Generative AI Market by Offering (Transformer Models (GPT-1, GPT-2, GPT-3, GPT-4, LaMDA), Services), Modality (Text, Image, Video, Audio & Speech, Code), Application (Content Management, Search & Discovery), Vertical and Region - Global Forecast to 2030
The generative AI market is projected to grow from USD 20.9 billion in 2024 to USD 136.7 billion by 2030, at a compound annual growth rate (CAGR) of 36.7% during the forecast period. Market is anticipated to grow due to the emergence of cloud storage solutions that make data easily accessible, evolution of AI and deep learning and rapid rise in content generation and innovative applications.
“By software type, transformer models segment is expected to register the fastest market growth rate during the forecast period.”
The transformer models software type of the generative AI market is expected to experience the fastest growth rate during the forecast period due to its unmatched capabilities in natural language processing (NLP) and text generation tasks. Transformer models, such as GPT-3, have demonstrated remarkable success in understanding and generating human-like text, making them invaluable for applications like chatbots, language translation, content creation, and more. As businesses increasingly rely on AI-powered language solutions for customer engagement and data analysis, the demand for transformer-based generative AI software is set to soar, driving the rapid growth of this segment.
“by data modality, text modality segment is expected to account for the largest market share during the forecast period.”
The text data modality segment of the generative AI market is poised to capture the largest market share during the forecast period due to several compelling factors. Text-based generative AI applications, such as natural language processing (NLP) and language generation models, are widely adopted across various industries for tasks like content generation, chatbots, sentiment analysis, and language translation. The growing demand for AI-powered customer service solutions, personalized content creation, and efficient data analysis in sectors like retail, healthcare, and finance is driving the significant growth of this segment. Additionally, the maturity and availability of sophisticated text-based generative AI models have further accelerated adoption, making it the dominant modality in the generative AI market.
“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 generative AI market is expected to witness the fastest growth rate during the forecast period due to the region's rapid digital transformation, burgeoning adoption of AI technologies across various industries, and government initiatives promoting AI development. Countries like China, Japan, and India are investing heavily in AI research and development, driving the demand for generative AI solutions. On the other hand, North America is poised to hold the largest market share, primarily attributed to the strong presence of key market players, robust technological infrastructure, and early adoption of AI across industries such as healthcare, retail, and automotive. The region's advanced AI ecosystem, including research institutions and tech giants, further solidifies North America's position as a frontrunner in the generative AI market.
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 generative AI market.
Research coverage
This research report categorizes the generative AI market by Offering (Software and Services), Software By Type (Rule Based Models, Statistical Models, Deep Learning, Generative Adversarial Networks (GANs), Autoencoders, Convolutional Neural Networks (CNNs), and Transformer Models), Software By Deployment Mode (Cloud and On-premises), By Services (Professional Services (Training & Consulting, System Integration & Implementation, and Support & Maintenance) and Managed Services), By Data Modality (Text, Image, Video, Audio & Speech, and Code), By Application (Business Intelligence & Visualization, Content Management, Synthetic Data Management, Search & Discovery, Automation & Integration, Generative Design AI, Other Applications (Predictive Maintenance, File Conversion, and Mathematical Problem Solving)), By Vertical (Media & Entertainment, Transportation & Logistics, Manufacturing, Healthcare & Life Sciences, IT & ITeS, BFSI, Energy & Utilities, Retail & Ecommerce, Government & Defense, Construction & Real Estate, Telecommunications, Others (Travel & Hospitality 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 generative AI 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 generative AI market. Competitive analysis of upcoming startups in the generative AI 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 generative AI 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 software type, transformer models segment is expected to register the fastest market growth rate during the forecast period.”
The transformer models software type of the generative AI market is expected to experience the fastest growth rate during the forecast period due to its unmatched capabilities in natural language processing (NLP) and text generation tasks. Transformer models, such as GPT-3, have demonstrated remarkable success in understanding and generating human-like text, making them invaluable for applications like chatbots, language translation, content creation, and more. As businesses increasingly rely on AI-powered language solutions for customer engagement and data analysis, the demand for transformer-based generative AI software is set to soar, driving the rapid growth of this segment.
“by data modality, text modality segment is expected to account for the largest market share during the forecast period.”
The text data modality segment of the generative AI market is poised to capture the largest market share during the forecast period due to several compelling factors. Text-based generative AI applications, such as natural language processing (NLP) and language generation models, are widely adopted across various industries for tasks like content generation, chatbots, sentiment analysis, and language translation. The growing demand for AI-powered customer service solutions, personalized content creation, and efficient data analysis in sectors like retail, healthcare, and finance is driving the significant growth of this segment. Additionally, the maturity and availability of sophisticated text-based generative AI models have further accelerated adoption, making it the dominant modality in the generative AI market.
“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 generative AI market is expected to witness the fastest growth rate during the forecast period due to the region's rapid digital transformation, burgeoning adoption of AI technologies across various industries, and government initiatives promoting AI development. Countries like China, Japan, and India are investing heavily in AI research and development, driving the demand for generative AI solutions. On the other hand, North America is poised to hold the largest market share, primarily attributed to the strong presence of key market players, robust technological infrastructure, and early adoption of AI across industries such as healthcare, retail, and automotive. The region's advanced AI ecosystem, including research institutions and tech giants, further solidifies North America's position as a frontrunner in the generative AI market.
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 generative AI market.
- By Company: Tier I – 30%, Tier II – 45%, and Tier III – 25%
- By Designation: C-Level Executives – 40%, D-Level Executives – 32%, and others – 28%
- By Region: North America – 38%, Europe – 26%, Asia Pacific – 23%, Middle East & Africa – 8%, and Latin America – 5%
Research coverage
This research report categorizes the generative AI market by Offering (Software and Services), Software By Type (Rule Based Models, Statistical Models, Deep Learning, Generative Adversarial Networks (GANs), Autoencoders, Convolutional Neural Networks (CNNs), and Transformer Models), Software By Deployment Mode (Cloud and On-premises), By Services (Professional Services (Training & Consulting, System Integration & Implementation, and Support & Maintenance) and Managed Services), By Data Modality (Text, Image, Video, Audio & Speech, and Code), By Application (Business Intelligence & Visualization, Content Management, Synthetic Data Management, Search & Discovery, Automation & Integration, Generative Design AI, Other Applications (Predictive Maintenance, File Conversion, and Mathematical Problem Solving)), By Vertical (Media & Entertainment, Transportation & Logistics, Manufacturing, Healthcare & Life Sciences, IT & ITeS, BFSI, Energy & Utilities, Retail & Ecommerce, Government & Defense, Construction & Real Estate, Telecommunications, Others (Travel & Hospitality 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 generative AI 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 generative AI market. Competitive analysis of upcoming startups in the generative AI 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 generative AI 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 (innovation of cloud storage enabling easy access to data, Evolution of AI and deep learning, Rise in content creation and creative applications), restraints (high cost associated with training data preparation, issues related to bias and inaccurately generated output, risks associated with data breaches and sensitive information leakage), opportunities (increasing deployment of large language models, growing interest of enterprises in commercializing synthetic images, robust improvement in generative ML leading to human baseline performance), and challenges (concerns regarding misuse of generative AI for illegal activities, quality of the output generated by generative AI models, computational complexity and technical challenges of generative AI ).
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the generative AI market.
- Market Development: Comprehensive information about lucrative markets – the report analyses the generative AI market across varied regions.
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the generative AI market.
- Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Microsoft (US), IBM (US), Google (US), AWS (US), META (US), Adobe (US), OpenAI (US), NVIDIA (US), Accenture (Ireland), Capgemini (France), Insilico Medicine (Hong Kong), Simplified (US), Anthropic (US), AI21 Labs (Israel), Lumen5 (Canada), Hugging Face (US), Dialpad (US), and Persado (US), among others in the generative AI market. The report also helps stakeholders understand the pulse of the generative AI 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
FIGURE 1 GENERATIVE AI MARKET SEGMENTATION
1.3.2 REGIONS COVERED
FIGURE 2 GENERATIVE AI MARKET SEGMENTATION, BY REGION
1.3.3 YEARS CONSIDERED
FIGURE 3 STUDY YEARS/PERIODS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATES, 2019–2023
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 IMPACT OF RECESSION
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 4 GENERATIVE AI MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
FIGURE 5 PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
2.1.2.2 Key industry insights
FIGURE 6 INSIGHTS FROM INDUSTRY EXPERTS
2.2 MARKET SIZE ESTIMATION
FIGURE 7 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.2.1 TOP-DOWN APPROACH
2.2.2 BOTTOM-UP APPROACH
FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM KEY PLAYERS OFFERING SOLUTIONS/SERVICES OF GENERATIVE AI
FIGURE 9 APPROACH 2 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI
FIGURE 10 APPROACH 3 (BOTTOM-UP; SUPPLY-SIDE): MARKET ESTIMATION STEPS AND CORRESPONDING SOURCES
FIGURE 11 APPROACH 4 (BOTTOM-UP; DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING
2.3 DATA TRIANGULATION
FIGURE 12 DATA TRIANGULATION
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 STUDY LIMITATIONS
2.7 IMPACT OF RECESSION ON GENERATIVE AI MARKET
TABLE 4 IMPACT OF RECESSION ON GLOBAL GENERATIVE AI MARKET
3 EXECUTIVE SUMMARY
TABLE 5 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2023 (USD MILLION, Y-O-Y)
TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2024–2030 (USD MILLION, Y-O-Y)
FIGURE 13 GENERATIVE AI SOFTWARE TO BE LARGER MARKET THAN SERVICES IN 2024
FIGURE 14 DEEP LEARNING TO BE LEADING SEGMENT AMONG SOFTWARE TYPES IN 2024
FIGURE 15 CLOUD DEPLOYMENT OF GENERATIVE AI SOFTWARE TO BE FASTER-GROWING MODE DURING FORECAST PERIOD
FIGURE 16 PROFESSIONAL SERVICES TO BE DOMINANT SERVICE SEGMENT IN 2024
FIGURE 17 TRAINING & CONSULTING SERVICES SET TO REGISTER HIGHEST SHARE AMONG PROFESSIONAL SERVICES IN 2024
FIGURE 18 TEXT DATA MODALITY TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
FIGURE 19 CONTENT MANAGEMENT TO BE LEADING APPLICATION IN 2024
FIGURE 20 RETAIL & ECOMMERCE TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD
FIGURE 21 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR GENERATIVE AI MARKET PLAYERS
FIGURE 22 INCREASE IN DEMAND FOR MULTIMODAL GENERATIVE AI AND IMPROVED PERFORMANCE OF LARGE LANGUAGE MODELS TO DRIVE MARKET GROWTH
4.2 GENERATIVE AI MARKET: TOP THREE APPLICATIONS
FIGURE 23 SYNTHETIC DATA MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND VERTICAL
FIGURE 24 SOFTWARE AND MEDIA & ENTERTAINMENT TO BE LARGEST SEGMENTAL SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2024
4.4 GENERATIVE AI MARKET, BY REGION
FIGURE 25 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE IN 2024
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 26 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Innovation of cloud storage to enable easy access to data
5.2.1.2 Evolution of AI and deep learning
FIGURE 27 ADVANCEMENTS IN DEEP LEARNING LED TO DEVELOPMENT OF EXTREMELY LARGE LANGUAGE MODELS, 2018–2023 (BILLION PARAMETERS)
5.2.1.3 Rise in content creation and creative applications
FIGURE 28 GENERATIVE AI TOP USE CASES ACROSS ENTERPRISE SIZE, 2022
5.2.2 RESTRAINTS
5.2.2.1 High costs associated with training data preparation
FIGURE 29 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS
5.2.2.2 Issues related to bias and inaccurately generated output
FIGURE 30 ISSUES RELATED TO TRAINING DATA HIGHLIGHTED IN CHATGPT’S RESPONSES
5.2.2.3 Risks associated with data breaches and sensitive information leakage
5.2.3 OPPORTUNITIES
5.2.3.1 Increase in deployment of large language models
FIGURE 31 LARGE LANGUAGE MODEL SPENDING, BY END USER, 2024 VS. 2030 (USD MILLION)
5.2.3.2 Growth in interest of enterprises in commercializing synthetic images
5.2.3.3 Robust improvement in generative ML leading to human baseline performance
FIGURE 32 SCORES OF SOME PROMINENT GENERATIVE AI MODELS IN HUMAN COGNITIVE SKILLS, 2022
5.2.4 CHALLENGES
5.2.4.1 Concerns regarding misuse of generative AI for illegal activities
5.2.4.2 Quality of output generated by generative AI models
FIGURE 33 MODEL DRIFT IN GPT-4 WITHIN 3 MONTHS IN 2023
5.2.4.3 Computational complexity and technical challenges of generative AI
FIGURE 34 COMPUTE REQUIREMENTS OF SOME PROMINENT GENERATIVE AI MODELS (TERAFLOPS)
5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI
FIGURE 35 GENERATIVE AI ETHICAL SCENARIO TIMELINE, 2023–2025
5.3.1 BIAS AND FAIRNESS
5.3.2 PRIVACY AND SECURITY
5.3.3 INTELLECTUAL PROPERTY
5.3.4 ACCOUNTABILITY AND RESPONSIBILITY
5.3.5 SOCIETAL AND ECONOMIC IMPACT
5.3.6 ENVIRONMENTAL IMPACT
FIGURE 36 CO2 EQUIVALENT EMISSIONS (TONNES) OF GENERATIVE AI MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022
5.4 EVOLUTION OF GENERATIVE AI
FIGURE 37 EVOLUTION OF GENERATIVE AI
5.5 GENERATIVE AI RETURN ON INVESTMENT
FIGURE 38 GENERATIVE AI PRODUCTIVITY IMPACT, BY INDUSTRY (USD BILLION)
FIGURE 39 NET ROI IMPACT OF GENERATIVE AI CLOUD PROGRAMS ACROSS ENTERPRISES (PERCENTAGE POINTS)
5.6 GENERATIVE AI MATURITY CURVE
FIGURE 40 GENERATIVE AI MATURITY CURVE
5.7 GENERATIVE AI: DEVELOPMENT & DEPLOYMENT COSTS
FIGURE 41 COST TO TRAIN GENERATIVE AI MODEL WITH GPT-3 LEVEL PERFORMANCE, 2020–2030 (USD)
5.7.1 HARDWARE COSTS
FIGURE 42 HARDWARE COSTS FOR GENERATIVE AI MODEL TRAINING
5.7.2 SOFTWARE COSTS
FIGURE 43 SOFTWARE COSTS FOR TRAINING GENERATIVE AI MODELS USING NEURAL NETWORKS
5.7.3 SKILLED LABOR COSTS
FIGURE 44 MEDIAN HOURLY RATES OF AI SOFTWARE WORKFORCE, 2023 (USD/HR)
5.8 ECOSYSTEM ANALYSIS
TABLE 7 GENERATIVE AI MARKET: ECOSYSTEM
FIGURE 45 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM
5.8.1 TEXT GENERATOR PROVIDERS
5.8.2 VIDEO GENERATOR PROVIDERS
5.8.3 IMAGE GENERATOR PROVIDERS
5.8.4 AUDIO & SPEECH GENERATOR PROVIDERS
5.8.5 CODE GENERATOR PROVIDERS
5.8.6 CLOUD PLATFORM PROVIDERS
5.8.7 API-AS-A-SERVICE PROVIDERS
5.8.8 END USERS
5.8.9 GOVERNMENT AND REGULATORY BODIES
5.9 SUPPLY CHAIN ANALYSIS
FIGURE 46 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
5.10 GENERATIVE AI TOOLS AND FRAMEWORK
5.10.1 TENSORFLOW
5.10.2 PYTORCH
5.10.3 KERAS
5.10.4 CAFFE
5.10.5 THEANO
5.10.6 MXNET
5.10.7 TORCH
5.10.8 HUGGING FACE
5.11 GENERATIVE AI TECHNIQUES & METHODS
5.11.1 TEXT GENERATION & LANGUAGE MODELING
5.11.1.1 Recurrent neural networks for text generation
5.11.1.2 Language modeling with transformers
5.11.1.3 Seq2Seq models for translation
5.11.2 IMAGE & VIDEO GENERATION
5.11.2.1 Generative adversarial networks for image generation
5.11.2.2 Style transfer and image-to-image translation
5.11.2.3 Video generation with GANs
5.11.3 MUSIC & AUDIO GENERATION
5.11.3.1 WaveNet and SampleRNN for audio generation
5.11.3.2 Music generation with LSTM networks
5.11.4 REINFORCEMENT LEARNING
5.11.4.1 Policy gradient methods
5.11.4.2 Actor-critic methods
5.12 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
FIGURE 47 GENERATIVE AI EQUITY FUNDING AND DEALS, 2019–2023
FIGURE 48 LEADING GENERATIVE AI VENDORS BY FUNDING VALUE AND FUNDING ROUNDS, 2017–2024
FIGURE 49 MOST VALUED GENERATIVE AI COMPANIES, 2023 (USD BILLION)
FIGURE 50 GENERATIVE AI STARTUPS, BY FUNDING STAGE, 2023
FIGURE 51 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021–2022 (USD MILLION)
FIGURE 52 INVESTMENTS IN GENERATIVE AI, BY CATEGORY, 2023 (USD MILLION)
FIGURE 53 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION)
FIGURE 54 LARGE LANGUAGE MODELS DEAL COUNT AND DEAL VALUE, Q1 2021–Q3 2023 (USD MILLION)
5.13 CASE STUDY ANALYSIS
5.13.1 MARKS & SPENCER ENHANCED EMAIL CONVERSION BY 20–34% WITH PERSADO’S MOTIVATION AI
5.13.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI
5.13.3 WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS
5.13.4 TELEPERFORMANCE TRAINED GLOBAL WORKFORCE WITH SYNTHESIA STUDIO
5.13.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5
5.13.6 SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5
5.13.7 INTEL AND ACCENTURE COLLABORATED TO CREATE SET OF 34 OPEN-SOURCE AI REFERENCE KITS
5.14 TECHNOLOGY ANALYSIS
5.14.1 KEY TECHNOLOGIES
5.14.1.1 Generative Adversarial Networks (GANs)
5.14.1.2 Variational Autoencoders (VAEs)
5.14.1.3 Transformer Architecture
5.14.1.4 Attention Mechanisms
5.14.1.5 Transfer Learning
5.14.2 ADJACENT TECHNOLOGIES
5.14.2.1 Natural Language Processing (NLP)
5.14.2.2 Computer Vision
5.14.2.3 Reinforcement Learning
5.14.2.4 Knowledge Graphs
5.14.3 COMPLEMENTARY TECHNOLOGIES
5.14.3.1 High-Performance Computing (HPC)
5.14.3.2 Explainable AI
5.14.3.3 Privacy-Preserving AI
5.14.3.4 Blockchain
5.15 REGULATORY LANDSCAPE
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.15.2 REGULATIONS
5.15.2.1 North America
5.15.2.1.1 SCR 17: Artificial Intelligence Bill (California)
5.15.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.15.2.1.3 National Artificial Intelligence Initiative Act (NAIIA) (US)
5.15.2.1.4 Artificial Intelligence and Data Act (AIDA) (Canada)
5.15.2.2 Europe
5.15.2.2.1 The European Union (EU) - Artificial Intelligence Act (AIA)
5.15.2.2.2 General Data Protection Regulation (Europe)
5.15.2.3 Asia Pacific
5.15.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.15.2.3.2 The National AI Strategy (Singapore)
5.15.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.15.2.4 Middle East & Africa
5.15.2.4.1 National Strategy for Artificial Intelligence (UAE)
5.15.2.4.2 The National Artificial Intelligence Strategy (Qatar)
5.15.2.4.3 AI Ethics Principles and Guidelines (Dubai)
5.15.2.5 Latin America
5.15.2.5.1 Santiago Declaration (Chile)
5.15.2.5.2 Brazilian Artificial Intelligence Strategy (EBIA)
5.16 PATENT ANALYSIS
5.16.1 METHODOLOGY
5.16.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 14 PATENTS FILED, 2013–2023
5.16.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 55 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.16.3.1 Top 10 applicants in generative AI market
FIGURE 56 TOP 10 APPLICANTS IN GENERATIVE AI MARKET, 2013–2023
TABLE 15 TOP 20 PATENT OWNERS IN GENERATIVE AI MARKET, 2013–2023
TABLE 16 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2022–2023
FIGURE 57 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
5.17 PRICING ANALYSIS
5.17.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY DATA MODALITY
FIGURE 58 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
TABLE 17 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
5.17.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
TABLE 18 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING
5.18 KEY CONFERENCES AND EVENTS
TABLE 19 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025
5.19 PORTER’S FIVE FORCES ANALYSIS
TABLE 20 PORTER’S FIVE FORCES’ IMPACT ON GENERATIVE AI MARKET
FIGURE 59 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS
5.19.1 THREAT OF NEW ENTRANTS
5.19.2 THREAT OF SUBSTITUTES
5.19.3 BARGAINING POWER OF SUPPLIERS
5.19.4 BARGAINING POWER OF BUYERS
5.19.5 INTENSITY OF COMPETITION RIVALRY
5.20 TECHNOLOGY ROADMAP
FIGURE 60 TECHNOLOGY ROADMAP FOR GENERATIVE AI MARKET
5.21 GENERATIVE AI BUSINESS MODELS
FIGURE 61 GENERATIVE AI BUSINESS MODELS
5.21.1 GENERATIVE AI MODEL-AS-A-SERVICE
5.21.2 BUILT-IN-APPS BUSINESS MODEL
5.21.3 VERTICAL INTEGRATION BUSINESS MODEL
5.21.4 MARKETPLACES/EXCHANGES MODEL
5.22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.22.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
FIGURE 62 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.23 KEY STAKEHOLDERS & BUYING CRITERIA
5.23.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 63 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
5.23.2 BUYING CRITERIA
FIGURE 64 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
6 GENERATIVE AI MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS
FIGURE 65 GENERATIVE AI SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 23 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 24 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
6.2 SOFTWARE
TABLE 25 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 26 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1 GENERATIVE AI SOFTWARE MARKET, BY TYPE
FIGURE 66 DEEP LEARNING SUBSEGMENT TO BE LARGEST AMONG GENERATIVE AI SOFTWARE IN 2024
TABLE 27 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 28 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
6.2.1.1 Rule-based models
6.2.1.1.1 Rule-based models offer clear and interpretable approach to generative AI with explicit rules for data generation
TABLE 29 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 30 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.1.1.1 Knowledge-based models
6.2.1.1.1.2 Script-based models
6.2.1.1.1.3 Expert systems
6.2.1.2 Statistical models
6.2.1.2.1 Statistical models provide powerful means to capture complex patterns in data and generate precise outputs
TABLE 31 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 32 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.2.1.1 Markov models
6.2.1.2.1.2 Hidden Markov models
6.2.1.2.1.3 Gaussian mixture models
6.2.1.2.1.4 Conditional random fields
6.2.1.3 Deep learning models
6.2.1.3.1 Deep learning models excel at generative tasks requiring fine-grained details
TABLE 33 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 34 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.3.1.1 Feedforward neural networks
6.2.1.3.1.2 Recurrent neural networks
6.2.1.3.1.3 Long short-term memory (LSTM) networks
6.2.1.3.1.4 Gated recurrent units (GRUs)
6.2.1.4 Generative adversarial networks (GANs)
6.2.1.4.1 GANs provide unique approach to generative AI by training two competing neural networks to generate diverse data
TABLE 35 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 36 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.4.1.1 Conditional generative adversarial networks (CGANs)
6.2.1.4.1.2 Style GANs
6.2.1.4.1.3 Cycle GANs
6.2.1.5 Autoencoders
6.2.1.5.1 Autoencoders used for generative tasks requiring new data points similar to original input
TABLE 37 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 38 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.5.1.1 Denoising autoencoders
6.2.1.5.1.2 Variational autoencoders
6.2.1.6 Convolutional neural networks (CNNs)
6.2.1.6.1 Convolutional neural networks (CNNs) learn hierarchical features of image data to generate realistic images
TABLE 39 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 40 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.6.1.1 Image-generating CNNs
6.2.1.6.1.2 Video-generating CNNs
6.2.1.7 Transformer-based Large Language Models (LLMs)
6.2.1.7.1 Transformer-based LLMs offer art performance and can generate coherent and contextually relevant text
TABLE 41 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 42 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.7.1.1 Bidirectional encoder representations from transformers (BERTs)
6.2.1.7.1.2 Generative pre-trained transformer-1 (GPT-1)
6.2.1.7.1.3 Generative pre-trained transformer-2 (GPT-2)
6.2.1.7.1.4 Generative pre-trained transformer-3 (GPT-3)
6.2.1.7.1.5 Generative pre-trained transformer-4 (GPT-4)
6.2.1.7.1.6 Language model for dialogue applications (LaMDA)
6.2.1.7.1.7 Other transformer models
6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE
FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 43 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 44 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
6.2.2.1 On-premises
6.2.2.1.1 On-premise solutions to help organizations tailor generative AI to integrate seamlessly with existing systems
TABLE 45 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 46 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.2 Cloud
6.2.2.2.1 Cloud deployment to enable faster deployment of AI solutions and accessibility of AI technologies
TABLE 47 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 48 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3 SERVICES
FIGURE 68 MANAGED SERVICES TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD
TABLE 49 GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 50 GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 51 GENERATIVE AI SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 52 GENERATIVE AI SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1 PROFESSIONAL SERVICES
6.3.1.1 Requirement assessment and customized implementation and assistance with deployment of generative AI solutions
FIGURE 69 SYSTEM INTEGRATION & IMPLEMENTATION SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 53 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 54 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
TABLE 55 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 56 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2 Training & consulting services
TABLE 57 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 58 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.1 Model design & training
6.3.1.2.2 Model fine-tuning
6.3.1.2.3 Prompt engineering
6.3.1.2.4 Consulting & system architecting
6.3.1.3 System integration & implementation services
TABLE 59 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 60 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.3.1 Model Integration & Deployment
6.3.1.3.2 Custom App Development
6.3.1.3.3 API-based Model Integration
6.3.1.4 Support & maintenance services
TABLE 61 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 62 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.4.1 Model Performance Metrics
6.3.1.4.2 Security & Compliance Audits
6.3.1.4.3 Model Optimization
6.3.2 MANAGED SERVICES
6.3.2.1 Managed services provide end-to-end management for generative AI, helping businesses focus on core competencies
TABLE 63 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 64 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
7 GENERATIVE AI MARKET, BY DATA MODALITY
7.1 INTRODUCTION
7.1.1 DATA MODALITY: GENERATIVE AI MARKET DRIVERS
FIGURE 70 VIDEO DATA MODALITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 65 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 66 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
7.2 TEXT
7.2.1 ADVANCED TECHNIQUES SUCH AS RNNS AND TRANSFORMER ARCHITECTURES TO PROCESS AND GENERATE TEXT
TABLE 67 GENERATIVE AI MARKET, BY TEXT MODALITY, 2019–2023 (USD MILLION)
TABLE 68 GENERATIVE AI MARKET, BY TEXT MODALITY, 2024–2030 (USD MILLION)
7.2.2 TEXT GENERATION
TABLE 69 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 70 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.2.3 TEXT-BASED CHATBOTS
TABLE 71 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2019–2023 (USD MILLION)
TABLE 72 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2024–2030 (USD MILLION)
7.2.4 TEXT SUMMARIZATION
TABLE 73 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 74 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2024–2030 (USD MILLION)
7.2.5 TEXT TRANSLATION
TABLE 75 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 76 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2024–2030 (USD MILLION)
7.2.6 OTHER TEXT MODALITIES
TABLE 77 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 78 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.3 IMAGE
7.3.1 CREATING VISUAL CONTENT, RANGING FROM PHOTOREALISTIC IMAGES TO ABSTRACT ART, USING ARTIFICIAL INTELLIGENCE IMAGE TECHNIQUES
TABLE 79 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2019–2023 (USD MILLION)
TABLE 80 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2024–2030 (USD MILLION)
7.3.2 IMAGE GENERATION
TABLE 81 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 82 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.3.3 IMAGE CAPTIONING
TABLE 83 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2019–2023 (USD MILLION)
TABLE 84 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2024–2030 (USD MILLION)
7.3.4 IMAGE EDITING & ENHANCEMENT
TABLE 85 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 86 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION)
7.3.5 OTHER IMAGE MODALITIES
TABLE 87 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 88 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.4 VIDEO
7.4.1 DEEP LEARNING MODELS UNDERSTAND AND RECREATE VISUAL DATA, ENABLING LIFELIKE VIDEOS
TABLE 89 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2019–2023 (USD MILLION)
TABLE 90 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2024–2030 (USD MILLION)
7.4.2 VIDEO GENERATION
TABLE 91 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 92 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.4.3 VIDEO EDITING & ENHANCEMENT
TABLE 93 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 94 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION)
7.4.4 VIDEO ANNOTATION
TABLE 95 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 96 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2024–2030 (USD MILLION)
7.4.5 OTHER VIDEO MODALITIES
TABLE 97 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 98 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.5 AUDIO & SPEECH
7.5.1 THROUGH ADVANCED ALGORITHMS AND DEEP LEARNING TECHNIQUES, GENERATIVE MODELS CAN ANALYZE AND SYNTHESIZE AUDIO DATA WITH REMARKABLE ACCURACY
TABLE 99 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2019–2023 (USD MILLION)
TABLE 100 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2024–2030 (USD MILLION)
7.5.2 TEXT-TO-SPEECH
TABLE 101 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2019–2023 (USD MILLION)
TABLE 102 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2024–2030 (USD MILLION)
7.5.3 SPEECH RECOGNITION & TRANSCRIPTION
TABLE 103 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2019–2023 (USD MILLION)
TABLE 104 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2024–2030 (USD MILLION)
7.5.4 MUSIC GENERATION
TABLE 105 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 106 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.5.5 OTHER AUDIO & SPEECH MODALITIES
TABLE 107 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 108 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.6 CODE
7.6.1 GENERATIVE AI WITH CODE UNDERSTANDING CAPABILITIES CAN ASSIST IN TASKS SUCH AS SOFTWARE MAINTENANCE, REFACTORING, AND OPTIMIZATION
TABLE 109 GENERATIVE AI MARKET, BY CODE MODALITY, 2019–2023 (USD MILLION)
TABLE 110 GENERATIVE AI MARKET, BY CODE MODALITY, 2024–2030 (USD MILLION)
7.6.2 CODE GENERATION
TABLE 111 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 112 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.6.3 CODE DOCUMENTATION
TABLE 113 GENERATIVE AI MARKET IN CODE DOCUMENTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 114 GENERATIVE AI MARKET IN CODE DOCUMENTATION: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
7.6.4 CODE TRANSLATION & TRANSPILATION
TABLE 115 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSLATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 116 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSPILATION, BY REGION, 2024–2030 (USD MILLION)
7.6.5 OTHER CODE MODALITIES
TABLE 117 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 118 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2024–2030 (USD MILLION)
8 GENERATIVE AI MARKET, BY APPLICATION
8.1 INTRODUCTION
8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS
FIGURE 71 SYNTHETIC DATA MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 119 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 120 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
8.2 BUSINESS INTELLIGENCE & VISUALIZATION
8.2.1 IDENTIFYING PATTERNS AND TRENDS WITHIN DATA BY EMPLOYING TECHNIQUES SUCH AS DEEP LEARNING AND NEURAL NETWORKS
TABLE 121 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 122 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 123 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 124 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.2.2 SALES INTELLIGENCE
TABLE 125 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 126 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.3 MARKETING INTELLIGENCE
TABLE 127 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 128 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.4 HUMAN RESOURCE INTELLIGENCE
TABLE 129 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 130 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.5 FINANCE INTELLIGENCE
TABLE 131 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 132 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.6 OPERATIONS INTELLIGENCE
TABLE 133 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 134 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.3 CONTENT MANAGEMENT
8.3.1 IMPROVING CONTENT MANAGEMENT BY OPTIMIZING WORKFLOWS AND ENHANCING SCALABILITY USING GENERATIVE AI
TABLE 135 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 136 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 137 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 138 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.3.2 CONTENT GENERATION
TABLE 139 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 140 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2024–2030 (USD MILLION)
8.3.3 CONTENT CURATION, TAGGING, AND CATEGORIZATION
TABLE 141 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 142 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2024–2030 (USD MILLION)
8.3.4 DIGITAL MARKETING
TABLE 143 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2019–2023 (USD MILLION)
TABLE 144 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2024–2030 (USD MILLION)
8.3.5 MEDIA EDITING
TABLE 145 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2019–2023 (USD MILLION)
TABLE 146 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2024–2030 (USD MILLION)
8.4 SYNTHETIC DATA MANAGEMENT
8.4.1 MIMICKING REAL-WORLD DATA DISTRIBUTIONS WITHOUT COMPROMISING INDIVIDUAL PRIVACY BY UTILIZING GANS AND VAES
TABLE 147 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 148 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 149 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 150 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.4.2 SYNTHETIC DATA AUGMENTATION
TABLE 151 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 152 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2024–2030 (USD MILLION)
8.4.3 SYNTHETIC DATA TRAINING
TABLE 153 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2019–2023 (USD MILLION)
TABLE 154 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2024–2030 (USD MILLION)
8.5 SEARCH & DISCOVERY
8.5.1 NEED TO UNCOVER HIDDEN PATTERNS, EXTRACT INSIGHTS, AND GENERATE PERSONALIZED RECOMMENDATIONS
TABLE 155 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 156 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 157 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 158 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.5.2 GENERAL SEARCH
TABLE 159 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2019–2023 (USD MILLION)
TABLE 160 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2024–2030 (USD MILLION)
8.5.3 INSIGHT GENERATION
TABLE 161 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 162 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2024–2030 (USD MILLION)
8.6 AUTOMATION & INTEGRATION
8.6.1 STREAMLINING AND ENHANCING VARIOUS PROCESSES WITHIN BUSINESSES BY UTILIZING AUTOMATION & INTEGRATION POWER OF GENERATIVE AI
TABLE 163 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 164 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 165 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 166 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS
TABLE 167 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2019–2023 (USD MILLION)
TABLE 168 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2024–2030 (USD MILLION)
8.6.3 CUSTOMER EXPERIENCE MANAGEMENT
TABLE 169 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 170 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION
TABLE 171 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 172 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2024–2030 (USD MILLION)
8.6.5 CYBERSECURITY INTELLIGENCE
TABLE 173 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 174 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.6.5.1 Fraud Detection & Prevention
TABLE 175 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2019–2023 (USD MILLION)
TABLE 176 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2024–2030 (USD MILLION)
8.6.5.2 Risk & Compliance Management
TABLE 177 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 178 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.5.3 Automated Patch Management
TABLE 179 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 180 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.5.4 Digital Forensics & Incident Analysis
TABLE 181 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2019–2023 (USD MILLION)
TABLE 182 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2024–2030 (USD MILLION)
8.6.5.5 Threat Simulation & Training
TABLE 183 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2019–2023 (USD MILLION)
TABLE 184 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2024–2030 (USD MILLION)
8.7 GENERATIVE DESIGN AI
8.7.1 ANALYZING VAST AMOUNTS OF DATA AND HARNESSING MACHINE LEARNING ALGORITHMS FOR NUMEROUS DESIGN ITERATIONS
TABLE 185 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 186 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 187 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 188 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.7.2 DESIGN EXPLORATION & VARIATION
TABLE 189 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 190 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2024–2030 (USD MILLION)
8.7.3 MODELING & PROTOTYPING
TABLE 191 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2019–2023 (USD MILLION)
TABLE 192 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2024–2030 (USD MILLION)
8.7.4 PRODUCT RENDERINGS & VISUAL COLLATERALS
TABLE 193 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 194 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2024–2030 (USD MILLION)
8.8 OTHER APPLICATIONS
TABLE 195 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 196 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 197 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 198 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2024–2030 (USD MILLION)
9 GENERATIVE AI MARKET, BY VERTICAL
9.1 INTRODUCTION
9.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS
FIGURE 72 ADOPTION OF GENERATIVE AI IN RETAIL & ECOMMERCE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 199 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 200 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
9.2 MEDIA & ENTERTAINMENT
9.2.1 DEMAND FOR HYPER-PERSONALIZED CONTENT EXPERIENCES AND HYPER-REALISTIC VIRTUAL ENVIRONMENTS
9.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
FIGURE 73 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
TABLE 201 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 202 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.2.3 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY TEXT MODALITY
TABLE 203 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 204 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.3.1 Script & Dialogue Generation
9.2.3.2 Content Summarization
9.2.3.3 Language Translation & Localization
9.2.3.4 Interactive Storytelling
9.2.3.5 Automated News Generation
9.2.4 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY VIDEO MODALITY
TABLE 205 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 206 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.4.1 Video Synthesis
9.2.4.2 Video Inpainting
9.2.4.3 Video Summarization
9.2.4.4 Visual Effects Enhancement
9.2.4.5 Virtual Set Design
9.2.5 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY IMAGE MODALITY
TABLE 207 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 208 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.5.1 Content Creation
9.2.5.2 Style Transfer
9.2.5.3 Face & Character Generation
9.2.5.4 Image Super-Resolution
9.2.5.5 Automated Thumbnail Generation
9.2.6 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY CODE MODALITY
TABLE 209 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 210 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.6.1 Procedural Content Generation
9.2.6.2 Automated Animation Scripting
9.2.6.3 Code Comment Generation
9.2.6.4 Code Translation
9.2.6.5 Code Refactoring Suggestions
9.2.7 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 211 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 212 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.7.1 Music Composition
9.2.7.2 Voice Synthesis
9.2.7.3 Sound Effects Generation
9.2.7.4 Podcast Automation
9.2.7.5 Audio Restoration
9.3 BFSI
9.3.1 IDENTIFYING PATTERNS OF FRAUDULENT ACTIVITY AND ENHANCING CUSTOMER SERVICE AND SUPPORT USING GENERATIVE AI
9.3.2 BFSI: GENERATIVE AI SUCCESS STORIES
FIGURE 74 BFSI: GENERATIVE AI SUCCESS STORIES
TABLE 213 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 214 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.3.3 GENERATIVE AI MARKET IN BFSI VERTICAL, BY TEXT MODALITY
TABLE 215 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 216 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.3.1 Automated Customer Support
9.3.3.2 Financial Document Summarization
9.3.3.3 Sentiment Analysis
9.3.3.4 Financial News Generation
9.3.3.5 Fraudulent Mail Detection
9.3.4 GENERATIVE AI MARKET IN BFSI VERTICAL, BY VIDEO MODALITY
TABLE 217 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 218 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.4.1 Automated Video Surveillance
9.3.4.2 Virtual Financial Consultation
9.3.4.3 Visual-cognitive Credit Assessment
9.3.4.4 Interactive Banking Tutorials
9.3.5 GENERATIVE AI MARKET IN BFSI VERTICAL, BY IMAGE MODALITY
TABLE 219 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 220 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.5.1 Signature Verification
9.3.5.2 Transaction Anomaly Detection
9.3.5.3 Document Digitization
9.3.5.4 Card Fraud Detection
9.3.5.5 Customer Identity Verification
9.3.6 GENERATIVE AI MARKET IN BFSI VERTICAL, BY CODE MODALITY
TABLE 221 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 222 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.6.1 Algorithmic Trading Strategies
9.3.6.2 Automated Report Generation
9.3.6.3 Code Review & Optimization
9.3.6.4 Fraud Detection Algorithm Development
9.3.6.5 Automated Compliance Checks
9.3.7 GENERATIVE AI MARKET IN BFSI VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 223 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 224 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.7.1 Financial Data Audio Transcription
9.3.7.2 Customer Support & Service
9.3.7.3 Automated Meeting Summaries
9.3.7.4 Financial Podcast Generation
9.3.7.5 Voice-enabled Financial Apps
9.4 HEALTHCARE & LIFE SCIENCES
9.4.1 REVOLUTIONIZING DRUG DISCOVERY, MEDICAL IMAGING ANALYSIS, AND PERSONALIZED TREATMENT PLANS
9.4.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
FIGURE 75 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
TABLE 225 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 226 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.4.3 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY TEXT MODALITY
TABLE 227 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 228 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.3.1 Electronic Health Records (EHR)
9.4.3.2 Clinical Documentation Generation
9.4.3.3 Drug Interaction Prediction
9.4.3.4 Medical Literature Summarization
9.4.3.5 Patient Communication & Education
9.4.4 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY VIDEO MODALITY
TABLE 229 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 230 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.4.1 Surgical Procedure Simulation
9.4.4.2 Rehabilitation Exercise Generation
9.4.4.3 Gait Analysis & Recovery
9.4.4.4 Remote Patient Monitoring
9.4.4.5 Medical Training Videos
9.4.5 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY IMAGE MODALITY
TABLE 231 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 232 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.5.1 Synthetic Medical Imaging
9.4.5.2 Tumor Detection & Segmentation
9.4.5.3 Radiation Therapy Planning
9.4.5.4 AR/VR Visualization for Anatomy
9.4.5.5 Synthetic Molecular Structure Generation
9.4.6 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY CODE MODALITY
TABLE 233 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 234 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.6.1 Automated Medical Report Generation
9.4.6.2 Algorithmic Medical Diagnosis
9.4.6.3 Drug Dosage Calculation
9.4.6.4 Healthcare Workflow Automation
9.4.6.5 Clinical Decision Support Systems
9.4.7 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 235 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 236 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.7.1 Voice Assistants for Patients
9.4.7.2 Speech Synthesis for Assistive Devices
9.4.7.3 Medical Dictation and Transcription
9.4.7.4 Speech-to-Text Medical Transcription
9.4.7.5 Customized Audiograms
9.5 MANUFACTURING
9.5.1 TRANSFORMING QUALITY CONTROL IN MANUFACTURING BY ENABLING AUTOMATED INSPECTION AND DEFECT DETECTION
9.5.2 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
FIGURE 76 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
TABLE 237 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 238 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.5.3 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY TEXT MODALITY
TABLE 239 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 240 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.3.1 Technical Documentation
9.5.3.2 RFQ/RFP Generation
9.5.3.3 Automated Email Communication
9.5.3.4 Maintenance & Repair Manuals
9.5.3.5 Demand Forecasting & Inventory Management
9.5.4 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY VIDEO MODALITY
TABLE 241 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 242 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.4.1 Process Optimization
9.5.4.2 Predictive Maintenance
9.5.4.3 Robotic Process Control
9.5.4.4 Worker Training and Safety
9.5.4.5 Supply Chain Visualization
9.5.5 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY IMAGE MODALITY
TABLE 243 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 244 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.5.1 Product Design/3D Prototyping
9.5.5.2 Defect Detection
9.5.5.3 Customized Manufacturing
9.5.5.4 Generative Design
9.5.5.5 Visual Inspection and Quality Control
9.5.6 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY CODE MODALITY
TABLE 245 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 246 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.6.1 Automated Script Generation
9.5.6.2 Digital Twin Simulation
9.5.6.3 Data Analysis & Visualization
9.5.6.4 IoT Devices Integration
9.5.6.5 CNC Machine G-Codes
9.5.7 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 247 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 248 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.7.1 Acoustic Quality Control
9.5.7.2 Worker Assistance & Communication
9.5.7.3 Real-time Monitoring & Alerts
9.5.7.4 Virtual Training & Simulations
9.5.7.5 Voice-controlled Interfaces
9.6 RETAIL & ECOMMERCE
9.6.1 UTILIZING GENERATIVE AI TO CREATE VIRTUAL SHOPPING ASSISTANTS AND CHATBOTS TO INTERACT WITH CUSTOMERS
9.6.2 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
FIGURE 77 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
TABLE 249 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 250 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.6.3 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY TEXT MODALITY
TABLE 251 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 252 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.3.1 Product Descriptions
9.6.3.2 Chatbots and Customer Service
9.6.3.3 Social Media Content Creation
9.6.3.4 Email Marketing
9.6.3.5 Personalized Shopping Recommendations
9.6.4 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY VIDEO MODALITY
TABLE 253 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 254 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.4.1 Product Showcase Videos
9.6.4.2 Video Advertisements
9.6.4.3 Virtual Store Tours
9.6.4.4 Instructional Videos
9.6.4.5 User-Generated Content Compilation
9.6.5 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY IMAGE MODALITY
TABLE 255 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 256 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.5.1 Product Image Generation
9.6.5.2 Virtual Try-on
9.6.5.3 Interior Design Simulation
9.6.5.4 Customized Packaging Design
9.6.5.5 Visual Search Enhancement
9.6.6 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY CODE MODALITY
TABLE 257 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 258 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.6.1 Automated Inventory Management
9.6.6.2 Dynamic Pricing Optimization
9.6.6.3 Fraud Detection and Prevention
9.6.6.4 Supply Chain Optimization
9.6.6.5 eCommerce Platform Customization
9.6.7 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 259 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 260 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.7.1 Voice Assistants
9.6.7.2 Personalized Audio Ads
9.6.7.3 Audio Product Guides
9.6.7.4 Voice Search Optimization
9.6.7.5 Customer Escalation management
9.7 TRANSPORTATION & LOGISTICS
9.7.1 RISE IN NEED FOR EFFICIENCY, OPTIMIZATION, AND SUSTAINABILITY
9.7.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
FIGURE 78 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
TABLE 261 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 262 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.7.3 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY TEXT MODALITY
TABLE 263 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 264 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.3.1 Supply Chain Risk Assessment
9.7.3.2 Spare Parts Documentation
9.7.3.3 Incident Reports
9.7.3.4 Freight Documentation
9.7.3.5 Vehicle Maintenance Logs
9.7.4 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY VIDEO MODALITY
TABLE 265 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 266 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.4.1 Surveillance & Security
9.7.4.2 Driver Behavior Analysis
9.7.4.3 Loading & Unloading Optimization
9.7.4.4 Accident Reconstruction
9.7.4.5 Parking Management
9.7.5 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY IMAGE MODALITY
TABLE 267 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 268 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.5.1 Virtual Test Environments
9.7.5.2 Customized Vehicle Personalization
9.7.5.3 Damage Inspection
9.7.5.4 Route Optimization Visualization
9.7.5.5 Traffic Flow Simulation
9.7.6 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY CODE MODALITY
TABLE 269 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 270 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.6.1 Algorithm Development for Autonomous Vehicles
9.7.6.2 Automated Data Processing for Logistics
9.7.6.3 Vehicle Control Systems
9.7.6.4 Predictive Analytics for Maintenance
9.7.6.5 Intelligent Scheduling and Resource Allocation
9.7.7 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 271 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 272 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.7.1 Emergency Response and Assistance
9.7.7.2 Voice-Enabled Navigation
9.7.7.3 Fleet Management & Coordination
9.7.7.4 Speech Recognition for Driver Commands
9.7.7.5 Hands-Free Data Entry
9.8 CONSTRUCTION & REAL ESTATE
9.8.1 INTEGRATION OF GENERATIVE AI TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS
9.8.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
FIGURE 79 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
TABLE 273 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 274 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.8.3 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY TEXT MODALITY
TABLE 275 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 276 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.3.1 Automated Property Descriptions
9.8.3.2 Legal Document Generation
9.8.3.3 Project Planning Reports
9.8.3.4 Client Communication
9.8.3.5 Environmental Impact Assessments
9.8.4 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY VIDEO MODALITY
TABLE 277 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 278 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.4.1 Construction Progress Videos
9.8.4.2 Virtual Reality Property Walkthroughs
9.8.4.3 Safety Training Videos
9.8.4.4 Quality Assurance Inspections
9.8.4.5 Property Valuation Videos
9.8.5 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY IMAGE MODALITY
TABLE 279 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 280 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.5.1 Architectural Design Generation
9.8.5.2 Facade Visualization
9.8.5.3 Interior Layout Suggestions
9.8.5.4 Site Progress Monitoring
9.8.5.5 Virtual Staging
9.8.6 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY CODE MODALITY
TABLE 281 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 282 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.6.1 Automated Building Information Modeling (BIM)
9.8.6.2 Construction Workflow Automation
9.8.6.3 Generative Design for Structures
9.8.6.4 Energy Efficiency Simulations
9.8.6.5 Maintenance and Repairs
9.8.7 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 283 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 284 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.7.1 Construction Site Monitoring
9.8.7.2 Voice-activated Property Tours
9.8.7.3 Automated Customer Support Calls
9.8.7.4 Occupancy Monitoring
9.8.7.5 Equipment Maintenance Alerts
9.9 ENERGY & UTILITIES
9.9.1 GENERATIVE AI TOOLS TO DETECT OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS
9.9.2 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
FIGURE 80 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
TABLE 285 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 286 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.9.3 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY TEXT MODALITY
TABLE 287 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 288 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.3.1 Energy Consumption Forecasting
9.9.3.2 Automated Reporting
9.9.3.3 Customer Support & Resolution
9.9.3.4 Regulatory Compliance
9.9.3.5 Energy Trading Insights
9.9.4 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY VIDEO MODALITY
TABLE 289 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 290 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.4.1 Safety Compliance Monitoring
9.9.4.2 Renewable Energy Site Selection
9.9.4.3 Real-time Equipment Monitoring
9.9.4.4 Energy Theft Detection
9.9.4.5 Workforce Training
9.9.5 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY IMAGE MODALITY
TABLE 291 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 292 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.5.1 Infrastructure Inspection
9.9.5.2 Facility Layout Optimization
9.9.5.3 Environmental Monitoring
9.9.5.4 Grid Management & Optimization
9.9.5.5 GIS Data & Satellite Imagery Analysis
9.9.6 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY CODE MODALITY
TABLE 293 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 294 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.6.1 Optimized Energy Management Code
9.9.6.2 Predictive Maintenance Algorithms
9.9.6.3 Renewable Energy Simulation
9.9.6.4 Energy Trading Algorithms
9.9.6.5 Autonomous Grid Control
9.9.7 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 295 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 296 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.7.1 Acoustic Anomaly Detection
9.9.7.2 Emergency Response Coordination
9.9.7.3 Voice-activated Energy Control
9.9.7.4 Multilingual Customer Support
9.9.7.5 Predictive Maintenance Alerts
9.10 GOVERNMENT & DEFENSE
9.10.1 GENERATIVE AI TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE
9.10.2 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
FIGURE 81 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
TABLE 297 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 298 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.10.3 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY TEXT MODALITY
TABLE 299 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 300 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.3.1 E-Citizen Services
9.10.3.2 Threat Intelligence
9.10.3.3 Automated Translation
9.10.3.4 Propaganda Detection
9.10.3.5 Policy Document Generation
9.10.4 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY VIDEO MODALITY
TABLE 301 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 302 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.4.1 Simulated Training Scenarios
9.10.4.2 Surveillance Video Enhancement
9.10.4.3 Activity Recognition & Anomaly Detection
9.10.4.4 Drone & UAV Navigation
9.10.4.5 Visual Storyboarding
9.10.5 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY IMAGE MODALITY
TABLE 303 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 304 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.5.1 Satellite Image Analysis
9.10.5.2 Facial Recognition
9.10.5.3 Camouflage Design
9.10.5.4 Object Detection Augmentation
9.10.5.5 Anomaly Detection in Surveillance
9.10.6 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY CODE MODALITY
TABLE 305 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 306 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.6.1 Automated Code Generation
9.10.6.2 Vulnerability Simulation
9.10.6.3 Code Obfuscation
9.10.6.4 Reverse Engineering Aid
9.10.6.5 Network Simulation and Optimization
9.10.7 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 307 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 308 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.7.1 Audio Deepfake Detection
9.10.7.2 Automated Speech Transcription
9.10.7.3 Dialect Generation and Recognition
9.10.7.4 Verbal Deception Detection
9.10.7.5 Voice Biometrics and Authentication
9.11 IT & ITES
9.11.1 GENERATIVE AI TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE
9.11.2 IT & ITES: GENERATIVE AI SUCCESS STORIES
FIGURE 82 IT & ITES: GENERATIVE AI SUCCESS STORIES
TABLE 309 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 310 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.11.3 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY TEXT MODALITY
TABLE 311 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 312 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.3.1 Natural Language Interfaces
9.11.3.2 Automated Report Generation
9.11.3.3 Data Annotation for ML
9.11.3.4 Chatbots for IT Support
9.11.3.5 API Documentation
9.11.4 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY VIDEO MODALITY
TABLE 313 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 314 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.4.1 Video Training Modules
9.11.4.2 Automated Video Editing
9.11.4.3 Code Visualization
9.11.4.4 IT Process Simulation
9.11.4.5 Virtual IT Demos
9.11.5 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY IMAGE MODALITY
TABLE 315 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 316 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.5.1 UI/UX Design Prototyping
9.11.5.2 Logo and Branding Design
9.11.5.3 Image Data Augmentation
9.11.5.4 Fraud Detection
9.11.5.5 Document Digitization
9.11.6 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY CODE MODALITY
TABLE 317 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 318 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.6.1 Code Auto-Completion
9.11.6.2 Automated Code Review
9.11.6.3 Bug Detection and Prevention
9.11.6.4 Refactoring Assistance
9.11.6.5 Code Comment Generation
9.11.7 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 319 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 320 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.7.1 Voice User Interfaces (VUI)
9.11.7.2 Text-to-Speech Applications
9.11.7.3 Voice-activated Commands
9.11.7.4 Voice Biometrics
9.11.7.5 Automated Call Logging
9.12 TELECOMMUNICATIONS
9.12.1 GENERATIVE AI TO OPTIMIZE NETWORK OPERATIONS AND PLANNING AND AUGMENT CUSTOMER SERVICES
9.12.2 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES
FIGURE 83 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES
TABLE 321 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 322 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.12.3 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY TEXT MODALITY
TABLE 323 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 324 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.3.1 Chatbots and Customer Support
9.12.3.2 Automated Network Documentation
9.12.3.3 Voice-to-Text Transcription
9.12.3.4 Automatic Billing & Invoicing
9.12.3.5 Content Generation for Marketing
9.12.4 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY VIDEO MODALITY
TABLE 325 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 326 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.4.1 Video Quality Enhancement
9.12.4.2 Automated Video Summarization
9.12.4.3 VR Content Generation
9.12.4.4 Anomaly Detection in Video Feeds
9.12.4.5 Content Personalization for Video Streaming
9.12.5 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY IMAGE MODALITY
TABLE 327 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 328 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.5.1 Network Infrastructure Visualization
9.12.5.2 Automatic Fault Detection
9.12.5.3 Antenna Placement Optimization
9.12.5.4 Facial Recognition for Customer Service
9.12.5.5 Real-time Image Compression
9.12.6 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY CODE MODALITY
TABLE 329 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 330 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.6.1 Code Auto-Completion
9.12.6.2 Bug Detection & Repair
9.12.6.3 Code Summarization & Documentation
9.12.6.4 Code Translation
9.12.6.5 Automated Script Generation
9.12.7 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 331 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 332 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.7.1 Voice Authentication
9.12.7.2 Language Generation for IVR Systems
9.12.7.3 Speech Emotion Recognition
9.12.7.4 Automated Call Center Quality Assurance
9.12.7.5 Voice Generation for Virtual Assistants
9.13 OTHER VERTICALS
TABLE 333 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 334 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.13.1 GENERATIVE AI MARKET IN OTHER VERTICALS, BY TEXT MODALITY
TABLE 335 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 336 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.2 GENERATIVE AI MARKET IN OTHER VERTICALS, BY VIDEO MODALITY
TABLE 337 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 338 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.3 GENERATIVE AI MARKET IN OTHER VERTICALS, BY IMAGE MODALITY
TABLE 339 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 340 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.4 GENERATIVE AI MARKET IN OTHER VERTICALS, BY CODE MODALITY
TABLE 341 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 342 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.5 GENERATIVE AI MARKET IN OTHER VERTICALS, BY AUDIO & SPEECH MODALITY
TABLE 343 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 344 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
10 GENERATIVE AI MARKET, BY REGION
10.1 INTRODUCTION
FIGURE 84 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 85 FINLAND TO REGISTER HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD
TABLE 345 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 346 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
10.2 NORTH AMERICA
10.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS
10.2.2 NORTH AMERICA: RECESSION IMPACT
FIGURE 86 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT
TABLE 347 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 348 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 349 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 350 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 351 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 352 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 353 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 354 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 355 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 356 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 357 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 358 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 359 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 360 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 361 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 362 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.2.3 US
TABLE 363 US: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 364 US: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.2.4 CANADA
TABLE 365 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 366 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3 EUROPE
10.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS
10.3.2 EUROPE: RECESSION IMPACT
TABLE 367 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 368 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 369 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 370 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 371 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 372 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 373 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 374 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 375 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 376 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 377 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 378 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 379 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 380 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 381 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 382 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.3.3 UK
TABLE 383 UK: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 384 UK: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.4 GERMANY
TABLE 385 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 386 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.5 FRANCE
TABLE 387 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 388 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.6 ITALY
TABLE 389 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 390 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.7 SPAIN
TABLE 391 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 392 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.8 FINLAND
TABLE 393 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 394 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.9 REST OF EUROPE
TABLE 395 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 396 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4 ASIA PACIFIC
10.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS
10.4.2 ASIA PACIFIC: RECESSION IMPACT
FIGURE 87 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT
TABLE 397 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 398 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 399 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 400 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 401 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 402 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 403 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 404 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 405 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 406 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 407 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 408 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 409 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 410 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 411 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 412 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.4.3 CHINA
TABLE 413 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 414 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.4 INDIA
TABLE 415 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 416 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.5 JAPAN
TABLE 417 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 418 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.6 SOUTH KOREA
10.4.6.1 Success and failure factors for generative AI-based startups
FIGURE 88 SOUTH KOREA: SUCCESS AND FAILURE FACTORS FOR GENERATIVE AI STARTUPS
10.4.6.1.1 Success factors
10.4.6.1.1.1 Large language model (LLM)-based startups attract hefty investments
FIGURE 89 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION)
10.4.6.1.1.2 Developing ‘enterprise context’ generative AI solutions to help startups gain competitive edge
10.4.6.1.1.3 Startups seeking alternatives to AI chipset shortages to enjoy lower operational expenditures
FIGURE 90 NUMBER OF IMAGES GENERATED PER HOUR VIA STABLE DIFFUSION MODEL, BY GPU TYPE
10.4.6.1.1.4 Startups focusing on developing multimodal generative AI solutions to gain untapped potential
10.4.6.1.2 Failure factors
10.4.6.1.2.1 High cost of model training & inference optimization
FIGURE 91 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS, 2022 (USD)
10.4.6.1.2.2 Most generative AI startups are merely ‘AI wrappers’ with very thin layers above foundational models
10.4.6.1.2.3 Generative AI startups struggle to source proprietary training data
10.4.6.2 Strategies employed by successful generative AI companies in various sectors
10.4.6.2.1 Healthcare & life sciences
10.4.6.2.1.1 OpenAI and Oscar Health
10.4.6.2.1.2 AWS and 3M Health Information Systems (HIS)
10.4.6.2.2 BFSI
10.4.6.2.2.1 Microsoft and KPMG Australia
10.4.6.2.2.2 NVIDIA and Wealthsimple
10.4.6.2.3 Retail & eCommerce
10.4.6.2.3.1 Synthesia and BESTSELLER
10.4.6.2.3.2 Microsoft and Fashable
10.4.6.2.4 IT & ITeS
10.4.6.2.4.1 AWS and Salesforce
10.4.6.2.4.2 NVIDIA and Perplexity
10.4.6.2.5 Manufacturing
10.4.6.2.5.1 C3.ai and Multinational Manufacturing Group
10.4.6.2.5.2 Google and US Steel
10.4.6.2.6 Media & entertainment
10.4.6.2.6.1 Inworld AI and Disney
10.4.6.2.6.2 Fireflies and DigitalBull Go
10.4.6.2.7 Telecommunications
10.4.6.2.7.1 NVIDIA and KT Corporation
10.4.6.2.7.2 Microsoft and AT&T
10.4.6.3 Business models that have facilitated startup growth into unicorn companies
FIGURE 92 GENERATIVE AI UNICORNS AS OF DECEMBER 2023
TABLE 419 GENERATIVE AI UNICORNS: BUSINESS MODELS
10.4.6.4 Comparative analysis of business models between Korean firms and global players in generative AI market
TABLE 420 SOUTH KOREA: GENERATIVE AI STARTUPS, BY BUSINESS MODEL
10.4.6.5 Where Korean firms are lagging in generative AI compared to global players
10.4.6.6 Generative AI startup profiles
TABLE 421 SOUTH KOREA: GENERATIVE AI STARTUP PROFILES
TABLE 422 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 423 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 424 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 425 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 426 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 427 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 428 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 429 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 430 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 431 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 432 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 433 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 434 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 435 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 436 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 437 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 438 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 439 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 440 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 441 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 442 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 443 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 444 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 445 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 446 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 447 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 448 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 449 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 450 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 451 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 452 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2019–2023 (USD MILLION)
TABLE 453 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2024–2030 (USD MILLION)
TABLE 454 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 455 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 456 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 457 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 458 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 459 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 460 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 461 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 462 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 463 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 464 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 465 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 466 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 467 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 468 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 469 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 470 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 471 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 472 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 473 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 474 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 475 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 476 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 477 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 478 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 479 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 480 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 481 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 482 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 483 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 484 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 485 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION)
10.4.7 SINGAPORE
TABLE 486 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 487 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.8 AUSTRALIA & NEW ZEALAND
TABLE 488 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 489 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.9 REST OF ASIA PACIFIC
TABLE 490 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 491 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5 MIDDLE EAST & AFRICA
10.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 492 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 493 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 494 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 495 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 496 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 497 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 498 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 499 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 500 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 501 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 502 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 503 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 504 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 505 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 506 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 507 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.5.3 SAUDI ARABIA
TABLE 508 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 509 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.4 UAE
TABLE 510 UAE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 511 UAE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.5 SOUTH AFRICA
TABLE 512 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 513 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.6 TURKEY
TABLE 514 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 515 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.7 REST OF MIDDLE EAST & AFRICA
TABLE 516 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 517 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6 LATIN AMERICA
10.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS
10.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 518 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 519 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 520 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 521 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 522 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 523 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 524 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 525 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 526 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 527 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 528 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 529 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 530 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 531 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 532 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 533 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.6.3 BRAZIL
TABLE 534 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 535 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.4 MEXICO
TABLE 536 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 537 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.5 ARGENTINA
TABLE 538 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 539 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.6 REST OF LATIN AMERICA
TABLE 540 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 541 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
11 COMPETITIVE LANDSCAPE
11.1 OVERVIEW
11.2 KEY PLAYERS STRATEGIES
TABLE 542 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS
11.3 REVENUE ANALYSIS
FIGURE 93 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS
11.4 MARKET SHARE ANALYSIS
FIGURE 94 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2023
11.4.1 MARKET RANKING ANALYSIS
TABLE 543 GENERATIVE AI MARKET: DEGREE OF COMPETITION
11.5 PRODUCT COMPARATIVE ANALYSIS
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
FIGURE 95 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
11.5.1.1 ChatGPT
11.5.1.2 Gemini
11.5.1.3 Claude
11.5.1.4 Amazon Titan
11.5.1.5 Bing
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
FIGURE 96 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
11.5.2.1 DALL-E
11.5.2.2 Craiyon
11.5.2.3 Midjourney
11.5.2.4 Stable Diffusion
11.5.2.5 Nightcafe
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
FIGURE 97 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
11.5.3.1 Synthesia
11.5.3.2 Lumen5
11.5.3.3 Elai
11.5.3.4 Flexclip
11.5.3.5 VEED.IO
11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
FIGURE 98 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
11.5.4.1 Codex
11.5.4.2 PyCharm
11.5.4.3 Tabnine
11.5.4.4 Codota
11.5.4.5 SourceAI
11.5.5 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
FIGURE 99 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
11.5.5.1 Speechify
11.5.5.2 Play.ht
11.5.5.3 Murf.AI
11.5.5.4 Aiva
11.5.5.5 OpenAI Jukebox
11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 100 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 101 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS
11.7.1 STARS
11.7.2 EMERGING LEADERS
11.7.3 PERVASIVE PLAYERS
11.7.4 PARTICIPANTS
FIGURE 102 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS
11.7.5.1 Overall Company Footprint
FIGURE 103 OVERALL COMPANY FOOTPRINT (18 COMPANIES), 2023
11.7.5.2 Regional Footprint
TABLE 544 REGIONAL FOOTPRINT (18 COMPANIES), 2023
11.7.5.3 Application Footprint
TABLE 545 APPLICATION FOOTPRINT (18 COMPANIES), 2023
11.7.5.4 Vertical Footprint
TABLE 546 VERTICAL FOOTPRINT (18 COMPANIES), 2023
11.7.5.5 Offering Footprint
TABLE 547 OFFERING FOOTPRINT (18 COMPANIES), 2023
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES
11.8.1 PROGRESSIVE COMPANIES
11.8.2 RESPONSIVE COMPANIES
11.8.3 DYNAMIC COMPANIES
11.8.4 STARTING BLOCKS
FIGURE 104 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES
11.8.5.1 Detailed List of Key Startups/SMEs
TABLE 548 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023
11.8.5.2 Competitive Benchmarking of Key Startups/SMEs
TABLE 549 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
11.9 COMPETITIVE SCENARIO AND TRENDS
11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 550 GENERATIVE AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021–MARCH 2024
11.9.2 DEALS
TABLE 551 GENERATIVE AI MARKET: DEALS, JANUARY 2021–MARCH 2024
12 COMPANY PROFILES
12.1 INTRODUCTION
12.2 KEY PLAYERS
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
12.2.1 MICROSOFT
TABLE 552 MICROSOFT: BUSINESS OVERVIEW
FIGURE 105 MICROSOFT: COMPANY SNAPSHOT
TABLE 553 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 554 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 555 MICROSOFT: DEALS
12.2.2 AWS
TABLE 556 AWS: BUSINESS OVERVIEW
FIGURE 106 AWS: COMPANY SNAPSHOT
TABLE 557 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 558 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 559 AWS: DEALS
12.2.3 GOOGLE
TABLE 560 GOOGLE: BUSINESS OVERVIEW
FIGURE 107 GOOGLE: COMPANY SNAPSHOT
TABLE 561 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 562 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 563 GOOGLE: DEALS
12.2.4 ADOBE
TABLE 564 ADOBE: BUSINESS OVERVIEW
FIGURE 108 ADOBE: COMPANY SNAPSHOT
TABLE 565 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 566 ADOBE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 567 ADOBE: DEALS
12.2.5 OPENAI
TABLE 568 OPENAI: BUSINESS OVERVIEW
TABLE 569 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 570 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 571 OPENAI: DEALS
12.2.6 IBM
TABLE 572 IBM: BUSINESS OVERVIEW
FIGURE 109 IBM: COMPANY SNAPSHOT
TABLE 573 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 574 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 575 IBM: DEALS
12.2.7 META
TABLE 576 META: BUSINESS OVERVIEW
FIGURE 110 META: COMPANY SNAPSHOT
TABLE 577 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 578 META: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 579 META: DEALS
12.2.8 ANTHROPIC
TABLE 580 ANTHROPIC: BUSINESS OVERVIEW
TABLE 581 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 582 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 583 ANTHROPIC: DEALS
12.2.9 NVIDIA
TABLE 584 NVIDIA: BUSINESS OVERVIEW
FIGURE 111 NVIDIA: COMPANY SNAPSHOT
TABLE 585 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 586 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 587 NVIDIA: DEALS
12.2.10 ACCENTURE
TABLE 588 ACCENTURE: BUSINESS OVERVIEW
FIGURE 112 ACCENTURE: COMPANY SNAPSHOT
TABLE 589 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 590 ACCENTURE: DEALS
12.2.11 CAPGEMINI
TABLE 591 CAPGEMINI: BUSINESS OVERVIEW
FIGURE 113 CAPGEMINI: COMPANY SNAPSHOT
TABLE 592 CAPGEMINI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 593 CAPGEMINI: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 594 CAPGEMINI: DEALS
12.2.12 INSILICO MEDICINE
12.2.13 SIMPLIFIED
12.2.14 LUMEN5
12.2.15 AI21 LABS
12.2.16 HUGGING FACE
12.2.17 DIALPAD
12.2.18 PERSADO
12.3 STARTUP/SME PROFILES
12.3.1 LIGHTRICKS
12.3.2 PAIGE.AI
12.3.3 PLAY.HT
12.3.4 SPEECHIFY
12.3.5 MIDJOURNEY
12.3.6 FIREFLIES
12.3.7 SYNTHESIA
12.3.8 MOSTLY AI
12.3.9 CHARACTER.AI
12.3.10 HYPOTENUSE AI
12.3.11 VIABLE
12.3.12 DEFOG.AI
12.3.13 DEEPSEARCH LABS
12.3.14 WRITESONIC
12.3.15 AMBERSEARCH
12.3.16 COPY.AI
12.3.17 SYNTHESIS AI
12.3.18 COLOSSYAN
12.3.19 INFLECTION AI
12.3.20 GLEAN
12.3.21 JASPER
12.3.22 RUNWAY
12.3.23 INWORLD AI
12.3.24 TYPEFACE
12.3.25 INSTADEEP
12.3.26 FORETHOUGHT
12.3.27 TOGETHER AI
12.3.28 UPSTAGE
12.3.29 MISTRAL AI
12.3.30 ADEPT
12.3.31 MOSAIC ML
12.3.32 STABILITY AI
12.3.33 COHERE
12.4 OPEN-SOURCE COMPANIES
12.4.1 GFP-GAN
12.4.2 FONTJOY
12.4.3 ELEUTHERAI
12.4.4 STARRYAI
12.4.5 MAGIC STUDIO
12.4.6 BAICHUAN AI
12.4.7 SALESFORCE
12.4.8 TECHNOLOGY INNOVATION INSTITUTE
12.4.9 ABACUS.AI
12.4.10 OPENLM
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
13 ADJACENT AND RELATED MARKETS
13.1 INTRODUCTION
13.2 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2028
13.2.1 MARKET DEFINITION
13.2.2 MARKET OVERVIEW
13.2.2.1 Conversational AI market, by offering
TABLE 595 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 596 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
13.2.2.2 Conversational AI market, by business function
TABLE 597 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
TABLE 598 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
13.2.2.3 Conversational AI market, by channel
TABLE 599 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
TABLE 600 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
13.2.2.4 Conversational AI market, by vertical
TABLE 601 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 602 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
13.2.2.5 Conversational AI market, by region
TABLE 603 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 604 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION)
13.3 CHATBOT MARKET - GLOBAL FORECAST TO 2028
13.3.1 MARKET DEFINITION
13.3.2 MARKET OVERVIEW
13.3.2.1 Chatbot market, by offering
TABLE 605 CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 606 CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
13.3.2.2 Chatbot market, by type
TABLE 607 CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 608 CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
13.3.2.3 Chatbot market, by channel integration
TABLE 609 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION)
TABLE 610 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION)
13.3.2.4 Chatbot market, by vertical
TABLE 611 CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 612 CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
13.3.2.5 Chatbot market, by region
TABLE 613 CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 614 CHATBOT MARKET, BY REGION, 2023–2028 (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
FIGURE 1 GENERATIVE AI MARKET SEGMENTATION
1.3.2 REGIONS COVERED
FIGURE 2 GENERATIVE AI MARKET SEGMENTATION, BY REGION
1.3.3 YEARS CONSIDERED
FIGURE 3 STUDY YEARS/PERIODS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATES, 2019–2023
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 IMPACT OF RECESSION
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 4 GENERATIVE AI MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
FIGURE 5 PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
2.1.2.2 Key industry insights
FIGURE 6 INSIGHTS FROM INDUSTRY EXPERTS
2.2 MARKET SIZE ESTIMATION
FIGURE 7 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.2.1 TOP-DOWN APPROACH
2.2.2 BOTTOM-UP APPROACH
FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM KEY PLAYERS OFFERING SOLUTIONS/SERVICES OF GENERATIVE AI
FIGURE 9 APPROACH 2 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI
FIGURE 10 APPROACH 3 (BOTTOM-UP; SUPPLY-SIDE): MARKET ESTIMATION STEPS AND CORRESPONDING SOURCES
FIGURE 11 APPROACH 4 (BOTTOM-UP; DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING
2.3 DATA TRIANGULATION
FIGURE 12 DATA TRIANGULATION
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 STUDY LIMITATIONS
2.7 IMPACT OF RECESSION ON GENERATIVE AI MARKET
TABLE 4 IMPACT OF RECESSION ON GLOBAL GENERATIVE AI MARKET
3 EXECUTIVE SUMMARY
TABLE 5 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2023 (USD MILLION, Y-O-Y)
TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2024–2030 (USD MILLION, Y-O-Y)
FIGURE 13 GENERATIVE AI SOFTWARE TO BE LARGER MARKET THAN SERVICES IN 2024
FIGURE 14 DEEP LEARNING TO BE LEADING SEGMENT AMONG SOFTWARE TYPES IN 2024
FIGURE 15 CLOUD DEPLOYMENT OF GENERATIVE AI SOFTWARE TO BE FASTER-GROWING MODE DURING FORECAST PERIOD
FIGURE 16 PROFESSIONAL SERVICES TO BE DOMINANT SERVICE SEGMENT IN 2024
FIGURE 17 TRAINING & CONSULTING SERVICES SET TO REGISTER HIGHEST SHARE AMONG PROFESSIONAL SERVICES IN 2024
FIGURE 18 TEXT DATA MODALITY TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
FIGURE 19 CONTENT MANAGEMENT TO BE LEADING APPLICATION IN 2024
FIGURE 20 RETAIL & ECOMMERCE TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD
FIGURE 21 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR GENERATIVE AI MARKET PLAYERS
FIGURE 22 INCREASE IN DEMAND FOR MULTIMODAL GENERATIVE AI AND IMPROVED PERFORMANCE OF LARGE LANGUAGE MODELS TO DRIVE MARKET GROWTH
4.2 GENERATIVE AI MARKET: TOP THREE APPLICATIONS
FIGURE 23 SYNTHETIC DATA MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND VERTICAL
FIGURE 24 SOFTWARE AND MEDIA & ENTERTAINMENT TO BE LARGEST SEGMENTAL SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2024
4.4 GENERATIVE AI MARKET, BY REGION
FIGURE 25 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE IN 2024
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 26 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Innovation of cloud storage to enable easy access to data
5.2.1.2 Evolution of AI and deep learning
FIGURE 27 ADVANCEMENTS IN DEEP LEARNING LED TO DEVELOPMENT OF EXTREMELY LARGE LANGUAGE MODELS, 2018–2023 (BILLION PARAMETERS)
5.2.1.3 Rise in content creation and creative applications
FIGURE 28 GENERATIVE AI TOP USE CASES ACROSS ENTERPRISE SIZE, 2022
5.2.2 RESTRAINTS
5.2.2.1 High costs associated with training data preparation
FIGURE 29 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS
5.2.2.2 Issues related to bias and inaccurately generated output
FIGURE 30 ISSUES RELATED TO TRAINING DATA HIGHLIGHTED IN CHATGPT’S RESPONSES
5.2.2.3 Risks associated with data breaches and sensitive information leakage
5.2.3 OPPORTUNITIES
5.2.3.1 Increase in deployment of large language models
FIGURE 31 LARGE LANGUAGE MODEL SPENDING, BY END USER, 2024 VS. 2030 (USD MILLION)
5.2.3.2 Growth in interest of enterprises in commercializing synthetic images
5.2.3.3 Robust improvement in generative ML leading to human baseline performance
FIGURE 32 SCORES OF SOME PROMINENT GENERATIVE AI MODELS IN HUMAN COGNITIVE SKILLS, 2022
5.2.4 CHALLENGES
5.2.4.1 Concerns regarding misuse of generative AI for illegal activities
5.2.4.2 Quality of output generated by generative AI models
FIGURE 33 MODEL DRIFT IN GPT-4 WITHIN 3 MONTHS IN 2023
5.2.4.3 Computational complexity and technical challenges of generative AI
FIGURE 34 COMPUTE REQUIREMENTS OF SOME PROMINENT GENERATIVE AI MODELS (TERAFLOPS)
5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI
FIGURE 35 GENERATIVE AI ETHICAL SCENARIO TIMELINE, 2023–2025
5.3.1 BIAS AND FAIRNESS
5.3.2 PRIVACY AND SECURITY
5.3.3 INTELLECTUAL PROPERTY
5.3.4 ACCOUNTABILITY AND RESPONSIBILITY
5.3.5 SOCIETAL AND ECONOMIC IMPACT
5.3.6 ENVIRONMENTAL IMPACT
FIGURE 36 CO2 EQUIVALENT EMISSIONS (TONNES) OF GENERATIVE AI MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022
5.4 EVOLUTION OF GENERATIVE AI
FIGURE 37 EVOLUTION OF GENERATIVE AI
5.5 GENERATIVE AI RETURN ON INVESTMENT
FIGURE 38 GENERATIVE AI PRODUCTIVITY IMPACT, BY INDUSTRY (USD BILLION)
FIGURE 39 NET ROI IMPACT OF GENERATIVE AI CLOUD PROGRAMS ACROSS ENTERPRISES (PERCENTAGE POINTS)
5.6 GENERATIVE AI MATURITY CURVE
FIGURE 40 GENERATIVE AI MATURITY CURVE
5.7 GENERATIVE AI: DEVELOPMENT & DEPLOYMENT COSTS
FIGURE 41 COST TO TRAIN GENERATIVE AI MODEL WITH GPT-3 LEVEL PERFORMANCE, 2020–2030 (USD)
5.7.1 HARDWARE COSTS
FIGURE 42 HARDWARE COSTS FOR GENERATIVE AI MODEL TRAINING
5.7.2 SOFTWARE COSTS
FIGURE 43 SOFTWARE COSTS FOR TRAINING GENERATIVE AI MODELS USING NEURAL NETWORKS
5.7.3 SKILLED LABOR COSTS
FIGURE 44 MEDIAN HOURLY RATES OF AI SOFTWARE WORKFORCE, 2023 (USD/HR)
5.8 ECOSYSTEM ANALYSIS
TABLE 7 GENERATIVE AI MARKET: ECOSYSTEM
FIGURE 45 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM
5.8.1 TEXT GENERATOR PROVIDERS
5.8.2 VIDEO GENERATOR PROVIDERS
5.8.3 IMAGE GENERATOR PROVIDERS
5.8.4 AUDIO & SPEECH GENERATOR PROVIDERS
5.8.5 CODE GENERATOR PROVIDERS
5.8.6 CLOUD PLATFORM PROVIDERS
5.8.7 API-AS-A-SERVICE PROVIDERS
5.8.8 END USERS
5.8.9 GOVERNMENT AND REGULATORY BODIES
5.9 SUPPLY CHAIN ANALYSIS
FIGURE 46 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
5.10 GENERATIVE AI TOOLS AND FRAMEWORK
5.10.1 TENSORFLOW
5.10.2 PYTORCH
5.10.3 KERAS
5.10.4 CAFFE
5.10.5 THEANO
5.10.6 MXNET
5.10.7 TORCH
5.10.8 HUGGING FACE
5.11 GENERATIVE AI TECHNIQUES & METHODS
5.11.1 TEXT GENERATION & LANGUAGE MODELING
5.11.1.1 Recurrent neural networks for text generation
5.11.1.2 Language modeling with transformers
5.11.1.3 Seq2Seq models for translation
5.11.2 IMAGE & VIDEO GENERATION
5.11.2.1 Generative adversarial networks for image generation
5.11.2.2 Style transfer and image-to-image translation
5.11.2.3 Video generation with GANs
5.11.3 MUSIC & AUDIO GENERATION
5.11.3.1 WaveNet and SampleRNN for audio generation
5.11.3.2 Music generation with LSTM networks
5.11.4 REINFORCEMENT LEARNING
5.11.4.1 Policy gradient methods
5.11.4.2 Actor-critic methods
5.12 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
FIGURE 47 GENERATIVE AI EQUITY FUNDING AND DEALS, 2019–2023
FIGURE 48 LEADING GENERATIVE AI VENDORS BY FUNDING VALUE AND FUNDING ROUNDS, 2017–2024
FIGURE 49 MOST VALUED GENERATIVE AI COMPANIES, 2023 (USD BILLION)
FIGURE 50 GENERATIVE AI STARTUPS, BY FUNDING STAGE, 2023
FIGURE 51 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021–2022 (USD MILLION)
FIGURE 52 INVESTMENTS IN GENERATIVE AI, BY CATEGORY, 2023 (USD MILLION)
FIGURE 53 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION)
FIGURE 54 LARGE LANGUAGE MODELS DEAL COUNT AND DEAL VALUE, Q1 2021–Q3 2023 (USD MILLION)
5.13 CASE STUDY ANALYSIS
5.13.1 MARKS & SPENCER ENHANCED EMAIL CONVERSION BY 20–34% WITH PERSADO’S MOTIVATION AI
5.13.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI
5.13.3 WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS
5.13.4 TELEPERFORMANCE TRAINED GLOBAL WORKFORCE WITH SYNTHESIA STUDIO
5.13.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5
5.13.6 SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5
5.13.7 INTEL AND ACCENTURE COLLABORATED TO CREATE SET OF 34 OPEN-SOURCE AI REFERENCE KITS
5.14 TECHNOLOGY ANALYSIS
5.14.1 KEY TECHNOLOGIES
5.14.1.1 Generative Adversarial Networks (GANs)
5.14.1.2 Variational Autoencoders (VAEs)
5.14.1.3 Transformer Architecture
5.14.1.4 Attention Mechanisms
5.14.1.5 Transfer Learning
5.14.2 ADJACENT TECHNOLOGIES
5.14.2.1 Natural Language Processing (NLP)
5.14.2.2 Computer Vision
5.14.2.3 Reinforcement Learning
5.14.2.4 Knowledge Graphs
5.14.3 COMPLEMENTARY TECHNOLOGIES
5.14.3.1 High-Performance Computing (HPC)
5.14.3.2 Explainable AI
5.14.3.3 Privacy-Preserving AI
5.14.3.4 Blockchain
5.15 REGULATORY LANDSCAPE
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.15.2 REGULATIONS
5.15.2.1 North America
5.15.2.1.1 SCR 17: Artificial Intelligence Bill (California)
5.15.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.15.2.1.3 National Artificial Intelligence Initiative Act (NAIIA) (US)
5.15.2.1.4 Artificial Intelligence and Data Act (AIDA) (Canada)
5.15.2.2 Europe
5.15.2.2.1 The European Union (EU) - Artificial Intelligence Act (AIA)
5.15.2.2.2 General Data Protection Regulation (Europe)
5.15.2.3 Asia Pacific
5.15.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.15.2.3.2 The National AI Strategy (Singapore)
5.15.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.15.2.4 Middle East & Africa
5.15.2.4.1 National Strategy for Artificial Intelligence (UAE)
5.15.2.4.2 The National Artificial Intelligence Strategy (Qatar)
5.15.2.4.3 AI Ethics Principles and Guidelines (Dubai)
5.15.2.5 Latin America
5.15.2.5.1 Santiago Declaration (Chile)
5.15.2.5.2 Brazilian Artificial Intelligence Strategy (EBIA)
5.16 PATENT ANALYSIS
5.16.1 METHODOLOGY
5.16.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 14 PATENTS FILED, 2013–2023
5.16.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 55 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.16.3.1 Top 10 applicants in generative AI market
FIGURE 56 TOP 10 APPLICANTS IN GENERATIVE AI MARKET, 2013–2023
TABLE 15 TOP 20 PATENT OWNERS IN GENERATIVE AI MARKET, 2013–2023
TABLE 16 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2022–2023
FIGURE 57 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
5.17 PRICING ANALYSIS
5.17.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY DATA MODALITY
FIGURE 58 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
TABLE 17 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
5.17.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
TABLE 18 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING
5.18 KEY CONFERENCES AND EVENTS
TABLE 19 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025
5.19 PORTER’S FIVE FORCES ANALYSIS
TABLE 20 PORTER’S FIVE FORCES’ IMPACT ON GENERATIVE AI MARKET
FIGURE 59 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS
5.19.1 THREAT OF NEW ENTRANTS
5.19.2 THREAT OF SUBSTITUTES
5.19.3 BARGAINING POWER OF SUPPLIERS
5.19.4 BARGAINING POWER OF BUYERS
5.19.5 INTENSITY OF COMPETITION RIVALRY
5.20 TECHNOLOGY ROADMAP
FIGURE 60 TECHNOLOGY ROADMAP FOR GENERATIVE AI MARKET
5.21 GENERATIVE AI BUSINESS MODELS
FIGURE 61 GENERATIVE AI BUSINESS MODELS
5.21.1 GENERATIVE AI MODEL-AS-A-SERVICE
5.21.2 BUILT-IN-APPS BUSINESS MODEL
5.21.3 VERTICAL INTEGRATION BUSINESS MODEL
5.21.4 MARKETPLACES/EXCHANGES MODEL
5.22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.22.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
FIGURE 62 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
5.23 KEY STAKEHOLDERS & BUYING CRITERIA
5.23.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 63 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
5.23.2 BUYING CRITERIA
FIGURE 64 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
6 GENERATIVE AI MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS
FIGURE 65 GENERATIVE AI SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 23 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 24 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
6.2 SOFTWARE
TABLE 25 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 26 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1 GENERATIVE AI SOFTWARE MARKET, BY TYPE
FIGURE 66 DEEP LEARNING SUBSEGMENT TO BE LARGEST AMONG GENERATIVE AI SOFTWARE IN 2024
TABLE 27 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 28 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
6.2.1.1 Rule-based models
6.2.1.1.1 Rule-based models offer clear and interpretable approach to generative AI with explicit rules for data generation
TABLE 29 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 30 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.1.1.1 Knowledge-based models
6.2.1.1.1.2 Script-based models
6.2.1.1.1.3 Expert systems
6.2.1.2 Statistical models
6.2.1.2.1 Statistical models provide powerful means to capture complex patterns in data and generate precise outputs
TABLE 31 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 32 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.2.1.1 Markov models
6.2.1.2.1.2 Hidden Markov models
6.2.1.2.1.3 Gaussian mixture models
6.2.1.2.1.4 Conditional random fields
6.2.1.3 Deep learning models
6.2.1.3.1 Deep learning models excel at generative tasks requiring fine-grained details
TABLE 33 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 34 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.3.1.1 Feedforward neural networks
6.2.1.3.1.2 Recurrent neural networks
6.2.1.3.1.3 Long short-term memory (LSTM) networks
6.2.1.3.1.4 Gated recurrent units (GRUs)
6.2.1.4 Generative adversarial networks (GANs)
6.2.1.4.1 GANs provide unique approach to generative AI by training two competing neural networks to generate diverse data
TABLE 35 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 36 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.4.1.1 Conditional generative adversarial networks (CGANs)
6.2.1.4.1.2 Style GANs
6.2.1.4.1.3 Cycle GANs
6.2.1.5 Autoencoders
6.2.1.5.1 Autoencoders used for generative tasks requiring new data points similar to original input
TABLE 37 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 38 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.5.1.1 Denoising autoencoders
6.2.1.5.1.2 Variational autoencoders
6.2.1.6 Convolutional neural networks (CNNs)
6.2.1.6.1 Convolutional neural networks (CNNs) learn hierarchical features of image data to generate realistic images
TABLE 39 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 40 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.6.1.1 Image-generating CNNs
6.2.1.6.1.2 Video-generating CNNs
6.2.1.7 Transformer-based Large Language Models (LLMs)
6.2.1.7.1 Transformer-based LLMs offer art performance and can generate coherent and contextually relevant text
TABLE 41 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 42 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.1.7.1.1 Bidirectional encoder representations from transformers (BERTs)
6.2.1.7.1.2 Generative pre-trained transformer-1 (GPT-1)
6.2.1.7.1.3 Generative pre-trained transformer-2 (GPT-2)
6.2.1.7.1.4 Generative pre-trained transformer-3 (GPT-3)
6.2.1.7.1.5 Generative pre-trained transformer-4 (GPT-4)
6.2.1.7.1.6 Language model for dialogue applications (LaMDA)
6.2.1.7.1.7 Other transformer models
6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE
FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 43 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 44 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
6.2.2.1 On-premises
6.2.2.1.1 On-premise solutions to help organizations tailor generative AI to integrate seamlessly with existing systems
TABLE 45 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 46 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.2.2.2 Cloud
6.2.2.2.1 Cloud deployment to enable faster deployment of AI solutions and accessibility of AI technologies
TABLE 47 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 48 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3 SERVICES
FIGURE 68 MANAGED SERVICES TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD
TABLE 49 GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 50 GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 51 GENERATIVE AI SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 52 GENERATIVE AI SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1 PROFESSIONAL SERVICES
6.3.1.1 Requirement assessment and customized implementation and assistance with deployment of generative AI solutions
FIGURE 69 SYSTEM INTEGRATION & IMPLEMENTATION SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 53 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 54 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
TABLE 55 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 56 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2 Training & consulting services
TABLE 57 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 58 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.2.1 Model design & training
6.3.1.2.2 Model fine-tuning
6.3.1.2.3 Prompt engineering
6.3.1.2.4 Consulting & system architecting
6.3.1.3 System integration & implementation services
TABLE 59 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 60 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.3.1 Model Integration & Deployment
6.3.1.3.2 Custom App Development
6.3.1.3.3 API-based Model Integration
6.3.1.4 Support & maintenance services
TABLE 61 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 62 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
6.3.1.4.1 Model Performance Metrics
6.3.1.4.2 Security & Compliance Audits
6.3.1.4.3 Model Optimization
6.3.2 MANAGED SERVICES
6.3.2.1 Managed services provide end-to-end management for generative AI, helping businesses focus on core competencies
TABLE 63 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 64 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION)
7 GENERATIVE AI MARKET, BY DATA MODALITY
7.1 INTRODUCTION
7.1.1 DATA MODALITY: GENERATIVE AI MARKET DRIVERS
FIGURE 70 VIDEO DATA MODALITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 65 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 66 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
7.2 TEXT
7.2.1 ADVANCED TECHNIQUES SUCH AS RNNS AND TRANSFORMER ARCHITECTURES TO PROCESS AND GENERATE TEXT
TABLE 67 GENERATIVE AI MARKET, BY TEXT MODALITY, 2019–2023 (USD MILLION)
TABLE 68 GENERATIVE AI MARKET, BY TEXT MODALITY, 2024–2030 (USD MILLION)
7.2.2 TEXT GENERATION
TABLE 69 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 70 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.2.3 TEXT-BASED CHATBOTS
TABLE 71 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2019–2023 (USD MILLION)
TABLE 72 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2024–2030 (USD MILLION)
7.2.4 TEXT SUMMARIZATION
TABLE 73 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 74 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2024–2030 (USD MILLION)
7.2.5 TEXT TRANSLATION
TABLE 75 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 76 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2024–2030 (USD MILLION)
7.2.6 OTHER TEXT MODALITIES
TABLE 77 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 78 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.3 IMAGE
7.3.1 CREATING VISUAL CONTENT, RANGING FROM PHOTOREALISTIC IMAGES TO ABSTRACT ART, USING ARTIFICIAL INTELLIGENCE IMAGE TECHNIQUES
TABLE 79 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2019–2023 (USD MILLION)
TABLE 80 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2024–2030 (USD MILLION)
7.3.2 IMAGE GENERATION
TABLE 81 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 82 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.3.3 IMAGE CAPTIONING
TABLE 83 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2019–2023 (USD MILLION)
TABLE 84 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2024–2030 (USD MILLION)
7.3.4 IMAGE EDITING & ENHANCEMENT
TABLE 85 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 86 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION)
7.3.5 OTHER IMAGE MODALITIES
TABLE 87 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 88 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.4 VIDEO
7.4.1 DEEP LEARNING MODELS UNDERSTAND AND RECREATE VISUAL DATA, ENABLING LIFELIKE VIDEOS
TABLE 89 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2019–2023 (USD MILLION)
TABLE 90 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2024–2030 (USD MILLION)
7.4.2 VIDEO GENERATION
TABLE 91 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 92 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.4.3 VIDEO EDITING & ENHANCEMENT
TABLE 93 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 94 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION)
7.4.4 VIDEO ANNOTATION
TABLE 95 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 96 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2024–2030 (USD MILLION)
7.4.5 OTHER VIDEO MODALITIES
TABLE 97 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 98 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.5 AUDIO & SPEECH
7.5.1 THROUGH ADVANCED ALGORITHMS AND DEEP LEARNING TECHNIQUES, GENERATIVE MODELS CAN ANALYZE AND SYNTHESIZE AUDIO DATA WITH REMARKABLE ACCURACY
TABLE 99 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2019–2023 (USD MILLION)
TABLE 100 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2024–2030 (USD MILLION)
7.5.2 TEXT-TO-SPEECH
TABLE 101 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2019–2023 (USD MILLION)
TABLE 102 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2024–2030 (USD MILLION)
7.5.3 SPEECH RECOGNITION & TRANSCRIPTION
TABLE 103 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2019–2023 (USD MILLION)
TABLE 104 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2024–2030 (USD MILLION)
7.5.4 MUSIC GENERATION
TABLE 105 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 106 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.5.5 OTHER AUDIO & SPEECH MODALITIES
TABLE 107 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 108 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2024–2030 (USD MILLION)
7.6 CODE
7.6.1 GENERATIVE AI WITH CODE UNDERSTANDING CAPABILITIES CAN ASSIST IN TASKS SUCH AS SOFTWARE MAINTENANCE, REFACTORING, AND OPTIMIZATION
TABLE 109 GENERATIVE AI MARKET, BY CODE MODALITY, 2019–2023 (USD MILLION)
TABLE 110 GENERATIVE AI MARKET, BY CODE MODALITY, 2024–2030 (USD MILLION)
7.6.2 CODE GENERATION
TABLE 111 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 112 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2024–2030 (USD MILLION)
7.6.3 CODE DOCUMENTATION
TABLE 113 GENERATIVE AI MARKET IN CODE DOCUMENTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 114 GENERATIVE AI MARKET IN CODE DOCUMENTATION: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
7.6.4 CODE TRANSLATION & TRANSPILATION
TABLE 115 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSLATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 116 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSPILATION, BY REGION, 2024–2030 (USD MILLION)
7.6.5 OTHER CODE MODALITIES
TABLE 117 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 118 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2024–2030 (USD MILLION)
8 GENERATIVE AI MARKET, BY APPLICATION
8.1 INTRODUCTION
8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS
FIGURE 71 SYNTHETIC DATA MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 119 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 120 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
8.2 BUSINESS INTELLIGENCE & VISUALIZATION
8.2.1 IDENTIFYING PATTERNS AND TRENDS WITHIN DATA BY EMPLOYING TECHNIQUES SUCH AS DEEP LEARNING AND NEURAL NETWORKS
TABLE 121 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 122 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 123 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 124 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.2.2 SALES INTELLIGENCE
TABLE 125 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 126 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.3 MARKETING INTELLIGENCE
TABLE 127 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 128 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.4 HUMAN RESOURCE INTELLIGENCE
TABLE 129 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 130 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.5 FINANCE INTELLIGENCE
TABLE 131 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 132 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.2.6 OPERATIONS INTELLIGENCE
TABLE 133 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 134 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION)
8.3 CONTENT MANAGEMENT
8.3.1 IMPROVING CONTENT MANAGEMENT BY OPTIMIZING WORKFLOWS AND ENHANCING SCALABILITY USING GENERATIVE AI
TABLE 135 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 136 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 137 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 138 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.3.2 CONTENT GENERATION
TABLE 139 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 140 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2024–2030 (USD MILLION)
8.3.3 CONTENT CURATION, TAGGING, AND CATEGORIZATION
TABLE 141 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 142 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2024–2030 (USD MILLION)
8.3.4 DIGITAL MARKETING
TABLE 143 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2019–2023 (USD MILLION)
TABLE 144 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2024–2030 (USD MILLION)
8.3.5 MEDIA EDITING
TABLE 145 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2019–2023 (USD MILLION)
TABLE 146 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2024–2030 (USD MILLION)
8.4 SYNTHETIC DATA MANAGEMENT
8.4.1 MIMICKING REAL-WORLD DATA DISTRIBUTIONS WITHOUT COMPROMISING INDIVIDUAL PRIVACY BY UTILIZING GANS AND VAES
TABLE 147 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 148 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 149 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 150 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.4.2 SYNTHETIC DATA AUGMENTATION
TABLE 151 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 152 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2024–2030 (USD MILLION)
8.4.3 SYNTHETIC DATA TRAINING
TABLE 153 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2019–2023 (USD MILLION)
TABLE 154 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2024–2030 (USD MILLION)
8.5 SEARCH & DISCOVERY
8.5.1 NEED TO UNCOVER HIDDEN PATTERNS, EXTRACT INSIGHTS, AND GENERATE PERSONALIZED RECOMMENDATIONS
TABLE 155 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 156 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 157 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 158 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.5.2 GENERAL SEARCH
TABLE 159 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2019–2023 (USD MILLION)
TABLE 160 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2024–2030 (USD MILLION)
8.5.3 INSIGHT GENERATION
TABLE 161 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 162 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2024–2030 (USD MILLION)
8.6 AUTOMATION & INTEGRATION
8.6.1 STREAMLINING AND ENHANCING VARIOUS PROCESSES WITHIN BUSINESSES BY UTILIZING AUTOMATION & INTEGRATION POWER OF GENERATIVE AI
TABLE 163 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 164 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 165 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 166 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS
TABLE 167 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2019–2023 (USD MILLION)
TABLE 168 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2024–2030 (USD MILLION)
8.6.3 CUSTOMER EXPERIENCE MANAGEMENT
TABLE 169 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 170 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION
TABLE 171 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 172 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2024–2030 (USD MILLION)
8.6.5 CYBERSECURITY INTELLIGENCE
TABLE 173 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 174 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.6.5.1 Fraud Detection & Prevention
TABLE 175 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2019–2023 (USD MILLION)
TABLE 176 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2024–2030 (USD MILLION)
8.6.5.2 Risk & Compliance Management
TABLE 177 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 178 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.5.3 Automated Patch Management
TABLE 179 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 180 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2024–2030 (USD MILLION)
8.6.5.4 Digital Forensics & Incident Analysis
TABLE 181 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2019–2023 (USD MILLION)
TABLE 182 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2024–2030 (USD MILLION)
8.6.5.5 Threat Simulation & Training
TABLE 183 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2019–2023 (USD MILLION)
TABLE 184 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2024–2030 (USD MILLION)
8.7 GENERATIVE DESIGN AI
8.7.1 ANALYZING VAST AMOUNTS OF DATA AND HARNESSING MACHINE LEARNING ALGORITHMS FOR NUMEROUS DESIGN ITERATIONS
TABLE 185 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 186 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 187 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 188 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
8.7.2 DESIGN EXPLORATION & VARIATION
TABLE 189 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2019–2023 (USD MILLION)
TABLE 190 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2024–2030 (USD MILLION)
8.7.3 MODELING & PROTOTYPING
TABLE 191 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2019–2023 (USD MILLION)
TABLE 192 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2024–2030 (USD MILLION)
8.7.4 PRODUCT RENDERINGS & VISUAL COLLATERALS
TABLE 193 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 194 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2024–2030 (USD MILLION)
8.8 OTHER APPLICATIONS
TABLE 195 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 196 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 197 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 198 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2024–2030 (USD MILLION)
9 GENERATIVE AI MARKET, BY VERTICAL
9.1 INTRODUCTION
9.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS
FIGURE 72 ADOPTION OF GENERATIVE AI IN RETAIL & ECOMMERCE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 199 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 200 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
9.2 MEDIA & ENTERTAINMENT
9.2.1 DEMAND FOR HYPER-PERSONALIZED CONTENT EXPERIENCES AND HYPER-REALISTIC VIRTUAL ENVIRONMENTS
9.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
FIGURE 73 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
TABLE 201 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 202 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.2.3 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY TEXT MODALITY
TABLE 203 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 204 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.3.1 Script & Dialogue Generation
9.2.3.2 Content Summarization
9.2.3.3 Language Translation & Localization
9.2.3.4 Interactive Storytelling
9.2.3.5 Automated News Generation
9.2.4 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY VIDEO MODALITY
TABLE 205 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 206 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.4.1 Video Synthesis
9.2.4.2 Video Inpainting
9.2.4.3 Video Summarization
9.2.4.4 Visual Effects Enhancement
9.2.4.5 Virtual Set Design
9.2.5 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY IMAGE MODALITY
TABLE 207 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 208 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.5.1 Content Creation
9.2.5.2 Style Transfer
9.2.5.3 Face & Character Generation
9.2.5.4 Image Super-Resolution
9.2.5.5 Automated Thumbnail Generation
9.2.6 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY CODE MODALITY
TABLE 209 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 210 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.6.1 Procedural Content Generation
9.2.6.2 Automated Animation Scripting
9.2.6.3 Code Comment Generation
9.2.6.4 Code Translation
9.2.6.5 Code Refactoring Suggestions
9.2.7 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 211 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION)
TABLE 212 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION)
9.2.7.1 Music Composition
9.2.7.2 Voice Synthesis
9.2.7.3 Sound Effects Generation
9.2.7.4 Podcast Automation
9.2.7.5 Audio Restoration
9.3 BFSI
9.3.1 IDENTIFYING PATTERNS OF FRAUDULENT ACTIVITY AND ENHANCING CUSTOMER SERVICE AND SUPPORT USING GENERATIVE AI
9.3.2 BFSI: GENERATIVE AI SUCCESS STORIES
FIGURE 74 BFSI: GENERATIVE AI SUCCESS STORIES
TABLE 213 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 214 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.3.3 GENERATIVE AI MARKET IN BFSI VERTICAL, BY TEXT MODALITY
TABLE 215 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 216 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.3.1 Automated Customer Support
9.3.3.2 Financial Document Summarization
9.3.3.3 Sentiment Analysis
9.3.3.4 Financial News Generation
9.3.3.5 Fraudulent Mail Detection
9.3.4 GENERATIVE AI MARKET IN BFSI VERTICAL, BY VIDEO MODALITY
TABLE 217 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 218 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.4.1 Automated Video Surveillance
9.3.4.2 Virtual Financial Consultation
9.3.4.3 Visual-cognitive Credit Assessment
9.3.4.4 Interactive Banking Tutorials
9.3.5 GENERATIVE AI MARKET IN BFSI VERTICAL, BY IMAGE MODALITY
TABLE 219 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 220 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.5.1 Signature Verification
9.3.5.2 Transaction Anomaly Detection
9.3.5.3 Document Digitization
9.3.5.4 Card Fraud Detection
9.3.5.5 Customer Identity Verification
9.3.6 GENERATIVE AI MARKET IN BFSI VERTICAL, BY CODE MODALITY
TABLE 221 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 222 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.6.1 Algorithmic Trading Strategies
9.3.6.2 Automated Report Generation
9.3.6.3 Code Review & Optimization
9.3.6.4 Fraud Detection Algorithm Development
9.3.6.5 Automated Compliance Checks
9.3.7 GENERATIVE AI MARKET IN BFSI VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 223 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION)
TABLE 224 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION)
9.3.7.1 Financial Data Audio Transcription
9.3.7.2 Customer Support & Service
9.3.7.3 Automated Meeting Summaries
9.3.7.4 Financial Podcast Generation
9.3.7.5 Voice-enabled Financial Apps
9.4 HEALTHCARE & LIFE SCIENCES
9.4.1 REVOLUTIONIZING DRUG DISCOVERY, MEDICAL IMAGING ANALYSIS, AND PERSONALIZED TREATMENT PLANS
9.4.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
FIGURE 75 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
TABLE 225 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 226 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.4.3 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY TEXT MODALITY
TABLE 227 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 228 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.3.1 Electronic Health Records (EHR)
9.4.3.2 Clinical Documentation Generation
9.4.3.3 Drug Interaction Prediction
9.4.3.4 Medical Literature Summarization
9.4.3.5 Patient Communication & Education
9.4.4 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY VIDEO MODALITY
TABLE 229 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 230 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.4.1 Surgical Procedure Simulation
9.4.4.2 Rehabilitation Exercise Generation
9.4.4.3 Gait Analysis & Recovery
9.4.4.4 Remote Patient Monitoring
9.4.4.5 Medical Training Videos
9.4.5 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY IMAGE MODALITY
TABLE 231 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 232 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.5.1 Synthetic Medical Imaging
9.4.5.2 Tumor Detection & Segmentation
9.4.5.3 Radiation Therapy Planning
9.4.5.4 AR/VR Visualization for Anatomy
9.4.5.5 Synthetic Molecular Structure Generation
9.4.6 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY CODE MODALITY
TABLE 233 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 234 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.6.1 Automated Medical Report Generation
9.4.6.2 Algorithmic Medical Diagnosis
9.4.6.3 Drug Dosage Calculation
9.4.6.4 Healthcare Workflow Automation
9.4.6.5 Clinical Decision Support Systems
9.4.7 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 235 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION)
TABLE 236 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION)
9.4.7.1 Voice Assistants for Patients
9.4.7.2 Speech Synthesis for Assistive Devices
9.4.7.3 Medical Dictation and Transcription
9.4.7.4 Speech-to-Text Medical Transcription
9.4.7.5 Customized Audiograms
9.5 MANUFACTURING
9.5.1 TRANSFORMING QUALITY CONTROL IN MANUFACTURING BY ENABLING AUTOMATED INSPECTION AND DEFECT DETECTION
9.5.2 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
FIGURE 76 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
TABLE 237 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 238 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.5.3 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY TEXT MODALITY
TABLE 239 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 240 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.3.1 Technical Documentation
9.5.3.2 RFQ/RFP Generation
9.5.3.3 Automated Email Communication
9.5.3.4 Maintenance & Repair Manuals
9.5.3.5 Demand Forecasting & Inventory Management
9.5.4 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY VIDEO MODALITY
TABLE 241 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 242 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.4.1 Process Optimization
9.5.4.2 Predictive Maintenance
9.5.4.3 Robotic Process Control
9.5.4.4 Worker Training and Safety
9.5.4.5 Supply Chain Visualization
9.5.5 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY IMAGE MODALITY
TABLE 243 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 244 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.5.1 Product Design/3D Prototyping
9.5.5.2 Defect Detection
9.5.5.3 Customized Manufacturing
9.5.5.4 Generative Design
9.5.5.5 Visual Inspection and Quality Control
9.5.6 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY CODE MODALITY
TABLE 245 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 246 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.6.1 Automated Script Generation
9.5.6.2 Digital Twin Simulation
9.5.6.3 Data Analysis & Visualization
9.5.6.4 IoT Devices Integration
9.5.6.5 CNC Machine G-Codes
9.5.7 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 247 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION)
TABLE 248 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION)
9.5.7.1 Acoustic Quality Control
9.5.7.2 Worker Assistance & Communication
9.5.7.3 Real-time Monitoring & Alerts
9.5.7.4 Virtual Training & Simulations
9.5.7.5 Voice-controlled Interfaces
9.6 RETAIL & ECOMMERCE
9.6.1 UTILIZING GENERATIVE AI TO CREATE VIRTUAL SHOPPING ASSISTANTS AND CHATBOTS TO INTERACT WITH CUSTOMERS
9.6.2 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
FIGURE 77 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
TABLE 249 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 250 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.6.3 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY TEXT MODALITY
TABLE 251 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 252 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.3.1 Product Descriptions
9.6.3.2 Chatbots and Customer Service
9.6.3.3 Social Media Content Creation
9.6.3.4 Email Marketing
9.6.3.5 Personalized Shopping Recommendations
9.6.4 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY VIDEO MODALITY
TABLE 253 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 254 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.4.1 Product Showcase Videos
9.6.4.2 Video Advertisements
9.6.4.3 Virtual Store Tours
9.6.4.4 Instructional Videos
9.6.4.5 User-Generated Content Compilation
9.6.5 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY IMAGE MODALITY
TABLE 255 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 256 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.5.1 Product Image Generation
9.6.5.2 Virtual Try-on
9.6.5.3 Interior Design Simulation
9.6.5.4 Customized Packaging Design
9.6.5.5 Visual Search Enhancement
9.6.6 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY CODE MODALITY
TABLE 257 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 258 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.6.1 Automated Inventory Management
9.6.6.2 Dynamic Pricing Optimization
9.6.6.3 Fraud Detection and Prevention
9.6.6.4 Supply Chain Optimization
9.6.6.5 eCommerce Platform Customization
9.6.7 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 259 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION)
TABLE 260 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION)
9.6.7.1 Voice Assistants
9.6.7.2 Personalized Audio Ads
9.6.7.3 Audio Product Guides
9.6.7.4 Voice Search Optimization
9.6.7.5 Customer Escalation management
9.7 TRANSPORTATION & LOGISTICS
9.7.1 RISE IN NEED FOR EFFICIENCY, OPTIMIZATION, AND SUSTAINABILITY
9.7.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
FIGURE 78 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
TABLE 261 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 262 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.7.3 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY TEXT MODALITY
TABLE 263 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 264 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.3.1 Supply Chain Risk Assessment
9.7.3.2 Spare Parts Documentation
9.7.3.3 Incident Reports
9.7.3.4 Freight Documentation
9.7.3.5 Vehicle Maintenance Logs
9.7.4 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY VIDEO MODALITY
TABLE 265 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 266 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.4.1 Surveillance & Security
9.7.4.2 Driver Behavior Analysis
9.7.4.3 Loading & Unloading Optimization
9.7.4.4 Accident Reconstruction
9.7.4.5 Parking Management
9.7.5 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY IMAGE MODALITY
TABLE 267 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 268 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.5.1 Virtual Test Environments
9.7.5.2 Customized Vehicle Personalization
9.7.5.3 Damage Inspection
9.7.5.4 Route Optimization Visualization
9.7.5.5 Traffic Flow Simulation
9.7.6 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY CODE MODALITY
TABLE 269 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 270 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.6.1 Algorithm Development for Autonomous Vehicles
9.7.6.2 Automated Data Processing for Logistics
9.7.6.3 Vehicle Control Systems
9.7.6.4 Predictive Analytics for Maintenance
9.7.6.5 Intelligent Scheduling and Resource Allocation
9.7.7 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 271 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION)
TABLE 272 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION)
9.7.7.1 Emergency Response and Assistance
9.7.7.2 Voice-Enabled Navigation
9.7.7.3 Fleet Management & Coordination
9.7.7.4 Speech Recognition for Driver Commands
9.7.7.5 Hands-Free Data Entry
9.8 CONSTRUCTION & REAL ESTATE
9.8.1 INTEGRATION OF GENERATIVE AI TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS
9.8.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
FIGURE 79 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
TABLE 273 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 274 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.8.3 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY TEXT MODALITY
TABLE 275 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 276 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.3.1 Automated Property Descriptions
9.8.3.2 Legal Document Generation
9.8.3.3 Project Planning Reports
9.8.3.4 Client Communication
9.8.3.5 Environmental Impact Assessments
9.8.4 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY VIDEO MODALITY
TABLE 277 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 278 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.4.1 Construction Progress Videos
9.8.4.2 Virtual Reality Property Walkthroughs
9.8.4.3 Safety Training Videos
9.8.4.4 Quality Assurance Inspections
9.8.4.5 Property Valuation Videos
9.8.5 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY IMAGE MODALITY
TABLE 279 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 280 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.5.1 Architectural Design Generation
9.8.5.2 Facade Visualization
9.8.5.3 Interior Layout Suggestions
9.8.5.4 Site Progress Monitoring
9.8.5.5 Virtual Staging
9.8.6 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY CODE MODALITY
TABLE 281 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 282 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.6.1 Automated Building Information Modeling (BIM)
9.8.6.2 Construction Workflow Automation
9.8.6.3 Generative Design for Structures
9.8.6.4 Energy Efficiency Simulations
9.8.6.5 Maintenance and Repairs
9.8.7 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 283 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION)
TABLE 284 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION)
9.8.7.1 Construction Site Monitoring
9.8.7.2 Voice-activated Property Tours
9.8.7.3 Automated Customer Support Calls
9.8.7.4 Occupancy Monitoring
9.8.7.5 Equipment Maintenance Alerts
9.9 ENERGY & UTILITIES
9.9.1 GENERATIVE AI TOOLS TO DETECT OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS
9.9.2 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
FIGURE 80 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
TABLE 285 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 286 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.9.3 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY TEXT MODALITY
TABLE 287 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 288 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.3.1 Energy Consumption Forecasting
9.9.3.2 Automated Reporting
9.9.3.3 Customer Support & Resolution
9.9.3.4 Regulatory Compliance
9.9.3.5 Energy Trading Insights
9.9.4 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY VIDEO MODALITY
TABLE 289 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 290 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.4.1 Safety Compliance Monitoring
9.9.4.2 Renewable Energy Site Selection
9.9.4.3 Real-time Equipment Monitoring
9.9.4.4 Energy Theft Detection
9.9.4.5 Workforce Training
9.9.5 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY IMAGE MODALITY
TABLE 291 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 292 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.5.1 Infrastructure Inspection
9.9.5.2 Facility Layout Optimization
9.9.5.3 Environmental Monitoring
9.9.5.4 Grid Management & Optimization
9.9.5.5 GIS Data & Satellite Imagery Analysis
9.9.6 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY CODE MODALITY
TABLE 293 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 294 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.6.1 Optimized Energy Management Code
9.9.6.2 Predictive Maintenance Algorithms
9.9.6.3 Renewable Energy Simulation
9.9.6.4 Energy Trading Algorithms
9.9.6.5 Autonomous Grid Control
9.9.7 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 295 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION)
TABLE 296 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION)
9.9.7.1 Acoustic Anomaly Detection
9.9.7.2 Emergency Response Coordination
9.9.7.3 Voice-activated Energy Control
9.9.7.4 Multilingual Customer Support
9.9.7.5 Predictive Maintenance Alerts
9.10 GOVERNMENT & DEFENSE
9.10.1 GENERATIVE AI TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE
9.10.2 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
FIGURE 81 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
TABLE 297 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 298 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.10.3 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY TEXT MODALITY
TABLE 299 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 300 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.3.1 E-Citizen Services
9.10.3.2 Threat Intelligence
9.10.3.3 Automated Translation
9.10.3.4 Propaganda Detection
9.10.3.5 Policy Document Generation
9.10.4 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY VIDEO MODALITY
TABLE 301 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 302 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.4.1 Simulated Training Scenarios
9.10.4.2 Surveillance Video Enhancement
9.10.4.3 Activity Recognition & Anomaly Detection
9.10.4.4 Drone & UAV Navigation
9.10.4.5 Visual Storyboarding
9.10.5 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY IMAGE MODALITY
TABLE 303 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 304 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.5.1 Satellite Image Analysis
9.10.5.2 Facial Recognition
9.10.5.3 Camouflage Design
9.10.5.4 Object Detection Augmentation
9.10.5.5 Anomaly Detection in Surveillance
9.10.6 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY CODE MODALITY
TABLE 305 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 306 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.6.1 Automated Code Generation
9.10.6.2 Vulnerability Simulation
9.10.6.3 Code Obfuscation
9.10.6.4 Reverse Engineering Aid
9.10.6.5 Network Simulation and Optimization
9.10.7 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 307 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION)
TABLE 308 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION)
9.10.7.1 Audio Deepfake Detection
9.10.7.2 Automated Speech Transcription
9.10.7.3 Dialect Generation and Recognition
9.10.7.4 Verbal Deception Detection
9.10.7.5 Voice Biometrics and Authentication
9.11 IT & ITES
9.11.1 GENERATIVE AI TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE
9.11.2 IT & ITES: GENERATIVE AI SUCCESS STORIES
FIGURE 82 IT & ITES: GENERATIVE AI SUCCESS STORIES
TABLE 309 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 310 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.11.3 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY TEXT MODALITY
TABLE 311 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 312 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.3.1 Natural Language Interfaces
9.11.3.2 Automated Report Generation
9.11.3.3 Data Annotation for ML
9.11.3.4 Chatbots for IT Support
9.11.3.5 API Documentation
9.11.4 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY VIDEO MODALITY
TABLE 313 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 314 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.4.1 Video Training Modules
9.11.4.2 Automated Video Editing
9.11.4.3 Code Visualization
9.11.4.4 IT Process Simulation
9.11.4.5 Virtual IT Demos
9.11.5 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY IMAGE MODALITY
TABLE 315 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 316 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.5.1 UI/UX Design Prototyping
9.11.5.2 Logo and Branding Design
9.11.5.3 Image Data Augmentation
9.11.5.4 Fraud Detection
9.11.5.5 Document Digitization
9.11.6 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY CODE MODALITY
TABLE 317 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 318 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.6.1 Code Auto-Completion
9.11.6.2 Automated Code Review
9.11.6.3 Bug Detection and Prevention
9.11.6.4 Refactoring Assistance
9.11.6.5 Code Comment Generation
9.11.7 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 319 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION)
TABLE 320 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION)
9.11.7.1 Voice User Interfaces (VUI)
9.11.7.2 Text-to-Speech Applications
9.11.7.3 Voice-activated Commands
9.11.7.4 Voice Biometrics
9.11.7.5 Automated Call Logging
9.12 TELECOMMUNICATIONS
9.12.1 GENERATIVE AI TO OPTIMIZE NETWORK OPERATIONS AND PLANNING AND AUGMENT CUSTOMER SERVICES
9.12.2 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES
FIGURE 83 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES
TABLE 321 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 322 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.12.3 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY TEXT MODALITY
TABLE 323 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 324 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.3.1 Chatbots and Customer Support
9.12.3.2 Automated Network Documentation
9.12.3.3 Voice-to-Text Transcription
9.12.3.4 Automatic Billing & Invoicing
9.12.3.5 Content Generation for Marketing
9.12.4 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY VIDEO MODALITY
TABLE 325 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 326 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.4.1 Video Quality Enhancement
9.12.4.2 Automated Video Summarization
9.12.4.3 VR Content Generation
9.12.4.4 Anomaly Detection in Video Feeds
9.12.4.5 Content Personalization for Video Streaming
9.12.5 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY IMAGE MODALITY
TABLE 327 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 328 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.5.1 Network Infrastructure Visualization
9.12.5.2 Automatic Fault Detection
9.12.5.3 Antenna Placement Optimization
9.12.5.4 Facial Recognition for Customer Service
9.12.5.5 Real-time Image Compression
9.12.6 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY CODE MODALITY
TABLE 329 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 330 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.6.1 Code Auto-Completion
9.12.6.2 Bug Detection & Repair
9.12.6.3 Code Summarization & Documentation
9.12.6.4 Code Translation
9.12.6.5 Automated Script Generation
9.12.7 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY AUDIO & SPEECH MODALITY
TABLE 331 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION)
TABLE 332 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION)
9.12.7.1 Voice Authentication
9.12.7.2 Language Generation for IVR Systems
9.12.7.3 Speech Emotion Recognition
9.12.7.4 Automated Call Center Quality Assurance
9.12.7.5 Voice Generation for Virtual Assistants
9.13 OTHER VERTICALS
TABLE 333 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 334 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION)
9.13.1 GENERATIVE AI MARKET IN OTHER VERTICALS, BY TEXT MODALITY
TABLE 335 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 336 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.2 GENERATIVE AI MARKET IN OTHER VERTICALS, BY VIDEO MODALITY
TABLE 337 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 338 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.3 GENERATIVE AI MARKET IN OTHER VERTICALS, BY IMAGE MODALITY
TABLE 339 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 340 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.4 GENERATIVE AI MARKET IN OTHER VERTICALS, BY CODE MODALITY
TABLE 341 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 342 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
9.13.5 GENERATIVE AI MARKET IN OTHER VERTICALS, BY AUDIO & SPEECH MODALITY
TABLE 343 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION)
TABLE 344 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION)
10 GENERATIVE AI MARKET, BY REGION
10.1 INTRODUCTION
FIGURE 84 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 85 FINLAND TO REGISTER HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD
TABLE 345 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 346 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION)
10.2 NORTH AMERICA
10.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS
10.2.2 NORTH AMERICA: RECESSION IMPACT
FIGURE 86 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT
TABLE 347 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 348 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 349 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 350 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 351 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 352 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 353 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 354 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 355 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 356 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 357 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 358 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 359 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 360 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 361 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 362 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.2.3 US
TABLE 363 US: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 364 US: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.2.4 CANADA
TABLE 365 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 366 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3 EUROPE
10.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS
10.3.2 EUROPE: RECESSION IMPACT
TABLE 367 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 368 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 369 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 370 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 371 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 372 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 373 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 374 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 375 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 376 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 377 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 378 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 379 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 380 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 381 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 382 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.3.3 UK
TABLE 383 UK: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 384 UK: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.4 GERMANY
TABLE 385 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 386 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.5 FRANCE
TABLE 387 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 388 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.6 ITALY
TABLE 389 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 390 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.7 SPAIN
TABLE 391 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 392 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.8 FINLAND
TABLE 393 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 394 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.3.9 REST OF EUROPE
TABLE 395 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 396 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4 ASIA PACIFIC
10.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS
10.4.2 ASIA PACIFIC: RECESSION IMPACT
FIGURE 87 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT
TABLE 397 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 398 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 399 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 400 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 401 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 402 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 403 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 404 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 405 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 406 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 407 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 408 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 409 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 410 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 411 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 412 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.4.3 CHINA
TABLE 413 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 414 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.4 INDIA
TABLE 415 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 416 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.5 JAPAN
TABLE 417 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 418 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.6 SOUTH KOREA
10.4.6.1 Success and failure factors for generative AI-based startups
FIGURE 88 SOUTH KOREA: SUCCESS AND FAILURE FACTORS FOR GENERATIVE AI STARTUPS
10.4.6.1.1 Success factors
10.4.6.1.1.1 Large language model (LLM)-based startups attract hefty investments
FIGURE 89 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION)
10.4.6.1.1.2 Developing ‘enterprise context’ generative AI solutions to help startups gain competitive edge
10.4.6.1.1.3 Startups seeking alternatives to AI chipset shortages to enjoy lower operational expenditures
FIGURE 90 NUMBER OF IMAGES GENERATED PER HOUR VIA STABLE DIFFUSION MODEL, BY GPU TYPE
10.4.6.1.1.4 Startups focusing on developing multimodal generative AI solutions to gain untapped potential
10.4.6.1.2 Failure factors
10.4.6.1.2.1 High cost of model training & inference optimization
FIGURE 91 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS, 2022 (USD)
10.4.6.1.2.2 Most generative AI startups are merely ‘AI wrappers’ with very thin layers above foundational models
10.4.6.1.2.3 Generative AI startups struggle to source proprietary training data
10.4.6.2 Strategies employed by successful generative AI companies in various sectors
10.4.6.2.1 Healthcare & life sciences
10.4.6.2.1.1 OpenAI and Oscar Health
10.4.6.2.1.2 AWS and 3M Health Information Systems (HIS)
10.4.6.2.2 BFSI
10.4.6.2.2.1 Microsoft and KPMG Australia
10.4.6.2.2.2 NVIDIA and Wealthsimple
10.4.6.2.3 Retail & eCommerce
10.4.6.2.3.1 Synthesia and BESTSELLER
10.4.6.2.3.2 Microsoft and Fashable
10.4.6.2.4 IT & ITeS
10.4.6.2.4.1 AWS and Salesforce
10.4.6.2.4.2 NVIDIA and Perplexity
10.4.6.2.5 Manufacturing
10.4.6.2.5.1 C3.ai and Multinational Manufacturing Group
10.4.6.2.5.2 Google and US Steel
10.4.6.2.6 Media & entertainment
10.4.6.2.6.1 Inworld AI and Disney
10.4.6.2.6.2 Fireflies and DigitalBull Go
10.4.6.2.7 Telecommunications
10.4.6.2.7.1 NVIDIA and KT Corporation
10.4.6.2.7.2 Microsoft and AT&T
10.4.6.3 Business models that have facilitated startup growth into unicorn companies
FIGURE 92 GENERATIVE AI UNICORNS AS OF DECEMBER 2023
TABLE 419 GENERATIVE AI UNICORNS: BUSINESS MODELS
10.4.6.4 Comparative analysis of business models between Korean firms and global players in generative AI market
TABLE 420 SOUTH KOREA: GENERATIVE AI STARTUPS, BY BUSINESS MODEL
10.4.6.5 Where Korean firms are lagging in generative AI compared to global players
10.4.6.6 Generative AI startup profiles
TABLE 421 SOUTH KOREA: GENERATIVE AI STARTUP PROFILES
TABLE 422 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 423 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 424 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 425 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 426 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 427 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 428 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 429 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 430 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 431 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 432 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 433 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 434 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 435 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 436 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 437 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 438 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 439 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 440 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 441 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 442 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 443 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 444 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 445 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 446 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 447 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 448 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 449 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 450 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 451 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 452 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2019–2023 (USD MILLION)
TABLE 453 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2024–2030 (USD MILLION)
TABLE 454 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 455 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 456 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 457 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 458 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION)
TABLE 459 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION)
TABLE 460 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 461 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 462 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 463 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 464 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 465 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 466 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 467 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 468 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 469 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 470 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 471 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 472 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 473 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 474 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 475 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 476 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 477 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 478 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 479 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 480 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 481 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 482 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 483 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 484 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 485 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION)
10.4.7 SINGAPORE
TABLE 486 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 487 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.8 AUSTRALIA & NEW ZEALAND
TABLE 488 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 489 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.4.9 REST OF ASIA PACIFIC
TABLE 490 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 491 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5 MIDDLE EAST & AFRICA
10.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 492 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 493 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 494 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 495 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 496 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 497 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 498 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 499 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 500 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 501 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 502 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 503 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 504 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 505 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 506 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 507 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.5.3 SAUDI ARABIA
TABLE 508 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 509 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.4 UAE
TABLE 510 UAE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 511 UAE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.5 SOUTH AFRICA
TABLE 512 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 513 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.6 TURKEY
TABLE 514 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 515 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.5.7 REST OF MIDDLE EAST & AFRICA
TABLE 516 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 517 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6 LATIN AMERICA
10.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS
10.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 518 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 519 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 520 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 521 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 522 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 523 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 524 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 525 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 526 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 527 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 528 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 529 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
TABLE 530 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 531 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)
TABLE 532 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 533 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
10.6.3 BRAZIL
TABLE 534 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 535 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.4 MEXICO
TABLE 536 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 537 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.5 ARGENTINA
TABLE 538 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 539 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
10.6.6 REST OF LATIN AMERICA
TABLE 540 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 541 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)
11 COMPETITIVE LANDSCAPE
11.1 OVERVIEW
11.2 KEY PLAYERS STRATEGIES
TABLE 542 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS
11.3 REVENUE ANALYSIS
FIGURE 93 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS
11.4 MARKET SHARE ANALYSIS
FIGURE 94 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2023
11.4.1 MARKET RANKING ANALYSIS
TABLE 543 GENERATIVE AI MARKET: DEGREE OF COMPETITION
11.5 PRODUCT COMPARATIVE ANALYSIS
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
FIGURE 95 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
11.5.1.1 ChatGPT
11.5.1.2 Gemini
11.5.1.3 Claude
11.5.1.4 Amazon Titan
11.5.1.5 Bing
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
FIGURE 96 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
11.5.2.1 DALL-E
11.5.2.2 Craiyon
11.5.2.3 Midjourney
11.5.2.4 Stable Diffusion
11.5.2.5 Nightcafe
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
FIGURE 97 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
11.5.3.1 Synthesia
11.5.3.2 Lumen5
11.5.3.3 Elai
11.5.3.4 Flexclip
11.5.3.5 VEED.IO
11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
FIGURE 98 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
11.5.4.1 Codex
11.5.4.2 PyCharm
11.5.4.3 Tabnine
11.5.4.4 Codota
11.5.4.5 SourceAI
11.5.5 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
FIGURE 99 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
11.5.5.1 Speechify
11.5.5.2 Play.ht
11.5.5.3 Murf.AI
11.5.5.4 Aiva
11.5.5.5 OpenAI Jukebox
11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 100 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 101 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS
11.7.1 STARS
11.7.2 EMERGING LEADERS
11.7.3 PERVASIVE PLAYERS
11.7.4 PARTICIPANTS
FIGURE 102 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS
11.7.5.1 Overall Company Footprint
FIGURE 103 OVERALL COMPANY FOOTPRINT (18 COMPANIES), 2023
11.7.5.2 Regional Footprint
TABLE 544 REGIONAL FOOTPRINT (18 COMPANIES), 2023
11.7.5.3 Application Footprint
TABLE 545 APPLICATION FOOTPRINT (18 COMPANIES), 2023
11.7.5.4 Vertical Footprint
TABLE 546 VERTICAL FOOTPRINT (18 COMPANIES), 2023
11.7.5.5 Offering Footprint
TABLE 547 OFFERING FOOTPRINT (18 COMPANIES), 2023
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES
11.8.1 PROGRESSIVE COMPANIES
11.8.2 RESPONSIVE COMPANIES
11.8.3 DYNAMIC COMPANIES
11.8.4 STARTING BLOCKS
FIGURE 104 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES
11.8.5.1 Detailed List of Key Startups/SMEs
TABLE 548 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023
11.8.5.2 Competitive Benchmarking of Key Startups/SMEs
TABLE 549 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
11.9 COMPETITIVE SCENARIO AND TRENDS
11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 550 GENERATIVE AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021–MARCH 2024
11.9.2 DEALS
TABLE 551 GENERATIVE AI MARKET: DEALS, JANUARY 2021–MARCH 2024
12 COMPANY PROFILES
12.1 INTRODUCTION
12.2 KEY PLAYERS
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
12.2.1 MICROSOFT
TABLE 552 MICROSOFT: BUSINESS OVERVIEW
FIGURE 105 MICROSOFT: COMPANY SNAPSHOT
TABLE 553 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 554 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 555 MICROSOFT: DEALS
12.2.2 AWS
TABLE 556 AWS: BUSINESS OVERVIEW
FIGURE 106 AWS: COMPANY SNAPSHOT
TABLE 557 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 558 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 559 AWS: DEALS
12.2.3 GOOGLE
TABLE 560 GOOGLE: BUSINESS OVERVIEW
FIGURE 107 GOOGLE: COMPANY SNAPSHOT
TABLE 561 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 562 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 563 GOOGLE: DEALS
12.2.4 ADOBE
TABLE 564 ADOBE: BUSINESS OVERVIEW
FIGURE 108 ADOBE: COMPANY SNAPSHOT
TABLE 565 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 566 ADOBE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 567 ADOBE: DEALS
12.2.5 OPENAI
TABLE 568 OPENAI: BUSINESS OVERVIEW
TABLE 569 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 570 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 571 OPENAI: DEALS
12.2.6 IBM
TABLE 572 IBM: BUSINESS OVERVIEW
FIGURE 109 IBM: COMPANY SNAPSHOT
TABLE 573 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 574 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 575 IBM: DEALS
12.2.7 META
TABLE 576 META: BUSINESS OVERVIEW
FIGURE 110 META: COMPANY SNAPSHOT
TABLE 577 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 578 META: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 579 META: DEALS
12.2.8 ANTHROPIC
TABLE 580 ANTHROPIC: BUSINESS OVERVIEW
TABLE 581 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 582 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 583 ANTHROPIC: DEALS
12.2.9 NVIDIA
TABLE 584 NVIDIA: BUSINESS OVERVIEW
FIGURE 111 NVIDIA: COMPANY SNAPSHOT
TABLE 585 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 586 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 587 NVIDIA: DEALS
12.2.10 ACCENTURE
TABLE 588 ACCENTURE: BUSINESS OVERVIEW
FIGURE 112 ACCENTURE: COMPANY SNAPSHOT
TABLE 589 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 590 ACCENTURE: DEALS
12.2.11 CAPGEMINI
TABLE 591 CAPGEMINI: BUSINESS OVERVIEW
FIGURE 113 CAPGEMINI: COMPANY SNAPSHOT
TABLE 592 CAPGEMINI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 593 CAPGEMINI: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 594 CAPGEMINI: DEALS
12.2.12 INSILICO MEDICINE
12.2.13 SIMPLIFIED
12.2.14 LUMEN5
12.2.15 AI21 LABS
12.2.16 HUGGING FACE
12.2.17 DIALPAD
12.2.18 PERSADO
12.3 STARTUP/SME PROFILES
12.3.1 LIGHTRICKS
12.3.2 PAIGE.AI
12.3.3 PLAY.HT
12.3.4 SPEECHIFY
12.3.5 MIDJOURNEY
12.3.6 FIREFLIES
12.3.7 SYNTHESIA
12.3.8 MOSTLY AI
12.3.9 CHARACTER.AI
12.3.10 HYPOTENUSE AI
12.3.11 VIABLE
12.3.12 DEFOG.AI
12.3.13 DEEPSEARCH LABS
12.3.14 WRITESONIC
12.3.15 AMBERSEARCH
12.3.16 COPY.AI
12.3.17 SYNTHESIS AI
12.3.18 COLOSSYAN
12.3.19 INFLECTION AI
12.3.20 GLEAN
12.3.21 JASPER
12.3.22 RUNWAY
12.3.23 INWORLD AI
12.3.24 TYPEFACE
12.3.25 INSTADEEP
12.3.26 FORETHOUGHT
12.3.27 TOGETHER AI
12.3.28 UPSTAGE
12.3.29 MISTRAL AI
12.3.30 ADEPT
12.3.31 MOSAIC ML
12.3.32 STABILITY AI
12.3.33 COHERE
12.4 OPEN-SOURCE COMPANIES
12.4.1 GFP-GAN
12.4.2 FONTJOY
12.4.3 ELEUTHERAI
12.4.4 STARRYAI
12.4.5 MAGIC STUDIO
12.4.6 BAICHUAN AI
12.4.7 SALESFORCE
12.4.8 TECHNOLOGY INNOVATION INSTITUTE
12.4.9 ABACUS.AI
12.4.10 OPENLM
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
13 ADJACENT AND RELATED MARKETS
13.1 INTRODUCTION
13.2 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2028
13.2.1 MARKET DEFINITION
13.2.2 MARKET OVERVIEW
13.2.2.1 Conversational AI market, by offering
TABLE 595 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 596 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
13.2.2.2 Conversational AI market, by business function
TABLE 597 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
TABLE 598 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
13.2.2.3 Conversational AI market, by channel
TABLE 599 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
TABLE 600 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
13.2.2.4 Conversational AI market, by vertical
TABLE 601 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 602 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
13.2.2.5 Conversational AI market, by region
TABLE 603 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 604 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION)
13.3 CHATBOT MARKET - GLOBAL FORECAST TO 2028
13.3.1 MARKET DEFINITION
13.3.2 MARKET OVERVIEW
13.3.2.1 Chatbot market, by offering
TABLE 605 CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 606 CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
13.3.2.2 Chatbot market, by type
TABLE 607 CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 608 CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
13.3.2.3 Chatbot market, by channel integration
TABLE 609 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION)
TABLE 610 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION)
13.3.2.4 Chatbot market, by vertical
TABLE 611 CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 612 CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
13.3.2.5 Chatbot market, by region
TABLE 613 CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 614 CHATBOT MARKET, BY REGION, 2023–2028 (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
