5.7.6 ARTIFICIAL INTELLIGENCE SERVICE PROVIDERS
5.7.7 ARTIFICIAL INTELLIGENCE CLOUD PROVIDERS
5.8 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
FIGURE 44 TOP 10 AI UNICORNS, BY ENTERPRISE VALUATION, 2023
FIGURE 45 AI STARTUPS: EQUITY DEALS AND FUNDING VALUE, 2017–2023
FIGURE 46 ARTIFICIAL INTELLIGENCE EQUITY FUNDING, BY TYPE, 2019–2023
FIGURE 47 ARTIFICIAL INTELLIGENCE FUNDING, BY REGION, 2022–2023
FIGURE 48 AVERAGE DEAL SIZE AND MEDIAN DEAL SIZE FOR AI STARTUPS, 2019–2023
FIGURE 49 MERGERS AND ACQUISITIONS IN AI INDUSTRY, 2019–2023
FIGURE 50 MOST ACTIVE INVESTORS IN AI, BY NUMBER OF COMPANIES BACKED, Q4 2023
5.9 CASE STUDY ANALYSIS
5.9.1 HEALTHCARE & LIFE SCIENCES
5.9.1.1 AstraZeneca accelerated time to insights using Amazon SageMaker
5.9.2 MANUFACTURING
5.9.2.1 Siemens connected frontline workers and engineers for real-time problem-solving using Azure AI
5.9.3 RETAIL & E-COMMERCE
5.9.3.1 Unified customer data and experiences for Home Depot across its online and in-store channels
5.9.4 TELECOMMUNICATIONS
5.9.4.1 T-mobile data fine-tuned with Nvidia riva services to resolve customer issues in real-time
5.9.5 BFSI
5.9.5.1 Accelerated collection and analysis of investment information for Edgar Finance with help of IBM
5.10 TECHNOLOGY ANALYSIS
5.10.1 KEY TECHNOLOGIES
5.10.1.1 Generative AI
5.10.1.2 Conversational AI
5.10.1.3 Autonomous AI & Autonomous Agent
5.10.1.4 AutoML
5.10.1.5 Causal AI
5.10.1.6 Decision Intelligence
5.10.1.7 MLOps
5.10.1.8 Embedded AI
5.10.1.9 Composite AI
5.10.2 COMPLEMENTARY TECHNOLOGIES
5.10.2.1 Blockchain
5.10.2.2 Edge Computing
5.10.2.3 Sensors and Robotics
5.10.2.4 Cybersecurity
5.10.3 ADJACENT TECHNOLOGIES
5.10.3.1 Predictive Analytics
5.10.3.2 IoT
5.10.3.3 Big Data
5.10.3.4 Augmented Reality
5.10.3.5 Virtual Reality
5.11 TARIFF AND REGULATORY LANDSCAPE
5.11.1 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231)
TABLE 10 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231), 2023
5.11.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.11.3 REGULATIONS: ARTIFICIAL INTELLIGENCE
5.11.3.1 North America
5.11.3.1.1 SCR 17: Artificial Intelligence Bill (California)
5.11.3.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.11.3.1.3 National Artificial Intelligence Initiative Act (NAIIA)
5.11.3.1.4 The Artificial Intelligence and Data Act (AIDA) - Canada
5.11.3.2 Europe
5.11.3.2.1 The European Union (EU) - Artificial Intelligence Act (AIA)
5.11.3.2.2 General Data Protection Regulation (Europe)
5.11.3.3 Asia Pacific
5.11.3.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.11.3.3.2 The National AI Strategy (Singapore)
5.11.3.3.3 The Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.11.3.4 Middle East & Africa
5.11.3.4.1 The National Strategy for Artificial Intelligence (UAE)
5.11.3.4.2 The National Artificial Intelligence Strategy (Qatar)
5.11.3.4.3 The AI Ethics Principles and Guidelines (Dubai)
5.11.3.5 Latin America
5.11.3.5.1 The Santiago Declaration (Chile)
5.11.3.5.2 The Brazilian Artificial Intelligence Strategy (EBIA)
5.12 PATENT ANALYSIS
5.12.1 METHODOLOGY
5.12.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 16 PATENTS FILED, 2013–2023
5.12.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 51 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.12.3.1 Top 10 applicants in artificial intelligence market
FIGURE 52 TOP 10 APPLICANTS IN ARTIFICIAL INTELLIGENCE MARKET, 2013–2023
TABLE 17 TOP 20 PATENT OWNERS IN ARTIFICIAL INTELLIGENCE MARKET, 2013–2023
TABLE 18 LIST OF FEW PATENTS IN ARTIFICIAL INTELLIGENCE MARKET, 2022–2023
FIGURE 53 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
5.13 PRICING ANALYSIS
5.13.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY TECHNOLOGY
FIGURE 54 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 TECHNOLOGIES
TABLE 19 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 TECHNOLOGIES (USD)
5.13.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
TABLE 20 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING
5.14 TRADE ANALYSIS
5.14.1 EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS
FIGURE 55 PROCESSORS AND CONTROLLERS EXPORT, BY KEY COUNTRY, 2016–2023 (USD BILLION)
5.14.2 IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS
FIGURE 56 PROCESSORS AND CONTROLLERS IMPORT, BY KEY COUNTRY, 2016–2023 (USD BILLION)
5.15 KEY CONFERENCES AND EVENTS (2024–2025)
TABLE 21 ARTIFICIAL INTELLIGENCE (AI) MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025
5.16 PORTER’S FIVE FORCES ANALYSIS
TABLE 22 PORTERS’ FIVE FORCES’ IMPACT ON ARTIFICIAL INTELLIGENCE (AI) MARKET
FIGURE 57 ARTIFICIAL INTELLIGENCE (AI) MARKET: PORTER’S FIVE FORCES ANALYSIS
5.16.1 THREAT OF NEW ENTRANTS
5.16.2 THREAT OF SUBSTITUTES
5.16.3 BARGAINING POWER OF SUPPLIERS
5.16.4 BARGAINING POWER OF BUYERS
5.16.5 INTENSITY OF COMPETITIVE RIVALRY
5.17 ARTIFICIAL INTELLIGENCE MARKET TECHNOLOGY ROADMAP
FIGURE 58 TECHNOLOGY ROADMAP FOR ARTIFICIAL INTELLIGENCE MARKET
5.18 ARTIFICIAL INTELLIGENCE BUSINESS MODELS
FIGURE 59 BUSINESS MODELS OF ARTIFICIAL INTELLIGENCE MARKET
5.18.1 AI SAAS PRODUCT VENDOR
5.18.2 AI PLATFORM VENDOR
5.18.3 AI LICENSING AND INTELLECTUAL PROPERTY VENDOR
5.18.4 AI TECHNICAL CONSULTING VENDOR
5.18.5 AI MANAGEMENT CONSULTING VENDOR
5.18.6 AI RESEARCH AND DEVELOPMENT VENDOR
5.19 KEY STAKEHOLDERS & BUYING CRITERIA
5.19.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 60 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
TABLE 23 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
5.19.2 BUYING CRITERIA
FIGURE 61 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
TABLE 24 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
5.20 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.20.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
FIGURE 62 ARTIFICIAL INTELLIGENCE MARKET: TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
6 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 63 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 25 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 26 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
6.2 HARDWARE
FIGURE 64 AI ACCELERATORS TO HOLD LARGEST SHARE IN 2024
TABLE 27 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 28 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
6.2.1 AI ACCELERATORS
6.2.1.1 Rise in demand for more optimized processing in artificial intelligence applications to drive growth
TABLE 29 AI ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 30 AI ACCELERATORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2 PROCESSORS
6.2.2.1 Technological advancements pave way for smaller, more powerful, and more efficient chips
FIGURE 65 GRAPHICS PROCESSING UNIT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
TABLE 31 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2019–2023 (USD MILLION)
TABLE 32 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2024–2030 (USD MILLION)
6.2.2.2 Graphics Processing Unit (GPU)
TABLE 33 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 34 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.3 Central Processing Unit (CPU)
TABLE 35 CENTRAL PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 36 CENTRAL PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.4 Field Programmable Gate Arrays (FPGA)
TABLE 37 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 38 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.5 Other Processors
TABLE 39 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 40 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.3 MEMORY
6.2.3.1 Advancements in specialized memory solutions to impact performance and scalability of AI systems
TABLE 41 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 42 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.4 NETWORKING HARDWARE
6.2.4.1 Enhancing efficient AI operations with AI networking hardware to drive market growth
TABLE 43 NETWORKING HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 44 NETWORKING HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3 SOFTWARE
6.3.1 SOFTWARE, BY TYPE
FIGURE 66 GENERATIVE AI TO BE FASTER-GROWING SOFTWARE TYPE BETWEEN 2024 AND 2030
TABLE 45 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD BILLION)
TABLE 46 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD BILLION)
6.3.1.1 Discriminative AI
6.3.1.1.1 Delivering precise and actionable insights across various industries with discriminative AI to drive market growth
6.3.1.1.2 Classification Algorithms
TABLE 47 CLASSIFICATION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 48 CLASSIFICATION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.3 Regression Algorithms
TABLE 49 REGRESSION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 50 REGRESSION ALGORITHMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.4 Deep Learning Platforms
TABLE 51 DEEP LEARNING PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 52 DEEP LEARNING PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.1.5 Ensemble Methods
TABLE 53 ENSEMBLE METHODS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 54 ENSEMBLE METHODS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2 Generative AI
6.3.1.2.1 Statistical models to provide powerful way to capture complex patterns in data and generate precise outputs
6.3.1.2.2 Rule-based Generative AI Models
TABLE 55 RULE-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 56 RULE-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.3 Statistical-based Generative AI Models
TABLE 57 STATISTICAL-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 58 STATISTICAL-BASED GENERATIVE AI MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.4 Deep Learning Generative AI Platforms
TABLE 59 DEEP LEARNING GENERATIVE AI PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 60 DEEP LEARNING GENERATIVE AI PLATFORMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.5 Generative Adversarial Networks (GANs)
TABLE 61 GENERATIVE ADVERSARIAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 62 GENERATIVE ADVERSARIAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.6 Autoencoders
TABLE 63 AUTOENCODERS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 64 AUTOENCODERS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.7 Convolutional Neural Networks (CNNs)
TABLE 65 CONVOLUTIONAL NEURAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 66 CONVOLUTIONAL NEURAL NETWORKS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.8 Transformer Models
TABLE 67 TRANSFORMER MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 68 TRANSFORMER MODELS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.8.1 Bidirectional Encoder Representations from Transformers (BERT)
6.3.1.2.8.2 Generative Pre-trained Transformer 1 (GPT-1)
6.3.1.2.8.3 Generative Pre-trained Transformer-2 (GPT-2)
6.3.1.2.8.4 Generative Pre-trained Transformer-3 (GPT-3)
6.3.1.2.8.5 Generative Pre-trained Transformer-4 (GPT-4)
6.3.1.2.8.6 Language Model for Dialogue Applications (LaMDA)
6.3.1.2.8.7 Other transformer models
6.3.2 SOFTWARE, BY DEPLOYMENT MODE
FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 69 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 70 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
6.3.2.1 Cloud
6.3.2.1.1 Handling large-scale data and computing-intensive tasks seamlessly with cloud-based deployment to drive market growth
TABLE 71 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 72 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
6.3.2.2 On-premises
6.3.2.2.1 On-premises deployment mode to offer enhanced security, compliance, and tailored performance
TABLE 73 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 74 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
6.3.3 SOFTWARE, BY CODING AUTOMATION
FIGURE 68 NO-CODE AI SEGMENT TO WITNESS HIGHER GROWTH RATE DURING FORECAST PERIOD
TABLE 75 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 76 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
6.3.3.1 No-code AI
6.3.3.1.1 No-code AI to democratize use of advanced AI technologies, fostering innovation across various sectors
TABLE 77 NO-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 78 NO-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.3.2 Low-code AI
6.3.3.2.1 Low-code AI to provide common framework for developing and refining AI models
TABLE 79 LOW-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 80 LOW-CODE AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4 SERVICES
FIGURE 69 MANAGED SERVICES TO REGISTER HIGHER CAGR IN ARTIFICIAL INTELLIGENCE MARKET DURING FORECAST PERIOD
TABLE 81 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 82 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
6.4.1 PROFESSIONAL SERVICES
6.4.1.1 Professional services to help organizations sustain benefits of AI technology, ensuring continuous improvement and competitive advantage
FIGURE 70 SUPPORT & MAINTENANCE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 83 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 84 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
6.4.1.2 Training & consulting
TABLE 85 TRAINING & CONSULTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 86 TRAINING & CONSULTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.1.3 System integration & deployment
TABLE 87 SYSTEM INTEGRATION & DEPLOYMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 88 SYSTEM INTEGRATION & DEPLOYMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.1.4 Support & maintenance
TABLE 89 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 90 SUPPORT & MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.4.2 MANAGED SERVICES
6.4.2.1 Managed services to provide end-to-end management for artificial intelligence, helping businesses focus on core competencies
TABLE 91 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 92 MANAGED SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY
7.1 INTRODUCTION
7.1.1 TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 71 CONTEXT AWARE AI TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 93 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 94 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
7.2 MACHINE LEARNING
7.2.1 MACHINE LEARNING ALGORITHMS TO ENABLE SYSTEMS TO LEARN FROM DATA, ENHANCING THEIR ACCURACY AND EFFICIENCY
TABLE 95 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2019–2023 (USD BILLION)
TABLE 96 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2024–2030 (USD BILLION)
7.2.2 SUPERVISED LEARNING
TABLE 97 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 98 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.2.3 UNSUPERVISED LEARNING
TABLE 99 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 100 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.2.4 REINFORCEMENT LEARNING
TABLE 101 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 102 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3 NATURAL LANGUAGE PROCESSING
7.3.1 BUSINESSES TO LEVERAGE NLP TO ENHANCE CUSTOMER SERVICE THROUGH ADVANCED CHATBOTS AND VIRTUAL ASSISTANTS
TABLE 103 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2019–2023 (USD BILLION)
TABLE 104 ARTIFICIAL INTELLIGENCE MARKET, BY NATURAL LANGUAGE PROCESSING, 2024–2030 (USD BILLION)
7.3.2 NATURAL LANGUAGE UNDERSTANDING (NLU)
TABLE 105 NATURAL LANGUAGE UNDERSTANDING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 106 NATURAL LANGUAGE UNDERSTANDING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3.2.1 Text Classification
7.3.2.2 Named Entity Recognition (NER)
7.3.2.3 Intent Recognition
7.3.2.4 Relationship Extraction
7.3.2.5 Other NLU Technologies
7.3.3 NATURAL LANGUAGE GENERATION
TABLE 107 NATURAL LANGUAGE GENERATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 108 NATURAL LANGUAGE GENERATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.3.3.1 Text Summarization
7.3.3.2 Machine Translation
7.3.3.3 Language Modeling
7.3.3.4 Dialogue Generation
7.4 COMPUTER VISION
7.4.1 GROWING DEMAND FOR AUTOMATION, EFFICIENCY, AND ENHANCED DECISION-MAKING TO DRIVE ADOPTION OF COMPUTER VISION TECHNOLOGY
TABLE 109 ARTIFICIAL INTELLIGENCE MARKET, BY COMPUTER VISION, 2019–2023 (USD BILLION)
TABLE 110 ARTIFICIAL INTELLIGENCE MARKET, BY COMPUTER VISION, 2024–2030 (USD BILLION)
7.4.2 OBJECT DETECTION
TABLE 111 OBJECT DETECTION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 112 OBJECT DETECTION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.3 IMAGE CLASSIFICATION
TABLE 113 IMAGE CLASSIFICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 114 IMAGE CLASSIFICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.4 SEMANTIC SEGMENTATION
TABLE 115 SEMANTIC SEGMENTATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 116 SEMANTIC SEGMENTATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.5 FACIAL RECOGNITION
TABLE 117 FACIAL RECOGNITION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 118 FACIAL RECOGNITION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.4.6 OTHER COMPUTER VISION TECHNOLOGIES
TABLE 119 OTHER COMPUTER VISION TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 120 OTHER COMPUTER VISION TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5 CONTEXT-AWARE ARTIFICIAL INTELLIGENCE (CAAI)
7.5.1 USING CONTEXT ENHANCES DECISION-MAKING PROCESSES AND IMPROVES ABILITY TO INTERACT WITH USE OF CONTEXT-AWARE AI
TABLE 121 ARTIFICIAL INTELLIGENCE MARKET, BY CONTEXT-AWARE ARTIFICIAL INTELLIGENCE, 2019–2023 (USD MILLION)
TABLE 122 ARTIFICIAL INTELLIGENCE MARKET, BY CONTEXT-AWARE ARTIFICIAL INTELLIGENCE, 2024–2030 (USD MILLION)
7.5.2 CONTEXT-AWARE RECOMMENDATION SYSTEMS
TABLE 123 CONTEXT-AWARE RECOMMENDATION SYSTEMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 124 CONTEXT-AWARE RECOMMENDATION SYSTEMS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5.3 MULTI-MODAL AI
TABLE 125 MULTI-MODAL AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 126 MULTI-MODAL AI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
7.5.4 CONTEXT-AWARE VIRTUAL ASSISTANTS
TABLE 127 CONTEXT-AWARE VIRTUAL ASSISTANTS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 128 CONTEXT-AWARE VIRTUAL ASSISTANTS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
8 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
8.1 INTRODUCTION
8.1.1 BUSINESS FUNCTION: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 72 CYBERSECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 129 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 130 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
8.2 MARKETING & SALES
8.2.1 AI IN MARKETING & SALES TO ENHANCE CUSTOMER ENGAGEMENT, PERSONALIZE MARKETING EFFORTS, AND OPTIMIZE SALES PROCESSES
TABLE 131 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 132 MARKETING & SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.2.2 CUSTOMER SEGMENTATION
8.2.3 PREDICTIVE LEAD SCORING
8.2.4 PERSONALIZED RECOMMENDATIONS
8.2.5 DYNAMIC PRICING OPTIMIZATION
8.2.6 CHURN PREDICTION
8.2.7 SENTIMENT ANALYSIS
8.2.8 MARKETING ATTRIBUTION
8.2.9 OTHERS
8.3 HUMAN RESOURCES
8.3.1 DEPLOYMENT OF AI-DRIVEN CHATBOTS IN HR TO HELP IN HANDLING ROUTINE INQUIRIES FROM EMPLOYEES AND INCREASE EFFICIENCY
TABLE 133 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 134 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.3.2 CANDIDATE SCREENING
8.3.3 EMPLOYEE RETENTION ANALYSIS
8.3.4 PERFORMANCE MANAGEMENT
8.3.5 WORKFORCE PLANNING AND FORECASTING
8.3.6 EMPLOYEE FEEDBACK ANALYSIS
8.3.7 SKILL GAP ANALYSIS
8.3.8 DIVERSITY AND INCLUSION ANALYTICS
8.3.9 OTHERS
8.4 FINANCE & ACCOUNTING
8.4.1 AI IN FINANCE & ACCOUNTING TO HELP STREAMLINE PROCESSES, ENHANCE ACCURACY, AND PROVIDE VALUABLE INSIGHTS FOR DECISION-MAKING
TABLE 135 FINANCE & ACCOUNTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 136 FINANCE & ACCOUNTING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.4.2 FRAUD DETECTION
8.4.3 FINANCIAL FORECASTING
8.4.4 EXPENSE MANAGEMENT
8.4.5 INVOICE PROCESSING
8.4.6 CREDIT RISK ASSESSMENT
8.4.7 REGULATORY COMPLIANCE
8.4.8 BUDGETING AND PLANNING
8.4.9 OTHERS
8.5 OPERATIONS
8.5.1 PREVENTING COSTLY DOWNTIME AND EXTENDING LIFESPAN OF ASSETS WITH USE OF AI IN OPERATIONS TO DRIVE MARKET GROWTH
TABLE 137 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 138 OPERATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.5.2 PREDICTIVE MAINTENANCE
8.5.3 SUPPLY CHAIN OPTIMIZATION
8.5.4 AIOPS
8.5.5 IT SERVICE MANAGEMENT
8.5.6 QUALITY CONTROL
8.5.7 ROUTE OPTIMIZATION
8.5.8 COLD CHAIN MONITORING
8.5.9 INVENTORY MANAGEMENT
8.5.10 PROCUREMENT AUTOMATION
8.5.11 EQUIPMENT FAILURE PREDICTION
8.5.12 OTHERS
8.6 CYBERSECURITY
8.6.1 AI USED IN CONTINUOUSLY SCANNING NETWORKS AND SYSTEMS TO DETECT AND ADDRESS SECURITY WEAKNESSES
TABLE 139 CYBERSECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 140 CYBERSECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
8.6.2 THREAT DETECTION & RESPONSE
8.6.3 ANOMALY DETECTION
8.6.4 VULNERABILITY ASSESSMENT
8.6.5 IDENTITY AND ACCESS MANAGEMENT
8.6.6 SECURITY AUTOMATION AND ORCHESTRATION
8.6.7 ENDPOINT PROTECTION
8.6.8 NETWORK TRAFFIC ANALYSIS
8.6.9 OTHERS
9 ARTIFICIAL INTELLIGENCE (AI) MARKET, BY VERTICAL
9.1 INTRODUCTION
9.1.1 VERTICAL: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
FIGURE 73 HEALTHCARE & LIFE SCIENCES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 141 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 142 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
9.2 BFSI
9.2.1 BANKS ACHIEVED INCREASED PRODUCTIVITY AND COST REDUCTION THROUGH ADOPTION OF ADVANCED ALGORITHMS AND DATA ANALYSIS
TABLE 143 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 144 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 145 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 146 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.2.2 FRAUD DETECTION & PREVENTION
9.2.3 RISK ASSESSMENT & MANAGEMENT
9.2.4 ALGORITHMIC TRADING
9.2.5 CREDIT SCORING & UNDERWRITING
9.2.6 CUSTOMER SERVICE AUTOMATION
9.2.7 PERSONALIZED FINANCIAL RECOMMENDATION
9.2.8 INVESTMENT PORTFOLIO MANAGEMENT
9.2.9 REGULATORY COMPLIANCE MONITORING
9.2.10 OTHER BFSI APPLICATIONS
9.3 RETAIL & ECOMMERCE
9.3.1 AI TO ALLOW PERSONALIZED SHOPPING EXPERIENCES AND TAILORED PRODUCT RECOMMENDATIONS IN RETAIL & ECOMMERCE
TABLE 147 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 148 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 149 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 150 RETAIL & ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.3.2 PERSONALIZED PRODUCT RECOMMENDATION
9.3.3 CUSTOMER RELATIONSHIP MANAGEMENT
9.3.4 VISUAL SEARCH
9.3.5 VIRTUAL CUSTOMER ASSISTANT
9.3.6 PRICE OPTIMIZATION
9.3.7 SUPPLY CHAIN MANAGEMENT & DEMAND PLANNING
9.3.8 VIRTUAL STORES
9.3.9 OTHER RETAIL & ECOMMERCE APPLICATIONS
9.4 MANUFACTURING
9.4.1 ADOPTION OF INTELLIGENT SYSTEMS TO AUTOMATE AND OPTIMIZE OPERATIONS IN MANUFACTURING
TABLE 151 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 152 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 153 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 154 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.4.2 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION
9.4.3 MATERIAL MOVEMENT MANAGEMENT
9.4.4 PRODUCTION PLANNING
9.4.5 RECYCLABLE MATERIAL RECLAMATION
9.4.6 QUALITY CONTROL
9.4.7 PRODUCTION LINE OPTIMIZATION
9.4.8 INTELLIGENT INVENTORY MANAGEMENT
9.4.9 OTHER MANUFACTURING APPLICATIONS
9.5 GOVERNMENT & DEFENSE
9.5.1 INITIATIVES TAKEN BY GOVERNMENTS TO STRENGTHEN NATIONAL SECURITY WILL DRIVE MARKET GROWTH
TABLE 155 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 156 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 157 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 158 GOVERNMENT & DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.5.2 SURVEILLANCE & SITUATIONAL AWARENESS
9.5.3 LAW ENFORCEMENT
9.5.4 INTELLIGENCE ANALYSIS & DATA PROCESSING
9.5.5 SIMULATION & TRAINING
9.5.6 COMMAND & CONTROL
9.5.7 DISASTER RESPONSE & RECOVERY ASSISTANCE
9.5.8 E-GOVERNANCE & DIGITAL CITY SERVICES
9.5.9 OTHER GOVERNMENT & DEFENSE APPLICATIONS
9.6 HEALTHCARE & LIFE SCIENCES
9.6.1 LEVERAGING VAST DATASETS TO PROVIDE CLINICAL DECISION SUPPORT AND IMPROVING PATIENT CARE WITH AI
TABLE 159 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 160 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 161 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 162 HEALTHCARE & LIFE SCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.6.2 PATIENT DATA & RISK ANALYSIS
9.6.3 LIFESTYLE MANAGEMENT & MONITORING AND WEARABLES
9.6.4 PRECISION MEDICINE
9.6.5 IN-PATIENT CARE & HOSPITAL MANAGEMENT
9.6.6 MEDICAL IMAGING & DIAGNOSTICS
9.6.7 DRUG DISCOVERY
9.6.8 AI-ASSISTED MEDICAL SERVICES
9.6.9 MEDICAL RESEARCH
9.6.10 OTHER HEALTHCARE & LIFE SCIENCES APPLICATIONS
9.7 TELECOMMUNICATIONS
9.7.1 AI TO HELP IN EFFICIENTLY MANAGING INCREASING DATA TRAFFIC AND IMPROVING PERFORMANCE OF NETWORKS
TABLE 163 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 164 TELECOM: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 165 TELECOMMUNICATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 166 TELECOMMUNICATIONS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.7.2 NETWORK OPTIMIZATION
9.7.3 NETWORK SECURITY
9.7.4 CUSTOMER SERVICE & SUPPORT
9.7.5 NETWORK ANALYTICS
9.7.6 INTELLIGENT CALL ROUTING
9.7.7 NETWORK FAULT PREDICTION
9.7.8 VIRTUAL NETWORK ASSISTANT
9.7.9 VOICE & SPEECH RECOGNITION
9.7.10 OTHER TELECOMMUNICATIONS APPLICATIONS
9.8 ENERGY & UTILITIES
9.8.1 EFFICIENT ENERGY UTILIZATION AND COST SAVINGS BY LEVERAGING ARTIFICIAL INTELLIGENCE TO DRIVE MARKET GROWTH
TABLE 167 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 168 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 169 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 170 ENERGY & UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.8.2 ENERGY DEMAND FORECASTING
9.8.3 GRID OPTIMIZATION & MANAGEMENT
9.8.4 ENERGY CONSUMPTION ANALYTICS
9.8.5 SMART METERING & ENERGY DATA MANAGEMENT
9.8.6 ENERGY STORAGE OPTIMIZATION
9.8.7 REAL-TIME ENERGY MONITORING & CONTROL
9.8.8 POWER QUALITY MONITORING & MANAGEMENT
9.8.9 ENERGY TRADING & MARKETING FORECASTING
9.8.10 INTELLIGENT ENERGY MANAGEMENT SYSTEMS
9.8.11 OTHER ENERGY & UTILITIES APPLICATIONS
9.9 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS
9.9.1 ADVANCEMENTS IN MACHINE LEARNING, COMPUTER VISION, AND DATA ANALYTICS TO DRIVE MARKET GROWTH
TABLE 171 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 172 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 173 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 174 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.9.2 SUPPLY CHAIN VISIBILITY AND TRACKING
9.9.3 ROUTE OPTIMIZATION
9.9.4 INTELLIGENT TRAFFIC MANAGEMENT
9.9.5 DRIVER ASSISTANCE SYSTEMS
9.9.6 SMART LOGISTICS & WAREHOUSING
9.9.7 SEMI-AUTONOMOUS & AUTONOMOUS VEHICLES
9.9.8 FLEET MANAGEMENT
9.9.9 VEHICLE DIAGNOSTICS AND TELEMATICS
9.9.10 OTHER AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS APPLICATIONS
9.10 AGRICULTURE
9.10.1 AGRICULTURE INDUSTRY HAS POTENTIAL TO ENHANCE PRODUCTIVITY, REDUCE COSTS, AND MINIMIZE WASTE USING AI
TABLE 175 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 176 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 177 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 178 AGRICULTURE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
9.10.2 CROP MONITORING & YIELD PREDICTION
9.10.3 PRECISION FARMING
9.10.4 SOIL ANALYSIS & NUTRIENT MANAGEMENT
9.10.5 PEST & DISEASE DETECTION
9.10.6 IRRIGATION OPTIMIZATION & WATER MANAGEMENT
9.10.7 AUTOMATED HARVESTING & SORTING
9.10.8 WEED DETECTION & MANAGEMENT
9.10.9 WEATHER & CLIMATE MONITORING
9.10.10 LIVESTOCK MONITORING & HEALTH MANAGEMENT
9.10.11 OTHER AGRICULTURAL APPLICATIONS
9.11 IT/ITES
9.11.1 RISE IN OPPORTUNITIES TO ENHANCE CUSTOMER EXPERIENCES AND DRIVE COMPETITIVE ADVANTAGE BY LEVERAGING AI
TABLE 179 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 180 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 181 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 182 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.11.2 AUTOMATED CODE GENERATION & OPTIMIZATION
9.11.3 AUTOMATED IT ASSET MANAGEMENT
9.11.4 IT TICKETING & SUPPORT AUTOMATION
9.11.5 INTELLIGENT DATA BACKUP & RECOVERY
9.11.6 AUTOMATED SOFTWARE TESTING & QUALITY ASSURANCE
9.11.7 OTHER IT/ITES APPLICATIONS
9.12 MEDIA & ENTERTAINMENT
9.12.1 AI TO ENABLE MEDIA & ENTERTAINMENT COMPANIES TO ANALYZE VAST AMOUNTS OF DATA, AUTOMATE PROCESSES, AND EXTRACT VALUABLE INSIGHTS
TABLE 183 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 184 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
TABLE 185 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD BILLION)
TABLE 186 MEDIA & ENTERTAINMENT: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD BILLION)
9.12.2 CONTENT RECOMMENDATION SYSTEMS
9.12.3 CONTENT CREATION & GENERATION
9.12.4 CONTENT COPYRIGHT PROTECTION
9.12.5 AUDIENCE ANALYTICS AND SEGMENTATION
9.12.6 PERSONALIZED ADVERTISING
9.12.7 OTHER MEDIA & ENTERTAINMENT APPLICATIONS
9.13 OTHER VERTICALS
TABLE 187 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 188 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
10 ARTIFICIAL INTELLIGENCE (AI) MARKET, BY REGION
10.1 INTRODUCTION
FIGURE 74 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 75 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 189 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 190 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)
10.2 NORTH AMERICA
10.2.1 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.2.2 NORTH AMERICA: RECESSION IMPACT
FIGURE 76 NORTH AMERICA: MARKET SNAPSHOT
TABLE 191 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 192 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 193 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 194 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 195 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 196 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 197 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 198 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 199 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 200 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 201 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 202 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 203 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 204 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 205 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 206 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 207 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 208 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 209 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 210 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.2.3 US
10.2.3.1 Growth initiatives by US government and businesses to drive market growth
TABLE 211 US: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 212 US: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.2.4 CANADA
10.2.4.1 Rise in adoption of technologies for research and innovation in Canada to drive market growth
TABLE 213 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 214 CANADA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3 EUROPE
10.3.1 EUROPE: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.3.2 EUROPE: RECESSION IMPACT
TABLE 215 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 216 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 217 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 218 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 219 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 220 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 221 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 222 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 223 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 224 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 225 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 226 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 227 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 228 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 229 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 230 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 231 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 232 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 233 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 234 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.3.3 UK
10.3.3.1 Continuous investments and initiatives by UK government to bolster growth of AI market
TABLE 235 UK: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 236 UK: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.4 GERMANY
10.3.4.1 Increasing need to prioritize artificial intelligence governance aligning with regulatory frameworks to drive market growth in Germany
TABLE 237 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 238 GERMANY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.5 FRANCE
10.3.5.1 Active promotions of AI initiatives and investments in research and development to push French market forward
TABLE 239 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 240 FRANCE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.6 ITALY
10.3.6.1 Adoption of sophisticated technologies with thriving startup ecosystem in Italy to drive market growth
TABLE 241 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 242 ITALY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.7 SPAIN
10.3.7.1 Initiatives by Spanish government to promote widespread adoption of artificial intelligence
TABLE 243 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 244 SPAIN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.8 NORDICS
TABLE 245 NORDICS: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 246 NORDICS: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.9 BENELUX
TABLE 247 BENELUX: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 248 BENELUX: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.10 REST OF EUROPE
TABLE 249 REST OF EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 250 REST OF EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4 ASIA PACIFIC
10.4.1 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.4.2 ASIA PACIFIC: IMPACT OF RECESSION
FIGURE 77 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 251 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)
TABLE 252 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 253 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD BILLION)
TABLE 254 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD BILLION)
TABLE 255 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD BILLION)
TABLE 256 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD BILLION)
TABLE 257 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD BILLION)
TABLE 258 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD BILLION)
TABLE 259 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD BILLION)
TABLE 260 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD BILLION)
TABLE 261 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD BILLION)
TABLE 262 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD BILLION)
TABLE 263 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 264 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 265 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD BILLION)
TABLE 266 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD BILLION)
TABLE 267 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 268 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 269 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD BILLION)
TABLE 270 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD BILLION)
10.4.3 CHINA
10.4.3.1 Government initiatives and regulations in favor of AI development in China to drive market growth
TABLE 271 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 272 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.4 INDIA
10.4.4.1 Exploring generative AI for innovation and industry transformation in India to drive market growth
TABLE 273 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 274 INDIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.5 JAPAN
10.4.5.1 Japan’s diverse ecosystem of startups and established tech giants to drive innovation
TABLE 275 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 276 JAPAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.6 SOUTH KOREA
10.4.6.1 Government investments in artificial intelligence infrastructure to enhance citizen services in South Korea
TABLE 277 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 278 SOUTH KOREA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.7 AUSTRALIA & NEW ZEALAND
10.4.7.1 Business experiment with gen AI applications to analyze vast amounts of data and extract valuable insights will drive market growth
TABLE 279 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 280 AUSTRALIA & NEW ZEALAND: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.8 ASEAN
TABLE 281 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 282 ASEAN: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.9 REST OF ASIA PACIFIC
TABLE 283 REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 284 REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
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 285 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 286 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 287 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 288 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
TABLE 289 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)
TABLE 290 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)
TABLE 291 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 292 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 293 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 294 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
TABLE 295 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 296 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 297 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 298 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 299 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 300 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 301 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 302 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 303 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 304 MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.5.3 SAUDI ARABIA
10.5.3.1 Greater emphasis on artificial intelligence development across key industry verticals in Saudi Arabia to drive market growth
TABLE 305 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 306 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 307 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 308 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 309 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 310 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 311 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 312 SAUDI ARABIA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
10.5.4 UAE
10.5.4.1 Implementing proactive strategies and establishing regulatory frameworks for AI adoption to drive market growth
TABLE 313 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 314 UAE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.5 SOUTH AFRICA
10.5.5.1 Huge investments in South Africa to develop small and medium-sized enterprises for betterment of society will drive market growth
TABLE 315 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 316 SOUTH AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.6 TURKEY
10.5.6.1 Turkish government fostering innovation to drive economic growth
TABLE 317 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 318 TURKEY: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.7 QATAR
10.5.7.1 Robust and resilient physical and digital infrastructure to be key enabler for Qatar’s economic development
TABLE 319 QATAR: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 320 QATAR: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.8 EGYPT
10.5.8.1 Government’s strategic focus on digital transformation and innovation to drive the growth of market in Egypt
TABLE 321 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 322 EGYPT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.9 KUWAIT
10.5.9.1 Rising number of investments in AI technologies and government initiatives to push the market in Kuwait
TABLE 323 KUWAIT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 324 KUWAIT: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.10 REST OF MIDDLE EAST & AFRICA
TABLE 325 REST OF MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 326 REST OF MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6 LATIN AMERICA
10.6.1 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS
10.6.2 LATIN AMERICA: IMPACT OF RECESSION
TABLE 327 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 328 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 329 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2019–2023 (USD MILLION)
TABLE 330 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2024–2030 (USD MILLION)
TABLE 331 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)
TABLE 332 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)
TABLE 333 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 334 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 335 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2019–2023 (USD MILLION)
TABLE 336 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY CODING AUTOMATION, 2024–2030 (USD MILLION)
TABLE 337 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 338 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 339 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 340 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 341 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 342 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
TABLE 343 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 344 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 345 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 346 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.6.3 BRAZIL
10.6.3.1 Strong governmental support and growing interest from private enterprises to boost AI market in Brazil
TABLE 347 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 348 BRAZIL: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.4 MEXICO
10.6.4.1 Mexico to become digitally advanced country due to adoption of AI
TABLE 349 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 350 MEXICO: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.5 ARGENTINA
10.6.5.1 Adoption of artificial intelligence to enhance processes and improve decision-making of businesses in Argentina
TABLE 351 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 352 ARGENTINA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.6 CHILE
10.6.6.1 Rise in adoption of artificial intelligence to promote research and innovation centered around human well-being to drive market growth
TABLE 353 CHILE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 354 CHILE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.7 REST OF LATIN AMERICA
TABLE 355 REST OF LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 356 REST OF LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
11 COMPETITIVE LANDSCAPE
11.1 OVERVIEW
11.2 KEY PLAYER STRATEGIES
TABLE 357 OVERVIEW OF STRATEGIES ADOPTED BY KEY ARTIFICIAL INTELLIGENCE VENDORS
11.3 REVENUE ANALYSIS
FIGURE 78 TOP 5 PLAYERS DOMINATED MARKET FOR LAST 5 YEARS
11.4 MARKET SHARE ANALYSIS
FIGURE 79 SHARE OF LEADING COMPANIES IN ARTIFICIAL INTELLIGENCE MARKET, 2023
11.4.1 MARKET RANKING ANALYSIS
TABLE 358 ARTIFICIAL INTELLIGENCE MARKET: DEGREE OF COMPETITION
11.5 PRODUCT COMPARATIVE ANALYSIS
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY MACHINE LEARNING
FIGURE 80 PRODUCT COMPARATIVE ANALYSIS, BY MACHINE LEARNING
11.5.1.1 Vertex AI
11.5.1.2 Amazon Forecast
11.5.1.3 NVIDIA Jarvis
11.5.1.4 SAS Viya
11.5.1.5 Microsoft Azure AI Personalizer
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY NATURAL LANGUAGE PROCESSING
FIGURE 81 PRODUCT COMPARATIVE ANALYSIS, BY NATURAL LANGUAGE PROCESSING
11.5.2.1 Gensim
11.5.2.2 MindMeld
11.5.2.3 Google Cloud Natural Language
11.5.2.4 MonkeyLearn
11.5.2.5 Amazon Comprehend
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY COMPUTER VISION
FIGURE 82 PRODUCT COMPARATIVE ANALYSIS, BY COMPUTER VISION
11.5.3.1 OpenCV
11.5.3.2 Viso Suite
11.5.3.3 TensorFlow
11.5.3.4 MATLAB
11.5.3.5 Keras
11.6 COMPANY VALUATION AND FINANCIAL METRICS
FIGURE 83 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 84 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
11.7.1 STARS
11.7.2 EMERGING LEADERS
11.7.3 PERVASIVE PLAYERS
11.7.4 PARTICIPANTS
FIGURE 85 ARTIFICIAL INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
11.7.5.1 Company Footprint
FIGURE 86 COMPANY FOOTPRINT (23 COMPANIES)
11.7.5.2 Region Footprint
TABLE 359 REGION FOOTPRINT (23 COMPANIES)
11.7.5.3 Technology Footprint
TABLE 360 TECHNOLOGY FOOTPRINT (23 COMPANIES)
11.7.5.4 Vertical Footprint
TABLE 361 VERTICAL FOOTPRINT (23 COMPANIES)
11.7.5.5 Business Function Footprint
TABLE 362 BUSINESS FUNCTION FOOTPRINT (23 COMPANIES)
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
11.8.1 PROGRESSIVE COMPANIES
11.8.2 RESPONSIVE COMPANIES
11.8.3 DYNAMIC COMPANIES
11.8.4 STARTING BLOCKS
FIGURE 87 ARTIFICIAL INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
11.8.5.1 Detailed List of Key Startups/SMEs
TABLE 363 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
11.8.5.2 Competitive Benchmarking of Key Startups/SMEs
TABLE 364 ARTIFICIAL INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
11.9 COMPETITIVE SCENARIO AND TRENDS
11.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 365 ARTIFICIAL INTELLIGENCE MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–APRIL 2024
11.9.2 DEALS
TABLE 366 ARTIFICIAL INTELLIGENCE MARKET: DEALS, JANUARY 2021–APRIL 2024
12 COMPANY PROFILES
12.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
12.2 MAJOR PLAYERS
12.2.1 GOOGLE
TABLE 367 GOOGLE: BUSINESS OVERVIEW
FIGURE 88 GOOGLE: COMPANY SNAPSHOT
TABLE 368 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 369 GOOGLE: DEALS
TABLE 370 GOOGLE: EXPANSIONS
12.2.2 MICROSOFT
TABLE 371 MICROSOFT: BUSINESS OVERVIEW
FIGURE 89 MICROSOFT: COMPANY SNAPSHOT
TABLE 372 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 373 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 374 MICROSOFT: DEALS
12.2.3 IBM
TABLE 375 IBM: BUSINESS OVERVIEW
FIGURE 90 IBM: COMPANY SNAPSHOT
TABLE 376 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 377 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 378 IBM: DEALS
12.2.4 ORACLE
TABLE 379 ORACLE: BUSINESS OVERVIEW
FIGURE 91 ORACLE: COMPANY SNAPSHOT
TABLE 380 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 381 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 382 ORACLE: DEALS
12.2.5 AWS
TABLE 383 AWS: BUSINESS OVERVIEW
FIGURE 92 AWS: COMPANY SNAPSHOT
TABLE 384 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 385 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 386 AWS: DEALS
TABLE 387 AWS: OTHERS
12.2.6 INTEL
TABLE 388 INTEL: BUSINESS OVERVIEW
FIGURE 93 INTEL: COMPANY SNAPSHOT
TABLE 389 INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 390 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 391 INTEL: DEALS
12.2.7 SALESFORCE
TABLE 392 SALESFORCE: BUSINESS OVERVIEW
TABLE 393 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 394 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 395 SALESFORCE: DEALS
12.2.8 SAP
TABLE 396 SAP: BUSINESS OVERVIEW
FIGURE 95 SAP: COMPANY SNAPSHOT
TABLE 397 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 398 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 399 SAP: DEALS
12.2.9 AMD
TABLE 400 AMD: BUSINESS OVERVIEW
FIGURE 96 AMD: COMPANY SNAPSHOT
TABLE 401 AMD: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 402 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 403 AMD: DEALS
12.2.10 QUALCOMM
TABLE 404 QUALCOMM: BUSINESS OVERVIEW
FIGURE 97 QUALCOMM: COMPANY SNAPSHOT
TABLE 405 QUALCOMM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 406 QUALCOMM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 407 QUALCOMM: DEALS
12.2.11 CISCO
TABLE 408 CISCO: BUSINESS OVERVIEW
FIGURE 98 CISCO: COMPANY SNAPSHOT
TABLE 409 CISCO: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 410 CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 411 CISCO: DEALS
12.2.12 META
TABLE 412 META: BUSINESS OVERVIEW
FIGURE 99 META: COMPANY SNAPSHOT
TABLE 413 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 414 META: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 415 META: DEALS
12.2.13 HPE
TABLE 416 HPE: BUSINESS OVERVIEW
FIGURE 100 HPE: COMPANY SNAPSHOT
TABLE 417 HPE: PRODUCTS OFFERED
TABLE 418 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 419 HPE: DEALS
12.2.14 SIEMENS
TABLE 420 SIEMENS: BUSINESS OVERVIEW
FIGURE 101 SIEMENS: COMPANY SNAPSHOT
TABLE 421 SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 422 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 423 SIEMENS: DEALS
12.2.15 NVIDIA
TABLE 424 NVIDIA: BUSINESS OVERVIEW
FIGURE 102 NVIDIA: COMPANY SNAPSHOT
TABLE 425 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 426 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 427 NVIDIA: DEALS
12.2.16 BAIDU
TABLE 428 BAIDU: BUSINESS OVERVIEW
FIGURE 103 BAIDU: COMPANY SNAPSHOT
TABLE 429 BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 430 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 431 BAIDU: DEALS
12.2.17 SAS INSTITUTE
TABLE 432 SAS INSTITUTE: BUSINESS OVERVIEW
TABLE 433 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 434 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 435 SAS INSTITUTE: DEALS
12.2.18 OPENAI
TABLE 436 OPENAI: BUSINESS OVERVIEW
TABLE 437 OPENAI: SOLUTIONS/SERVICES OFFERED
TABLE 438 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 439 OPENAI: DEALS
12.2.19 C3 AI
TABLE 440 C3 AI: BUSINESS OVERVIEW
FIGURE 104 C3 AI: COMPANY SNAPSHOT
TABLE 441 C3 AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 442 C3 AI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 443 C3 AI: DEALS
12.2.20 HUAWEI
TABLE 444 HUAWEI: BUSINESS OVERVIEW
TABLE 445 HUAWEI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 446 HUAWEI: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 447 HUAWEI: DEALS
12.2.21 ALIBABA CLOUD
TABLE 448 ALIBABA CLOUD: BUSINESS OVERVIEW
TABLE 449 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 450 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 451 ALIBABA CLOUD: DEALS
12.2.22 HQE SYSTEMS, INC.
TABLE 452 HQE SYSTEMS, INC.: BUSINESS OVERVIEW
TABLE 453 HQE SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
12.2.23 APPIER
TABLE 454 APPIER: BUSINESS OVERVIEW
FIGURE 105 APPIER: COMPANY SNAPSHOT
TABLE 455 APPIER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 456 APPIER: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 457 APPIER: DEALS
*Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.
12.3 STARTUP/SME PROFILES
12.3.1 ADEPT
12.3.2 H2O.AI
12.3.3 SPOT AI
12.3.4 ANDURIL INDUSTRIES
12.3.5 ANTHROPIC
12.3.6 COHERE
12.3.7 INBENTA
12.3.8 CHARACTER.AI
12.3.9 DEEPL
12.3.10 ATOMWISE
12.3.11 INFLECTION AI
12.3.12 GLEAN
12.3.13 MOVEWORKS
12.3.14 ARROW AI
12.3.15 OBSERVE AI
12.3.16 ANYSCALE
12.3.17 FRAME AI
12.3.18 AI21 LABS
12.3.19 PERSADO
12.3.20 UIZARD
12.3.21 SYNTHESIA
12.3.22 DIALPAD
12.3.23 GRAPHCORE
12.3.24 SHIELD AI
12.3.25 SCALE AI
12.3.26 IRIS AUTOMATION
12.3.27 GAMAYA
12.3.28 ARTHUR AI
12.3.29 CAPACITY
12.3.30 MYTHIC
12.3.31 ADA
12.3.32 MOSTLY AI
12.3.33 SENTIENT.IO
12.3.34 LUMEN5
12.3.35 AERA TECHNOLOGY
12.3.36 METROPOLIS TECHNOLOGIES
12.3.37 CEREBRAS
12.3.38 HAILO
12.3.39 JASPER
12.3.40 SOUNDFUL
12.3.41 WRITESONIC
12.3.42 ONE AI
13 ADJACENT AND RELATED MARKETS
13.1 INTRODUCTION
13.2 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2030
13.2.1 MARKET DEFINITION
13.2.2 MARKET OVERVIEW
13.2.2.1 Generative AI market, by offering
TABLE 458 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 459 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
13.2.2.2 Generative AI market, by data modality
TABLE 460 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 461 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
13.2.2.3 Generative AI market, by application
TABLE 462 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 463 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
13.2.2.4 Generative AI market, by vertical
TABLE 464 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 465 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
13.2.2.5 Generative AI market, by region
TABLE 466 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 467 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
13.3 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2030
13.3.1 MARKET DEFINITION
13.3.2 MARKET OVERVIEW
13.3.2.1 Conversational AI market, by offering
TABLE 468 CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 469 CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
13.3.2.2 Conversational AI market, by business function
TABLE 470 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)
TABLE 471 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)
13.3.2.3 Conversational AI market, by conversational agent type
TABLE 472 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019–2023 (USD MILLION)
TABLE 473 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024–2030 (USD MILLION)
13.3.2.4 Conversational AI market, by vertical
TABLE 474 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 475 CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
13.3.2.5 Conversational AI market, by region
TABLE 476 CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 477 CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)
14 APPENDIX
14.1 DISCUSSION GUIDE
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
14.3 CUSTOMIZATION OPTIONS
14.4 RELATED REPORTS
14.5 AUTHOR DETAILS
