조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2024년04월
Generative AI Market – Global Forecast to 2030
생성형 AI 시장 : 오퍼링 [변환기 모델 (GPT-1, GPT-2, GPT-3, GPT-4, LaMDA), 서비스], 양식 (텍스트, 이미지, 비디오, 오디오 및 오디오, 코드), 용도 (콘텐츠 관리, 검색 및 감지 ) , 수직 및 지역별 – 2030년까지의 세계 예측
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
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| 구성 | 영문조사보고서 |
Report Overview
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.
생성형 AI 시장은 예측 기간 동안 연평균 복합 성장률(CAGR) 36.7%로 2024년 209억 달러에서 2030년까지 1,367억 달러로 성장할 것으로 예상됩니다.
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.
주요 게재 내용
- 시장개관과 업계 동향
- 시장역학
- 생성 AI의 윤리적 및 관련 사항
- 생성 AI의 진화
- 생성 AI의 투자 이익률
- 생성 AI의 성숙도 분포 곡선
- 생성 AI: 개발 및 배포 비용
- 생태계 분석
- 공급망 분석
- 생성 AI 도구 및 프레임워크
- 생성 AI 기술 및 기술
- 투자환경과 자금조달 시나리오
- 사례 연구 분석
- 기술 분석
- 법규제환경
- 특허 분석
- 가격 분석
- 주요 회의 및 이벤트
- 파이브포스 분석
- 기술 로드맵
- 생성 AI의 비즈니스 모델
- 고객 비즈니스에 영향을 미치는 동향/디스랩션
- 주요 이해관계자 및 구매 기준
- 생성 AI 시장 : 오퍼링별
- 소프트웨어
- 서비스
- 생성 AI 시장 : 데이터 모달리티별
- 텍스트
- 이미지
- 동영상
- 음성 및 발화
- 코드
- 생성 AI 시장 : 용도별
- 비즈니스 인텔리전스 및 시각화
- 콘텐츠 관리
- 합성 데이터 관리
- 검색 및 발견
- 자동화 및 통합화
- 일반 디자인 AI
- 기타 용도
- 성 AI 시장 : 수직 시장별
- 미디어 & 엔터테인먼트
- BFSI
- 건강 관리 및 생명 과학
- 제조업
- 소매업 & 전자상거래
- 운송 및 물류
- 건설 및 부동산
- 에너지 및 공익 사업
- 정부 및 방어
- IT＆ITeS
- 전기통
- 기타 수직
- 생성 AI 시장 : 지역별
- 북미
- 유럽
- 아시아 태평양 지역
- 중동 및 아프리카
- 경쟁 환경
- 주요 플레이어 전략
- 수익 분석
- 시장 점유율 분석
- 제품 비교 분석
- 주요 벤더의 기업 평가 및 재정 매트릭스
- 기업 평가 매트릭스: 주요 플레이어
- 기업평가 매트릭스: 스타트업/중소기업
- 경쟁 시나리오 및 동향
- 관련 기업 정보
- 관련 시장
- 대화형 AI 시장
- 채팅봇 시장
“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%
The report includes the study of key players offering generative AI solutions. It profiles major vendors in the generative AI market. The major players in the generative AI market include 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), Persado (US), Copy.ai (US), Synthesis AI (US), Together AI (US), PlayHT (US), Speechify (US), Mistral AI (France), Midjourney (US), Fireflies (US), Adept (US), Stability AI (UK), Lightricks (Israel), Synthesia (UK), Mostly AI (Austria), Cohere (Canada), Colossyan (UK), Mosaic ML (US), Inflection AI (US), Glean (US), Charater.ai (US), Hypotenuse AI (US), Viable (US), Defog.ai (US), Jasper (US), DeepSearch Labs (UK), Writesonic (US), amberSearch (Germany), Runway (US), Inworld AI (US), Typeface (US), Paige (US), Upstage (South Korea), InstaDeep (UK), Forethought (US), GFP-GAN (US), Fontjoy (Italy), EleutherAI (US), StarryAI (US), Magic Studio (US), Baichuan Intelligence (China), Salesforce (US), Technology Innovation Institute (UAE), Abacus.AI (US), and OpenLM (US).
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.
Table of Contents
1 INTRODUCTION 61
1.1 STUDY OBJECTIVES 61
1.2 MARKET DEFINITION 61
1.2.1 INCLUSIONS AND EXCLUSIONS 62
1.3 MARKET SCOPE 63
1.3.1 MARKET SEGMENTATION 63
FIGURE 1 GENERATIVE AI MARKET SEGMENTATION 63
1.3.2 REGIONS COVERED 64
FIGURE 2 GENERATIVE AI MARKET SEGMENTATION, BY REGION 64
1.3.3 YEARS CONSIDERED 64
FIGURE 3 STUDY YEARS/PERIODS CONSIDERED 64
1.4 CURRENCY CONSIDERED 65
TABLE 1 USD EXCHANGE RATES, 2019–2023 65
1.5 STAKEHOLDERS 65
1.6 SUMMARY OF CHANGES 66
1.6.1 IMPACT OF RECESSION 67
2 RESEARCH METHODOLOGY 68
2.1 RESEARCH DATA 68
FIGURE 4 GENERATIVE AI MARKET: RESEARCH DESIGN 68
2.1.1 SECONDARY DATA 69
2.1.2 PRIMARY DATA 69
TABLE 2 PRIMARY INTERVIEWS 69
2.1.2.1 Breakup of primary profiles 70
FIGURE 5 PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 70
2.1.2.2 Key industry insights 70
FIGURE 6 INSIGHTS FROM INDUSTRY EXPERTS 70
2.2 MARKET SIZE ESTIMATION 71
FIGURE 7 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 71
2.2.1 TOP-DOWN APPROACH 71
2.2.2 BOTTOM-UP APPROACH 72
FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM KEY PLAYERS OFFERING SOLUTIONS/SERVICES OF GENERATIVE AI 72
FIGURE 9 APPROACH 2 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI 73
FIGURE 10 APPROACH 3 (BOTTOM-UP; SUPPLY-SIDE): MARKET ESTIMATION STEPS AND CORRESPONDING SOURCES 74
FIGURE 11 APPROACH 4 (BOTTOM-UP; DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING 75
2.3 DATA TRIANGULATION 76
FIGURE 12 DATA TRIANGULATION 76
2.4 MARKET FORECAST 77
TABLE 3 FACTOR ANALYSIS 77
2.5 RESEARCH ASSUMPTIONS 78
2.6 STUDY LIMITATIONS 79
2.7 IMPACT OF RECESSION ON GENERATIVE AI MARKET 80
TABLE 4 IMPACT OF RECESSION ON GLOBAL GENERATIVE AI MARKET 80
3 EXECUTIVE SUMMARY 82
TABLE 5 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2023 (USD MILLION, Y-O-Y) 84
TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2024–2030 (USD MILLION, Y-O-Y) 84
FIGURE 13 GENERATIVE AI SOFTWARE TO BE LARGER MARKET THAN SERVICES IN 2024 85
FIGURE 14 DEEP LEARNING TO BE LEADING SEGMENT AMONG SOFTWARE TYPES IN 2024 85
FIGURE 15 CLOUD DEPLOYMENT OF GENERATIVE AI SOFTWARE TO BE FASTER-GROWING MODE DURING FORECAST PERIOD 86
FIGURE 16 PROFESSIONAL SERVICES TO BE DOMINANT SERVICE SEGMENT IN 2024 86
FIGURE 17 TRAINING & CONSULTING SERVICES SET TO REGISTER HIGHEST SHARE AMONG PROFESSIONAL SERVICES IN 2024 87
FIGURE 18 TEXT DATA MODALITY TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024 87
FIGURE 19 CONTENT MANAGEMENT TO BE LEADING APPLICATION IN 2024 88
FIGURE 20 RETAIL & ECOMMERCE TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 88
FIGURE 21 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030 89
4 PREMIUM INSIGHTS 90
4.1 ATTRACTIVE OPPORTUNITIES FOR GENERATIVE AI MARKET PLAYERS 90
FIGURE 22 INCREASE IN DEMAND FOR MULTIMODAL GENERATIVE AI AND IMPROVED PERFORMANCE OF LARGE LANGUAGE MODELS TO DRIVE MARKET GROWTH 90
4.2 GENERATIVE AI MARKET: TOP THREE APPLICATIONS 91
FIGURE 23 SYNTHETIC DATA MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD 91
4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND VERTICAL 91
FIGURE 24 SOFTWARE AND MEDIA & ENTERTAINMENT TO BE LARGEST SEGMENTAL SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2024 91
4.4 GENERATIVE AI MARKET, BY REGION 92
FIGURE 25 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE IN 2024 92
5 MARKET OVERVIEW AND INDUSTRY TRENDS 93
5.1 INTRODUCTION 93
5.2 MARKET DYNAMICS 93
FIGURE 26 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 94
5.2.1 DRIVERS 94
5.2.1.1 Innovation of cloud storage to enable easy access to data 94
5.2.1.2 Evolution of AI and deep learning 95
FIGURE 27 ADVANCEMENTS IN DEEP LEARNING LED TO DEVELOPMENT OF EXTREMELY LARGE LANGUAGE MODELS, 2018–2023 (BILLION PARAMETERS) 95
5.2.1.3 Rise in content creation and creative applications 96
FIGURE 28 GENERATIVE AI TOP USE CASES ACROSS ENTERPRISE SIZE, 2022 96
5.2.2 RESTRAINTS 97
5.2.2.1 High costs associated with training data preparation 97
FIGURE 29 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS 97
5.2.2.2 Issues related to bias and inaccurately generated output 98
FIGURE 30 ISSUES RELATED TO TRAINING DATA HIGHLIGHTED IN CHATGPT’S RESPONSES 98
5.2.2.3 Risks associated with data breaches and sensitive information leakage 99
5.2.3 OPPORTUNITIES 99
5.2.3.1 Increase in deployment of large language models 99
FIGURE 31 LARGE LANGUAGE MODEL SPENDING, BY END USER, 2024 VS. 2030 (USD MILLION) 100
5.2.3.2 Growth in interest of enterprises in commercializing synthetic images 101
5.2.3.3 Robust improvement in generative ML leading to human baseline performance 101
FIGURE 32 SCORES OF SOME PROMINENT GENERATIVE AI MODELS IN HUMAN COGNITIVE SKILLS, 2022 102
5.2.4 CHALLENGES 103
5.2.4.1 Concerns regarding misuse of generative AI for illegal activities 103
5.2.4.2 Quality of output generated by generative AI models 103
FIGURE 33 MODEL DRIFT IN GPT-4 WITHIN 3 MONTHS IN 2023 104
5.2.4.3 Computational complexity and technical challenges of generative AI 104
FIGURE 34 COMPUTE REQUIREMENTS OF SOME PROMINENT GENERATIVE AI MODELS (TERAFLOPS) 105
5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI 105
FIGURE 35 GENERATIVE AI ETHICAL SCENARIO TIMELINE, 2023–2025 105
5.3.1 BIAS AND FAIRNESS 105
5.3.2 PRIVACY AND SECURITY 106
5.3.3 INTELLECTUAL PROPERTY 106
5.3.4 ACCOUNTABILITY AND RESPONSIBILITY 106
5.3.5 SOCIETAL AND ECONOMIC IMPACT 106
5.3.6 ENVIRONMENTAL IMPACT 106
FIGURE 36 CO2 EQUIVALENT EMISSIONS (TONNES) OF GENERATIVE AI MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022 107
5.4 EVOLUTION OF GENERATIVE AI 108
FIGURE 37 EVOLUTION OF GENERATIVE AI 108
5.5 GENERATIVE AI RETURN ON INVESTMENT 109
FIGURE 38 GENERATIVE AI PRODUCTIVITY IMPACT, BY INDUSTRY (USD BILLION) 110
FIGURE 39 NET ROI IMPACT OF GENERATIVE AI CLOUD PROGRAMS ACROSS ENTERPRISES (PERCENTAGE POINTS) 111
5.6 GENERATIVE AI MATURITY CURVE 112
FIGURE 40 GENERATIVE AI MATURITY CURVE 113
5.7 GENERATIVE AI: DEVELOPMENT & DEPLOYMENT COSTS 113
FIGURE 41 COST TO TRAIN GENERATIVE AI MODEL WITH GPT-3 LEVEL PERFORMANCE, 2020–2030 (USD) 114
5.7.1 HARDWARE COSTS 114
FIGURE 42 HARDWARE COSTS FOR GENERATIVE AI MODEL TRAINING 114
5.7.2 SOFTWARE COSTS 115
FIGURE 43 SOFTWARE COSTS FOR TRAINING GENERATIVE AI MODELS USING NEURAL NETWORKS 115
5.7.3 SKILLED LABOR COSTS 116
FIGURE 44 MEDIAN HOURLY RATES OF AI SOFTWARE WORKFORCE, 2023 (USD/HR) 116
5.8 ECOSYSTEM ANALYSIS 116
TABLE 7 GENERATIVE AI MARKET: ECOSYSTEM 116
FIGURE 45 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM 119
5.8.1 TEXT GENERATOR PROVIDERS 119
5.8.2 VIDEO GENERATOR PROVIDERS 120
5.8.3 IMAGE GENERATOR PROVIDERS 120
5.8.4 AUDIO & SPEECH GENERATOR PROVIDERS 120
5.8.5 CODE GENERATOR PROVIDERS 120
5.8.6 CLOUD PLATFORM PROVIDERS 120
5.8.7 API-AS-A-SERVICE PROVIDERS 120
5.8.8 END USERS 121
5.8.9 GOVERNMENT AND REGULATORY BODIES 121
5.9 SUPPLY CHAIN ANALYSIS 121
FIGURE 46 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 121
TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 122
5.10 GENERATIVE AI TOOLS AND FRAMEWORK 124
5.10.1 TENSORFLOW 124
5.10.2 PYTORCH 124
5.10.3 KERAS 124
5.10.4 CAFFE 124
5.10.5 THEANO 124
5.10.6 MXNET 125
5.10.7 TORCH 125
5.10.8 HUGGING FACE 125
5.11 GENERATIVE AI TECHNIQUES & METHODS 125
5.11.1 TEXT GENERATION & LANGUAGE MODELING 125
5.11.1.1 Recurrent neural networks for text generation 126
5.11.1.2 Language modeling with transformers 126
5.11.1.3 Seq2Seq models for translation 126
5.11.2 IMAGE & VIDEO GENERATION 126
5.11.2.1 Generative adversarial networks for image generation 127
5.11.2.2 Style transfer and image-to-image translation 127
5.11.2.3 Video generation with GANs 127
5.11.3 MUSIC & AUDIO GENERATION 127
5.11.3.1 WaveNet and SampleRNN for audio generation 128
5.11.3.2 Music generation with LSTM networks 128
5.11.4 REINFORCEMENT LEARNING 128
5.11.4.1 Policy gradient methods 128
5.11.4.2 Actor-critic methods 129
5.12 INVESTMENT LANDSCAPE AND FUNDING SCENARIO 129
FIGURE 47 GENERATIVE AI EQUITY FUNDING AND DEALS, 2019–2023 129
FIGURE 48 LEADING GENERATIVE AI VENDORS BY FUNDING VALUE AND FUNDING ROUNDS, 2017–2024 130
FIGURE 49 MOST VALUED GENERATIVE AI COMPANIES, 2023 (USD BILLION) 131
FIGURE 50 GENERATIVE AI STARTUPS, BY FUNDING STAGE, 2023 132
FIGURE 51 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021–2022 (USD MILLION) 133
FIGURE 52 INVESTMENTS IN GENERATIVE AI, BY CATEGORY, 2023 (USD MILLION) 133
FIGURE 53 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION) 134
FIGURE 54 LARGE LANGUAGE MODELS DEAL COUNT AND DEAL VALUE, Q1 2021–Q3 2023 (USD MILLION) 135
5.13 CASE STUDY ANALYSIS 136
5.13.1 MARKS & SPENCER ENHANCED EMAIL CONVERSION BY 20–34% WITH PERSADO’S MOTIVATION AI 136
5.13.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI 137
5.13.3 WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS 138
5.13.4 TELEPERFORMANCE TRAINED GLOBAL WORKFORCE WITH SYNTHESIA STUDIO 138
5.13.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5 139
5.13.6 SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5 139
5.13.7 INTEL AND ACCENTURE COLLABORATED TO CREATE SET OF 34 OPEN-SOURCE AI REFERENCE KITS 140
5.14 TECHNOLOGY ANALYSIS 140
5.14.1 KEY TECHNOLOGIES 140
5.14.1.1 Generative Adversarial Networks (GANs) 140
5.14.1.2 Variational Autoencoders (VAEs) 141
5.14.1.3 Transformer Architecture 141
5.14.1.4 Attention Mechanisms 141
5.14.1.5 Transfer Learning 142
5.14.2 ADJACENT TECHNOLOGIES 142
5.14.2.1 Natural Language Processing (NLP) 142
5.14.2.2 Computer Vision 142
5.14.2.3 Reinforcement Learning 143
5.14.2.4 Knowledge Graphs 143
5.14.3 COMPLEMENTARY TECHNOLOGIES 143
5.14.3.1 High-Performance Computing (HPC) 143
5.14.3.2 Explainable AI 144
5.14.3.3 Privacy-Preserving AI 144
5.14.3.4 Blockchain 144
5.15 REGULATORY LANDSCAPE 145
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 145
TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 145
TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 146
TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 146
TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 147
TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 148
5.15.2 REGULATIONS 148
5.15.2.1 North America 148
5.15.2.1.1 SCR 17: Artificial Intelligence Bill (California) 148
5.15.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut) 148
5.15.2.1.3 National Artificial Intelligence Initiative Act (NAIIA) (US) 149
5.15.2.1.4 Artificial Intelligence and Data Act (AIDA) (Canada) 149
5.15.2.2 Europe 149
5.15.2.2.1 The European Union (EU) – Artificial Intelligence Act (AIA) 149
5.15.2.2.2 General Data Protection Regulation (Europe) 150
5.15.2.3 Asia Pacific 151
5.15.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China) 151
5.15.2.3.2 The National AI Strategy (Singapore) 151
5.15.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan) 152
5.15.2.4 Middle East & Africa 152
5.15.2.4.1 National Strategy for Artificial Intelligence (UAE) 152
5.15.2.4.2 The National Artificial Intelligence Strategy (Qatar) 153
5.15.2.4.3 AI Ethics Principles and Guidelines (Dubai) 153
5.15.2.5 Latin America 153
5.15.2.5.1 Santiago Declaration (Chile) 153
5.15.2.5.2 Brazilian Artificial Intelligence Strategy (EBIA) 154
5.16 PATENT ANALYSIS 154
5.16.1 METHODOLOGY 154
5.16.2 PATENTS FILED, BY DOCUMENT TYPE 155
TABLE 14 PATENTS FILED, 2013–2023 155
5.16.3 INNOVATION AND PATENT APPLICATIONS 155
FIGURE 55 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023 155
5.16.3.1 Top 10 applicants in generative AI market 156
FIGURE 56 TOP 10 APPLICANTS IN GENERATIVE AI MARKET, 2013–2023 156
TABLE 15 TOP 20 PATENT OWNERS IN GENERATIVE AI MARKET, 2013–2023 156
TABLE 16 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2022–2023 157
FIGURE 57 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 161
5.17 PRICING ANALYSIS 161
5.17.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY DATA MODALITY 162
FIGURE 58 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH) 162
TABLE 17 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH) 162
5.17.2 INDICATIVE PRICING ANALYSIS, BY OFFERING 163
TABLE 18 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING 163
5.18 KEY CONFERENCES AND EVENTS 164
TABLE 19 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025 164
5.19 PORTER’S FIVE FORCES ANALYSIS 165
TABLE 20 PORTER’S FIVE FORCES’ IMPACT ON GENERATIVE AI MARKET 166
FIGURE 59 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS 166
5.19.1 THREAT OF NEW ENTRANTS 167
5.19.2 THREAT OF SUBSTITUTES 167
5.19.3 BARGAINING POWER OF SUPPLIERS 167
5.19.4 BARGAINING POWER OF BUYERS 167
5.19.5 INTENSITY OF COMPETITION RIVALRY 167
5.20 TECHNOLOGY ROADMAP 168
FIGURE 60 TECHNOLOGY ROADMAP FOR GENERATIVE AI MARKET 168
5.21 GENERATIVE AI BUSINESS MODELS 170
FIGURE 61 GENERATIVE AI BUSINESS MODELS 170
5.21.1 GENERATIVE AI MODEL-AS-A-SERVICE 170
5.21.2 BUILT-IN-APPS BUSINESS MODEL 171
5.21.3 VERTICAL INTEGRATION BUSINESS MODEL 171
5.21.4 MARKETPLACES/EXCHANGES MODEL 171
5.22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 172
5.22.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 172
FIGURE 62 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 173
5.23 KEY STAKEHOLDERS & BUYING CRITERIA 173
5.23.1 KEY STAKEHOLDERS IN BUYING PROCESS 173
FIGURE 63 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 173
TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 174
5.23.2 BUYING CRITERIA 174
FIGURE 64 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 174
TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 174
6 GENERATIVE AI MARKET, BY OFFERING 175
6.1 INTRODUCTION 176
6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS 176
FIGURE 65 GENERATIVE AI SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 177
TABLE 23 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 177
TABLE 24 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 177
6.2 SOFTWARE 178
TABLE 25 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 178
TABLE 26 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 178
6.2.1 GENERATIVE AI SOFTWARE MARKET, BY TYPE 179
FIGURE 66 DEEP LEARNING SUBSEGMENT TO BE LARGEST AMONG GENERATIVE AI SOFTWARE IN 2024 179
TABLE 27 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 180
TABLE 28 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 180
6.2.1.1 Rule-based models 180
6.2.1.1.1 Rule-based models offer clear and interpretable approach to generative AI with explicit rules for data generation 180
TABLE 29 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 181
TABLE 30 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 181
6.2.1.1.1.1 Knowledge-based models 181
6.2.1.1.1.2 Script-based models 182
6.2.1.1.1.3 Expert systems 182
6.2.1.2 Statistical models 182
6.2.1.2.1 Statistical models provide powerful means to capture complex patterns in data and generate precise outputs 182
TABLE 31 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 183
TABLE 32 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 183
6.2.1.2.1.1 Markov models 183
6.2.1.2.1.2 Hidden Markov models 184
6.2.1.2.1.3 Gaussian mixture models 184
6.2.1.2.1.4 Conditional random fields 184
6.2.1.3 Deep learning models 185
6.2.1.3.1 Deep learning models excel at generative tasks requiring fine-grained details 185
TABLE 33 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 185
TABLE 34 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 185
6.2.1.3.1.1 Feedforward neural networks 186
6.2.1.3.1.2 Recurrent neural networks 186
6.2.1.3.1.3 Long short-term memory (LSTM) networks 186
6.2.1.3.1.4 Gated recurrent units (GRUs) 186
6.2.1.4 Generative adversarial networks (GANs) 187
6.2.1.4.1 GANs provide unique approach to generative AI by training two competing neural networks to generate diverse data 187
TABLE 35 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION) 187
TABLE 36 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION) 187
6.2.1.4.1.1 Conditional generative adversarial networks (CGANs) 188
6.2.1.4.1.2 Style GANs 188
6.2.1.4.1.3 Cycle GANs 188
6.2.1.5 Autoencoders 189
6.2.1.5.1 Autoencoders used for generative tasks requiring new data points similar to original input 189
TABLE 37 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION) 189
TABLE 38 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 189
6.2.1.5.1.1 Denoising autoencoders 190
6.2.1.5.1.2 Variational autoencoders 190
6.2.1.6 Convolutional neural networks (CNNs) 190
6.2.1.6.1 Convolutional neural networks (CNNs) learn hierarchical features of image data to generate realistic images 190
TABLE 39 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION) 191
TABLE 40 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION) 191
6.2.1.6.1.1 Image-generating CNNs 191
6.2.1.6.1.2 Video-generating CNNs 192
6.2.1.7 Transformer-based Large Language Models (LLMs) 192
6.2.1.7.1 Transformer-based LLMs offer art performance and can generate coherent and contextually relevant text 192
TABLE 41 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2019–2023 (USD MILLION) 193
TABLE 42 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2024–2030 (USD MILLION) 193
6.2.1.7.1.1 Bidirectional encoder representations from transformers (BERTs) 193
6.2.1.7.1.2 Generative pre-trained transformer-1 (GPT-1) 193
6.2.1.7.1.3 Generative pre-trained transformer-2 (GPT-2) 194
6.2.1.7.1.4 Generative pre-trained transformer-3 (GPT-3) 194
6.2.1.7.1.5 Generative pre-trained transformer-4 (GPT-4) 194
6.2.1.7.1.6 Language model for dialogue applications (LaMDA) 195
6.2.1.7.1.7 Other transformer models 195
6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE 195
FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 196
TABLE 43 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 196
TABLE 44 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 196
6.2.2.1 On-premises 197
6.2.2.1.1 On-premise solutions to help organizations tailor generative AI to integrate seamlessly with existing systems 197
TABLE 45 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 197
TABLE 46 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 197
6.2.2.2 Cloud 198
6.2.2.2.1 Cloud deployment to enable faster deployment of AI solutions and accessibility of AI technologies 198
TABLE 47 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 198
TABLE 48 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 198
6.3 SERVICES 199
FIGURE 68 MANAGED SERVICES TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD 199
TABLE 49 GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 199
TABLE 50 GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 200
TABLE 51 GENERATIVE AI SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 200
TABLE 52 GENERATIVE AI SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 200
6.3.1 PROFESSIONAL SERVICES 201
6.3.1.1 Requirement assessment and customized implementation and assistance with deployment of generative AI solutions 201
FIGURE 69 SYSTEM INTEGRATION & IMPLEMENTATION SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 201
TABLE 53 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 201
TABLE 54 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 202
TABLE 55 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 202
TABLE 56 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 202
6.3.1.2 Training & consulting services 203
TABLE 57 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 203
TABLE 58 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 203
6.3.1.2.1 Model design & training 204
6.3.1.2.2 Model fine-tuning 204
6.3.1.2.3 Prompt engineering 204
6.3.1.2.4 Consulting & system architecting 205
6.3.1.3 System integration & implementation services 205
TABLE 59 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 205
TABLE 60 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 206
6.3.1.3.1 Model Integration & Deployment 206
6.3.1.3.2 Custom App Development 206
6.3.1.3.3 API-based Model Integration 207
6.3.1.4 Support & maintenance services 207
TABLE 61 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 207
TABLE 62 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 208
6.3.1.4.1 Model Performance Metrics 208
6.3.1.4.2 Security & Compliance Audits 208
6.3.1.4.3 Model Optimization 209
6.3.2 MANAGED SERVICES 209
6.3.2.1 Managed services provide end-to-end management for generative AI, helping businesses focus on core competencies 209
TABLE 63 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 209
TABLE 64 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 210
7 GENERATIVE AI MARKET, BY DATA MODALITY 211
7.1 INTRODUCTION 212
7.1.1 DATA MODALITY: GENERATIVE AI MARKET DRIVERS 212
FIGURE 70 VIDEO DATA MODALITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 213
TABLE 65 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 213
TABLE 66 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 213
7.2 TEXT 214
7.2.1 ADVANCED TECHNIQUES SUCH AS RNNS AND TRANSFORMER ARCHITECTURES TO PROCESS AND GENERATE TEXT 214
TABLE 67 GENERATIVE AI MARKET, BY TEXT MODALITY, 2019–2023 (USD MILLION) 214
TABLE 68 GENERATIVE AI MARKET, BY TEXT MODALITY, 2024–2030 (USD MILLION) 214
7.2.2 TEXT GENERATION 215
TABLE 69 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2019–2023 (USD MILLION) 215
TABLE 70 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2024–2030 (USD MILLION) 215
7.2.3 TEXT-BASED CHATBOTS 216
TABLE 71 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2019–2023 (USD MILLION) 216
TABLE 72 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2024–2030 (USD MILLION) 216
7.2.4 TEXT SUMMARIZATION 217
TABLE 73 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2019–2023 (USD MILLION) 217
TABLE 74 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2024–2030 (USD MILLION) 217
7.2.5 TEXT TRANSLATION 218
TABLE 75 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2019–2023 (USD MILLION) 218
TABLE 76 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2024–2030 (USD MILLION) 218
7.2.6 OTHER TEXT MODALITIES 219
TABLE 77 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2019–2023 (USD MILLION) 219
TABLE 78 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2024–2030 (USD MILLION) 219
7.3 IMAGE 220
7.3.1 CREATING VISUAL CONTENT, RANGING FROM PHOTOREALISTIC IMAGES TO ABSTRACT ART, USING ARTIFICIAL INTELLIGENCE IMAGE TECHNIQUES 220
TABLE 79 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2019–2023 (USD MILLION) 220
TABLE 80 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2024–2030 (USD MILLION) 220
7.3.2 IMAGE GENERATION 221
TABLE 81 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2019–2023 (USD MILLION) 221
TABLE 82 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2024–2030 (USD MILLION) 221
7.3.3 IMAGE CAPTIONING 222
TABLE 83 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2019–2023 (USD MILLION) 222
TABLE 84 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2024–2030 (USD MILLION) 222
7.3.4 IMAGE EDITING & ENHANCEMENT 223
TABLE 85 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION) 223
TABLE 86 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION) 224
7.3.5 OTHER IMAGE MODALITIES 224
TABLE 87 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2019–2023 (USD MILLION) 225
TABLE 88 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2024–2030 (USD MILLION) 225
7.4 VIDEO 225
7.4.1 DEEP LEARNING MODELS UNDERSTAND AND RECREATE VISUAL DATA, ENABLING LIFELIKE VIDEOS 225
TABLE 89 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2019–2023 (USD MILLION) 226
TABLE 90 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2024–2030 (USD MILLION) 226
7.4.2 VIDEO GENERATION 226
TABLE 91 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2019–2023 (USD MILLION) 227
TABLE 92 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2024–2030 (USD MILLION) 227
7.4.3 VIDEO EDITING & ENHANCEMENT 227
TABLE 93 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION) 228
TABLE 94 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION) 228
7.4.4 VIDEO ANNOTATION 228
TABLE 95 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2019–2023 (USD MILLION) 229
TABLE 96 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2024–2030 (USD MILLION) 229
7.4.5 OTHER VIDEO MODALITIES 229
TABLE 97 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2019–2023 (USD MILLION) 230
TABLE 98 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2024–2030 (USD MILLION) 230
7.5 AUDIO & SPEECH 231
7.5.1 THROUGH ADVANCED ALGORITHMS AND DEEP LEARNING TECHNIQUES, GENERATIVE MODELS CAN ANALYZE AND SYNTHESIZE AUDIO DATA WITH REMARKABLE ACCURACY 231
TABLE 99 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2019–2023 (USD MILLION) 231
TABLE 100 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2024–2030 (USD MILLION) 231
7.5.2 TEXT-TO-SPEECH 232
TABLE 101 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2019–2023 (USD MILLION) 232
TABLE 102 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2024–2030 (USD MILLION) 232
7.5.3 SPEECH RECOGNITION & TRANSCRIPTION 233
TABLE 103 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2019–2023 (USD MILLION) 233
TABLE 104 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2024–2030 (USD MILLION) 233
7.5.4 MUSIC GENERATION 234
TABLE 105 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2019–2023 (USD MILLION) 234
TABLE 106 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2024–2030 (USD MILLION) 234
7.5.5 OTHER AUDIO & SPEECH MODALITIES 235
TABLE 107 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2019–2023 (USD MILLION) 235
TABLE 108 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2024–2030 (USD MILLION) 236
7.6 CODE 236
7.6.1 GENERATIVE AI WITH CODE UNDERSTANDING CAPABILITIES CAN ASSIST IN TASKS SUCH AS SOFTWARE MAINTENANCE, REFACTORING, AND OPTIMIZATION 236
TABLE 109 GENERATIVE AI MARKET, BY CODE MODALITY, 2019–2023 (USD MILLION) 237
TABLE 110 GENERATIVE AI MARKET, BY CODE MODALITY, 2024–2030 (USD MILLION) 237
7.6.2 CODE GENERATION 237
TABLE 111 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2019–2023 (USD MILLION) 238
TABLE 112 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2024–2030 (USD MILLION) 238
7.6.3 CODE DOCUMENTATION 238
TABLE 113 GENERATIVE AI MARKET IN CODE DOCUMENTATION, BY REGION, 2019–2023 (USD MILLION) 239
TABLE 114 GENERATIVE AI MARKET IN CODE DOCUMENTATION: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 239
7.6.4 CODE TRANSLATION & TRANSPILATION 239
TABLE 115 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSLATION, BY REGION, 2019–2023 (USD MILLION) 240
TABLE 116 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSPILATION, BY REGION, 2024–2030 (USD MILLION) 240
7.6.5 OTHER CODE MODALITIES 240
TABLE 117 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2019–2023 (USD MILLION) 241
TABLE 118 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2024–2030 (USD MILLION) 241
8 GENERATIVE AI MARKET, BY APPLICATION 242
8.1 INTRODUCTION 243
8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS 243
FIGURE 71 SYNTHETIC DATA MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 244
TABLE 119 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 244
TABLE 120 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 245
8.2 BUSINESS INTELLIGENCE & VISUALIZATION 245
8.2.1 IDENTIFYING PATTERNS AND TRENDS WITHIN DATA BY EMPLOYING TECHNIQUES SUCH AS DEEP LEARNING AND NEURAL NETWORKS 245
TABLE 121 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION) 246
TABLE 122 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION) 246
TABLE 123 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 247
TABLE 124 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 247
8.2.2 SALES INTELLIGENCE 247
TABLE 125 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 248
TABLE 126 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 248
8.2.3 MARKETING INTELLIGENCE 248
TABLE 127 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 249
TABLE 128 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 249
8.2.4 HUMAN RESOURCE INTELLIGENCE 249
TABLE 129 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 250
TABLE 130 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 250
8.2.5 FINANCE INTELLIGENCE 250
TABLE 131 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 251
TABLE 132 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 251
8.2.6 OPERATIONS INTELLIGENCE 251
TABLE 133 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 252
TABLE 134 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 252
8.3 CONTENT MANAGEMENT 252
8.3.1 IMPROVING CONTENT MANAGEMENT BY OPTIMIZING WORKFLOWS AND ENHANCING SCALABILITY USING GENERATIVE AI 252
TABLE 135 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 253
TABLE 136 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 253
TABLE 137 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 254
TABLE 138 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 254
8.3.2 CONTENT GENERATION 254
TABLE 139 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2019–2023 (USD MILLION) 255
TABLE 140 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2024–2030 (USD MILLION) 255
8.3.3 CONTENT CURATION, TAGGING, AND CATEGORIZATION 255
TABLE 141 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2019–2023 (USD MILLION) 256
TABLE 142 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2024–2030 (USD MILLION) 256
8.3.4 DIGITAL MARKETING 256
TABLE 143 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2019–2023 (USD MILLION) 257
TABLE 144 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2024–2030 (USD MILLION) 257
8.3.5 MEDIA EDITING 257
TABLE 145 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2019–2023 (USD MILLION) 258
TABLE 146 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2024–2030 (USD MILLION) 258
8.4 SYNTHETIC DATA MANAGEMENT 258
8.4.1 MIMICKING REAL-WORLD DATA DISTRIBUTIONS WITHOUT COMPROMISING INDIVIDUAL PRIVACY BY UTILIZING GANS AND VAES 258
TABLE 147 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 259
TABLE 148 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 259
TABLE 149 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 260
TABLE 150 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 260
8.4.2 SYNTHETIC DATA AUGMENTATION 260
TABLE 151 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2019–2023 (USD MILLION) 261
TABLE 152 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2024–2030 (USD MILLION) 261
8.4.3 SYNTHETIC DATA TRAINING 261
TABLE 153 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2019–2023 (USD MILLION) 262
TABLE 154 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2024–2030 (USD MILLION) 262
8.5 SEARCH & DISCOVERY 262
8.5.1 NEED TO UNCOVER HIDDEN PATTERNS, EXTRACT INSIGHTS, AND GENERATE PERSONALIZED RECOMMENDATIONS 262
TABLE 155 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION) 263
TABLE 156 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION) 263
TABLE 157 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 264
TABLE 158 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 264
8.5.2 GENERAL SEARCH 264
TABLE 159 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2019–2023 (USD MILLION) 265
TABLE 160 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2024–2030 (USD MILLION) 265
8.5.3 INSIGHT GENERATION 265
TABLE 161 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2019–2023 (USD MILLION) 266
TABLE 162 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2024–2030 (USD MILLION) 266
8.6 AUTOMATION & INTEGRATION 266
8.6.1 STREAMLINING AND ENHANCING VARIOUS PROCESSES WITHIN BUSINESSES BY UTILIZING AUTOMATION & INTEGRATION POWER OF GENERATIVE AI 266
TABLE 163 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION) 267
TABLE 164 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION) 268
TABLE 165 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 268
TABLE 166 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 269
8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS 269
TABLE 167 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2019–2023 (USD MILLION) 269
TABLE 168 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2024–2030 (USD MILLION) 270
8.6.3 CUSTOMER EXPERIENCE MANAGEMENT 270
TABLE 169 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 270
TABLE 170 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 271
8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION 271
TABLE 171 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2019–2023 (USD MILLION) 271
TABLE 172 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2024–2030 (USD MILLION) 272
8.6.5 CYBERSECURITY INTELLIGENCE 272
TABLE 173 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 272
TABLE 174 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 273
8.6.5.1 Fraud Detection & Prevention 273
TABLE 175 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2019–2023 (USD MILLION) 273
TABLE 176 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2024–2030 (USD MILLION) 274
8.6.5.2 Risk & Compliance Management 274
TABLE 177 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 274
TABLE 178 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 275
8.6.5.3 Automated Patch Management 275
TABLE 179 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 275
TABLE 180 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 276
8.6.5.4 Digital Forensics & Incident Analysis 276
TABLE 181 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2019–2023 (USD MILLION) 276
TABLE 182 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2024–2030 (USD MILLION) 277
8.6.5.5 Threat Simulation & Training 277
TABLE 183 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2019–2023 (USD MILLION) 277
TABLE 184 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2024–2030 (USD MILLION) 278
8.7 GENERATIVE DESIGN AI 278
8.7.1 ANALYZING VAST AMOUNTS OF DATA AND HARNESSING MACHINE LEARNING ALGORITHMS FOR NUMEROUS DESIGN ITERATIONS 278
TABLE 185 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION) 279
TABLE 186 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION) 279
TABLE 187 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 280
TABLE 188 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 280
8.7.2 DESIGN EXPLORATION & VARIATION 280
TABLE 189 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2019–2023 (USD MILLION) 281
TABLE 190 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2024–2030 (USD MILLION) 281
8.7.3 MODELING & PROTOTYPING 281
TABLE 191 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2019–2023 (USD MILLION) 282
TABLE 192 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2024–2030 (USD MILLION) 282
8.7.4 PRODUCT RENDERINGS & VISUAL COLLATERALS 282
TABLE 193 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2019–2023 (USD MILLION) 283
TABLE 194 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2024–2030 (USD MILLION) 283
8.8 OTHER APPLICATIONS 283
TABLE 195 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION) 284
TABLE 196 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION) 284
TABLE 197 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2023 (USD MILLION) 285
TABLE 198 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2024–2030 (USD MILLION) 285
9 GENERATIVE AI MARKET, BY VERTICAL 286
9.1 INTRODUCTION 287
9.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS 287
FIGURE 72 ADOPTION OF GENERATIVE AI IN RETAIL & ECOMMERCE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 288
TABLE 199 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 289
TABLE 200 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 289
9.2 MEDIA & ENTERTAINMENT 290
9.2.1 DEMAND FOR HYPER-PERSONALIZED CONTENT EXPERIENCES AND HYPER-REALISTIC VIRTUAL ENVIRONMENTS 290
9.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES 291
FIGURE 73 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES 291
TABLE 201 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION) 292
TABLE 202 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION) 292
9.2.3 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY TEXT MODALITY 292
TABLE 203 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 293
TABLE 204 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 293
9.2.3.1 Script & Dialogue Generation 293
9.2.3.2 Content Summarization 293
9.2.3.3 Language Translation & Localization 294
9.2.3.4 Interactive Storytelling 294
9.2.3.5 Automated News Generation 294
9.2.4 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY VIDEO MODALITY 295
TABLE 205 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 295
TABLE 206 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 295
9.2.4.1 Video Synthesis 296
9.2.4.2 Video Inpainting 296
9.2.4.3 Video Summarization 296
9.2.4.4 Visual Effects Enhancement 297
9.2.4.5 Virtual Set Design 297
9.2.5 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY IMAGE MODALITY 297
TABLE 207 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 298
TABLE 208 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 298
9.2.5.1 Content Creation 298
9.2.5.2 Style Transfer 299
9.2.5.3 Face & Character Generation 299
9.2.5.4 Image Super-Resolution 299
9.2.5.5 Automated Thumbnail Generation 300
9.2.6 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY CODE MODALITY 300
TABLE 209 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 300
TABLE 210 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 301
9.2.6.1 Procedural Content Generation 301
9.2.6.2 Automated Animation Scripting 301
9.2.6.3 Code Comment Generation 302
9.2.6.4 Code Translation 302
9.2.6.5 Code Refactoring Suggestions 302
9.2.7 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY AUDIO & SPEECH MODALITY 303
TABLE 211 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 303
TABLE 212 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 303
9.2.7.1 Music Composition 304
9.2.7.2 Voice Synthesis 304
9.2.7.3 Sound Effects Generation 304
9.2.7.4 Podcast Automation 305
9.2.7.5 Audio Restoration 305
9.3 BFSI 305
9.3.1 IDENTIFYING PATTERNS OF FRAUDULENT ACTIVITY AND ENHANCING CUSTOMER SERVICE AND SUPPORT USING GENERATIVE AI 305
9.3.2 BFSI: GENERATIVE AI SUCCESS STORIES 306
FIGURE 74 BFSI: GENERATIVE AI SUCCESS STORIES 306
TABLE 213 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION) 307
TABLE 214 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION) 307
9.3.3 GENERATIVE AI MARKET IN BFSI VERTICAL, BY TEXT MODALITY 307
TABLE 215 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 308
TABLE 216 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 308
9.3.3.1 Automated Customer Support 308
9.3.3.2 Financial Document Summarization 309
9.3.3.3 Sentiment Analysis 309
9.3.3.4 Financial News Generation 309
9.3.3.5 Fraudulent Mail Detection 310
9.3.4 GENERATIVE AI MARKET IN BFSI VERTICAL, BY VIDEO MODALITY 310
TABLE 217 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 310
TABLE 218 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 311
9.3.4.1 Automated Video Surveillance 311
9.3.4.2 Virtual Financial Consultation 311
9.3.4.3 Visual-cognitive Credit Assessment 312
9.3.4.4 Interactive Banking Tutorials 312
9.3.5 GENERATIVE AI MARKET IN BFSI VERTICAL, BY IMAGE MODALITY 312
TABLE 219 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 313
TABLE 220 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 313
9.3.5.1 Signature Verification 313
9.3.5.2 Transaction Anomaly Detection 314
9.3.5.3 Document Digitization 314
9.3.5.4 Card Fraud Detection 314
9.3.5.5 Customer Identity Verification 315
9.3.6 GENERATIVE AI MARKET IN BFSI VERTICAL, BY CODE MODALITY 315
TABLE 221 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 315
TABLE 222 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 316
9.3.6.1 Algorithmic Trading Strategies 316
9.3.6.2 Automated Report Generation 316
9.3.6.3 Code Review & Optimization 317
9.3.6.4 Fraud Detection Algorithm Development 317
9.3.6.5 Automated Compliance Checks 317
9.3.7 GENERATIVE AI MARKET IN BFSI VERTICAL, BY AUDIO & SPEECH MODALITY 318
TABLE 223 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 318
TABLE 224 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 318
9.3.7.1 Financial Data Audio Transcription 319
9.3.7.2 Customer Support & Service 319
9.3.7.3 Automated Meeting Summaries 319
9.3.7.4 Financial Podcast Generation 320
9.3.7.5 Voice-enabled Financial Apps 320
9.4 HEALTHCARE & LIFE SCIENCES 320
9.4.1 REVOLUTIONIZING DRUG DISCOVERY, MEDICAL IMAGING ANALYSIS, AND PERSONALIZED TREATMENT PLANS 320
9.4.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES 321
FIGURE 75 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES 321
TABLE 225 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION) 322
TABLE 226 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION) 322
9.4.3 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY TEXT MODALITY 322
TABLE 227 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 323
TABLE 228 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 323
9.4.3.1 Electronic Health Records (EHR) 323
9.4.3.2 Clinical Documentation Generation 324
9.4.3.3 Drug Interaction Prediction 324
9.4.3.4 Medical Literature Summarization 325
9.4.3.5 Patient Communication & Education 325
9.4.4 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY VIDEO MODALITY 325
TABLE 229 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 326
TABLE 230 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 326
9.4.4.1 Surgical Procedure Simulation 327
9.4.4.2 Rehabilitation Exercise Generation 327
9.4.4.3 Gait Analysis & Recovery 327
9.4.4.4 Remote Patient Monitoring 328
9.4.4.5 Medical Training Videos 328
9.4.5 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY IMAGE MODALITY 328
TABLE 231 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 329
TABLE 232 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 329
9.4.5.1 Synthetic Medical Imaging 329
9.4.5.2 Tumor Detection & Segmentation 330
9.4.5.3 Radiation Therapy Planning 330
9.4.5.4 AR/VR Visualization for Anatomy 330
9.4.5.5 Synthetic Molecular Structure Generation 331
9.4.6 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY CODE MODALITY 331
TABLE 233 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 331
TABLE 234 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 332
9.4.6.1 Automated Medical Report Generation 332
9.4.6.2 Algorithmic Medical Diagnosis 332
9.4.6.3 Drug Dosage Calculation 333
9.4.6.4 Healthcare Workflow Automation 333
9.4.6.5 Clinical Decision Support Systems 333
9.4.7 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY AUDIO & SPEECH MODALITY 334
TABLE 235 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 334
TABLE 236 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 335
9.4.7.1 Voice Assistants for Patients 335
9.4.7.2 Speech Synthesis for Assistive Devices 335
9.4.7.3 Medical Dictation and Transcription 336
9.4.7.4 Speech-to-Text Medical Transcription 336
9.4.7.5 Customized Audiograms 337
9.5 MANUFACTURING 337
9.5.1 TRANSFORMING QUALITY CONTROL IN MANUFACTURING BY ENABLING AUTOMATED INSPECTION AND DEFECT DETECTION 337
9.5.2 MANUFACTURING: GENERATIVE AI SUCCESS STORIES 338
FIGURE 76 MANUFACTURING: GENERATIVE AI SUCCESS STORIES 338
TABLE 237 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION) 339
TABLE 238 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION) 339
9.5.3 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY TEXT MODALITY 339
TABLE 239 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 340
TABLE 240 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 340
9.5.3.1 Technical Documentation 340
9.5.3.2 RFQ/RFP Generation 341
9.5.3.3 Automated Email Communication 341
9.5.3.4 Maintenance & Repair Manuals 341
9.5.3.5 Demand Forecasting & Inventory Management 342
9.5.4 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY VIDEO MODALITY 342
TABLE 241 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 343
TABLE 242 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 343
9.5.4.1 Process Optimization 343
9.5.4.2 Predictive Maintenance 344
9.5.4.3 Robotic Process Control 344
9.5.4.4 Worker Training and Safety 344
9.5.4.5 Supply Chain Visualization 345
9.5.5 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY IMAGE MODALITY 345
TABLE 243 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 345
TABLE 244 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 346
9.5.5.1 Product Design/3D Prototyping 346
9.5.5.2 Defect Detection 346
9.5.5.3 Customized Manufacturing 346
9.5.5.4 Generative Design 347
9.5.5.5 Visual Inspection and Quality Control 347
9.5.6 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY CODE MODALITY 347
TABLE 245 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 348
TABLE 246 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 348
9.5.6.1 Automated Script Generation 348
9.5.6.2 Digital Twin Simulation 349
9.5.6.3 Data Analysis & Visualization 349
9.5.6.4 IoT Devices Integration 349
9.5.6.5 CNC Machine G-Codes 349
9.5.7 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY AUDIO & SPEECH MODALITY 350
TABLE 247 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 350
TABLE 248 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 350
9.5.7.1 Acoustic Quality Control 351
9.5.7.2 Worker Assistance & Communication 351
9.5.7.3 Real-time Monitoring & Alerts 351
9.5.7.4 Virtual Training & Simulations 352
9.5.7.5 Voice-controlled Interfaces 352
9.6 RETAIL & ECOMMERCE 352
9.6.1 UTILIZING GENERATIVE AI TO CREATE VIRTUAL SHOPPING ASSISTANTS AND CHATBOTS TO INTERACT WITH CUSTOMERS 352
9.6.2 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES 353
FIGURE 77 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES 353
TABLE 249 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION) 354
TABLE 250 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION) 354
9.6.3 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY TEXT MODALITY 354
TABLE 251 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 355
TABLE 252 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 355
9.6.3.1 Product Descriptions 355
9.6.3.2 Chatbots and Customer Service 356
9.6.3.3 Social Media Content Creation 356
9.6.3.4 Email Marketing 356
9.6.3.5 Personalized Shopping Recommendations 357
9.6.4 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY VIDEO MODALITY 357
TABLE 253 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 358
TABLE 254 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 358
9.6.4.1 Product Showcase Videos 358
9.6.4.2 Video Advertisements 359
9.6.4.3 Virtual Store Tours 359
9.6.4.4 Instructional Videos 359
9.6.4.5 User-Generated Content Compilation 360
9.6.5 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY IMAGE MODALITY 360
TABLE 255 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 360
TABLE 256 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 361
9.6.5.1 Product Image Generation 361
9.6.5.2 Virtual Try-on 361
9.6.5.3 Interior Design Simulation 362
9.6.5.4 Customized Packaging Design 362
9.6.5.5 Visual Search Enhancement 362
9.6.6 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY CODE MODALITY 363
TABLE 257 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 363
TABLE 258 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 363
9.6.6.1 Automated Inventory Management 364
9.6.6.2 Dynamic Pricing Optimization 364
9.6.6.3 Fraud Detection and Prevention 364
9.6.6.4 Supply Chain Optimization 364
9.6.6.5 eCommerce Platform Customization 365
9.6.7 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY AUDIO & SPEECH MODALITY 365
TABLE 259 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 366
TABLE 260 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 366
9.6.7.1 Voice Assistants 366
9.6.7.2 Personalized Audio Ads 367
9.6.7.3 Audio Product Guides 367
9.6.7.4 Voice Search Optimization 367
9.6.7.5 Customer Escalation management 368
9.7 TRANSPORTATION & LOGISTICS 368
9.7.1 RISE IN NEED FOR EFFICIENCY, OPTIMIZATION, AND SUSTAINABILITY 368
9.7.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES 369
FIGURE 78 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES 369
TABLE 261 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION) 370
TABLE 262 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION) 370
9.7.3 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY TEXT MODALITY 370
TABLE 263 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 371
TABLE 264 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 371
9.7.3.1 Supply Chain Risk Assessment 371
9.7.3.2 Spare Parts Documentation 372
9.7.3.3 Incident Reports 372
9.7.3.4 Freight Documentation 372
9.7.3.5 Vehicle Maintenance Logs 373
9.7.4 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY VIDEO MODALITY 373
TABLE 265 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 374
TABLE 266 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 374
9.7.4.1 Surveillance & Security 374
9.7.4.2 Driver Behavior Analysis 375
9.7.4.3 Loading & Unloading Optimization 375
9.7.4.4 Accident Reconstruction 375
9.7.4.5 Parking Management 376
9.7.5 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY IMAGE MODALITY 376
TABLE 267 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 377
TABLE 268 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 377
9.7.5.1 Virtual Test Environments 377
9.7.5.2 Customized Vehicle Personalization 378
9.7.5.3 Damage Inspection 378
9.7.5.4 Route Optimization Visualization 378
9.7.5.5 Traffic Flow Simulation 379
9.7.6 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY CODE MODALITY 379
TABLE 269 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 379
TABLE 270 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 380
9.7.6.1 Algorithm Development for Autonomous Vehicles 380
9.7.6.2 Automated Data Processing for Logistics 380
9.7.6.3 Vehicle Control Systems 380
9.7.6.4 Predictive Analytics for Maintenance 381
9.7.6.5 Intelligent Scheduling and Resource Allocation 381
9.7.7 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY AUDIO & SPEECH MODALITY 381
TABLE 271 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 382
TABLE 272 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 382
9.7.7.1 Emergency Response and Assistance 383
9.7.7.2 Voice-Enabled Navigation 383
9.7.7.3 Fleet Management & Coordination 383
9.7.7.4 Speech Recognition for Driver Commands 384
9.7.7.5 Hands-Free Data Entry 384
9.8 CONSTRUCTION & REAL ESTATE 384
9.8.1 INTEGRATION OF GENERATIVE AI TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS 384
9.8.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES 385
FIGURE 79 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES 385
TABLE 273 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION) 386
TABLE 274 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION) 386
9.8.3 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY TEXT MODALITY 386
TABLE 275 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 387
TABLE 276 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 387
9.8.3.1 Automated Property Descriptions 387
9.8.3.2 Legal Document Generation 388
9.8.3.3 Project Planning Reports 388
9.8.3.4 Client Communication 388
9.8.3.5 Environmental Impact Assessments 388
9.8.4 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY VIDEO MODALITY 389
TABLE 277 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 389
TABLE 278 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 389
9.8.4.1 Construction Progress Videos 390
9.8.4.2 Virtual Reality Property Walkthroughs 390
9.8.4.3 Safety Training Videos 390
9.8.4.4 Quality Assurance Inspections 390
9.8.4.5 Property Valuation Videos 391
9.8.5 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY IMAGE MODALITY 391
TABLE 279 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 391
TABLE 280 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 392
9.8.5.1 Architectural Design Generation 392
9.8.5.2 Facade Visualization 392
9.8.5.3 Interior Layout Suggestions 392
9.8.5.4 Site Progress Monitoring 393
9.8.5.5 Virtual Staging 393
9.8.6 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY CODE MODALITY 393
TABLE 281 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 393
TABLE 282 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 394
9.8.6.1 Automated Building Information Modeling (BIM) 394
9.8.6.2 Construction Workflow Automation 394
9.8.6.3 Generative Design for Structures 394
9.8.6.4 Energy Efficiency Simulations 395
9.8.6.5 Maintenance and Repairs 395
9.8.7 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY AUDIO & SPEECH MODALITY 395
TABLE 283 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 395
TABLE 284 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 396
9.8.7.1 Construction Site Monitoring 396
9.8.7.2 Voice-activated Property Tours 396
9.8.7.3 Automated Customer Support Calls 396
9.8.7.4 Occupancy Monitoring 397
9.8.7.5 Equipment Maintenance Alerts 397
9.9 ENERGY & UTILITIES 397
9.9.1 GENERATIVE AI TOOLS TO DETECT OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS 397
9.9.2 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES 398
FIGURE 80 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES 398
TABLE 285 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION) 398
TABLE 286 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION) 399
9.9.3 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY TEXT MODALITY 399
TABLE 287 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 399
TABLE 288 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 400
9.9.3.1 Energy Consumption Forecasting 400
9.9.3.2 Automated Reporting 400
9.9.3.3 Customer Support & Resolution 401
9.9.3.4 Regulatory Compliance 401
9.9.3.5 Energy Trading Insights 401
9.9.4 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY VIDEO MODALITY 401
TABLE 289 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 402
TABLE 290 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 402
9.9.4.1 Safety Compliance Monitoring 402
9.9.4.2 Renewable Energy Site Selection 403
9.9.4.3 Real-time Equipment Monitoring 403
9.9.4.4 Energy Theft Detection 403
9.9.4.5 Workforce Training 403
9.9.5 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY IMAGE MODALITY 404
TABLE 291 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 404
TABLE 292 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 404
9.9.5.1 Infrastructure Inspection 405
9.9.5.2 Facility Layout Optimization 405
9.9.5.3 Environmental Monitoring 405
9.9.5.4 Grid Management & Optimization 405
9.9.5.5 GIS Data & Satellite Imagery Analysis 405
9.9.6 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY CODE MODALITY 406
TABLE 293 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 406
TABLE 294 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 406
9.9.6.1 Optimized Energy Management Code 407
9.9.6.2 Predictive Maintenance Algorithms 407
9.9.6.3 Renewable Energy Simulation 407
9.9.6.4 Energy Trading Algorithms 407
9.9.6.5 Autonomous Grid Control 408
9.9.7 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY AUDIO & SPEECH MODALITY 408
TABLE 295 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 408
TABLE 296 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 409
9.9.7.1 Acoustic Anomaly Detection 409
9.9.7.2 Emergency Response Coordination 409
9.9.7.3 Voice-activated Energy Control 410
9.9.7.4 Multilingual Customer Support 410
9.9.7.5 Predictive Maintenance Alerts 410
9.10 GOVERNMENT & DEFENSE 411
9.10.1 GENERATIVE AI TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE 411
9.10.2 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES 412
FIGURE 81 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES 412
TABLE 297 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION) 413
TABLE 298 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION) 413
9.10.3 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY TEXT MODALITY 413
TABLE 299 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 414
TABLE 300 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 414
9.10.3.1 E-Citizen Services 414
9.10.3.2 Threat Intelligence 414
9.10.3.3 Automated Translation 415
9.10.3.4 Propaganda Detection 415
9.10.3.5 Policy Document Generation 415
9.10.4 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY VIDEO MODALITY 415
TABLE 301 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 416
TABLE 302 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 416
9.10.4.1 Simulated Training Scenarios 416
9.10.4.2 Surveillance Video Enhancement 417
9.10.4.3 Activity Recognition & Anomaly Detection 417
9.10.4.4 Drone & UAV Navigation 417
9.10.4.5 Visual Storyboarding 417
9.10.5 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY IMAGE MODALITY 418
TABLE 303 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 418
TABLE 304 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 418
9.10.5.1 Satellite Image Analysis 418
9.10.5.2 Facial Recognition 419
9.10.5.3 Camouflage Design 419
9.10.5.4 Object Detection Augmentation 419
9.10.5.5 Anomaly Detection in Surveillance 419
9.10.6 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY CODE MODALITY 420
TABLE 305 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 420
TABLE 306 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 420
9.10.6.1 Automated Code Generation 421
9.10.6.2 Vulnerability Simulation 421
9.10.6.3 Code Obfuscation 421
9.10.6.4 Reverse Engineering Aid 421
9.10.6.5 Network Simulation and Optimization 422
9.10.7 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY AUDIO & SPEECH MODALITY 422
TABLE 307 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 422
TABLE 308 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 423
9.10.7.1 Audio Deepfake Detection 423
9.10.7.2 Automated Speech Transcription 423
9.10.7.3 Dialect Generation and Recognition 423
9.10.7.4 Verbal Deception Detection 424
9.10.7.5 Voice Biometrics and Authentication 424
9.11 IT & ITES 424
9.11.1 GENERATIVE AI TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE 424
9.11.2 IT & ITES: GENERATIVE AI SUCCESS STORIES 425
FIGURE 82 IT & ITES: GENERATIVE AI SUCCESS STORIES 425
TABLE 309 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION) 425
TABLE 310 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION) 426
9.11.3 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY TEXT MODALITY 426
TABLE 311 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 426
TABLE 312 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 427
9.11.3.1 Natural Language Interfaces 427
9.11.3.2 Automated Report Generation 427
9.11.3.3 Data Annotation for ML 428
9.11.3.4 Chatbots for IT Support 428
9.11.3.5 API Documentation 428
9.11.4 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY VIDEO MODALITY 428
TABLE 313 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 429
TABLE 314 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 429
9.11.4.1 Video Training Modules 429
9.11.4.2 Automated Video Editing 430
9.11.4.3 Code Visualization 430
9.11.4.4 IT Process Simulation 430
9.11.4.5 Virtual IT Demos 431
9.11.5 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY IMAGE MODALITY 431
TABLE 315 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 431
TABLE 316 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 431
9.11.5.1 UI/UX Design Prototyping 432
9.11.5.2 Logo and Branding Design 432
9.11.5.3 Image Data Augmentation 432
9.11.5.4 Fraud Detection 432
9.11.5.5 Document Digitization 433
9.11.6 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY CODE MODALITY 433
TABLE 317 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 433
TABLE 318 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 433
9.11.6.1 Code Auto-Completion 434
9.11.6.2 Automated Code Review 434
9.11.6.3 Bug Detection and Prevention 434
9.11.6.4 Refactoring Assistance 434
9.11.6.5 Code Comment Generation 435
9.11.7 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY AUDIO & SPEECH MODALITY 435
TABLE 319 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 435
TABLE 320 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 435
9.11.7.1 Voice User Interfaces (VUI) 436
9.11.7.2 Text-to-Speech Applications 436
9.11.7.3 Voice-activated Commands 436
9.11.7.4 Voice Biometrics 436
9.11.7.5 Automated Call Logging 437
9.12 TELECOMMUNICATIONS 437
9.12.1 GENERATIVE AI TO OPTIMIZE NETWORK OPERATIONS AND PLANNING AND AUGMENT CUSTOMER SERVICES 437
9.12.2 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES 438
FIGURE 83 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES 438
TABLE 321 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION) 438
TABLE 322 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION) 439
9.12.3 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY TEXT MODALITY 439
TABLE 323 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 439
TABLE 324 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 440
9.12.3.1 Chatbots and Customer Support 440
9.12.3.2 Automated Network Documentation 440
9.12.3.3 Voice-to-Text Transcription 440
9.12.3.4 Automatic Billing & Invoicing 441
9.12.3.5 Content Generation for Marketing 441
9.12.4 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY VIDEO MODALITY 441
TABLE 325 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 441
TABLE 326 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 442
9.12.4.1 Video Quality Enhancement 442
9.12.4.2 Automated Video Summarization 442
9.12.4.3 VR Content Generation 442
9.12.4.4 Anomaly Detection in Video Feeds 443
9.12.4.5 Content Personalization for Video Streaming 443
9.12.5 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY IMAGE MODALITY 443
TABLE 327 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 443
TABLE 328 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 444
9.12.5.1 Network Infrastructure Visualization 444
9.12.5.2 Automatic Fault Detection 444
9.12.5.3 Antenna Placement Optimization 444
9.12.5.4 Facial Recognition for Customer Service 445
9.12.5.5 Real-time Image Compression 445
9.12.6 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY CODE MODALITY 445
TABLE 329 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 445
TABLE 330 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 446
9.12.6.1 Code Auto-Completion 446
9.12.6.2 Bug Detection & Repair 446
9.12.6.3 Code Summarization & Documentation 446
9.12.6.4 Code Translation 447
9.12.6.5 Automated Script Generation 447
9.12.7 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY AUDIO & SPEECH MODALITY 447
TABLE 331 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 447
TABLE 332 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 448
9.12.7.1 Voice Authentication 448
9.12.7.2 Language Generation for IVR Systems 448
9.12.7.3 Speech Emotion Recognition 448
9.12.7.4 Automated Call Center Quality Assurance 449
9.12.7.5 Voice Generation for Virtual Assistants 449
9.13 OTHER VERTICALS 449
TABLE 333 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION) 449
TABLE 334 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION) 450
9.13.1 GENERATIVE AI MARKET IN OTHER VERTICALS, BY TEXT MODALITY 450
TABLE 335 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 450
TABLE 336 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 451
9.13.2 GENERATIVE AI MARKET IN OTHER VERTICALS, BY VIDEO MODALITY 451
TABLE 337 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 451
TABLE 338 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 452
9.13.3 GENERATIVE AI MARKET IN OTHER VERTICALS, BY IMAGE MODALITY 452
TABLE 339 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 452
TABLE 340 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 453
9.13.4 GENERATIVE AI MARKET IN OTHER VERTICALS, BY CODE MODALITY 453
TABLE 341 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 453
TABLE 342 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 454
9.13.5 GENERATIVE AI MARKET IN OTHER VERTICALS, BY AUDIO & SPEECH MODALITY 454
TABLE 343 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 454
TABLE 344 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 455
10 GENERATIVE AI MARKET, BY REGION 456
10.1 INTRODUCTION 457
FIGURE 84 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 457
FIGURE 85 FINLAND TO REGISTER HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD 458
TABLE 345 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION) 458
TABLE 346 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 458
10.2 NORTH AMERICA 459
10.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS 459
10.2.2 NORTH AMERICA: RECESSION IMPACT 459
FIGURE 86 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT 460
TABLE 347 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 461
TABLE 348 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 461
TABLE 349 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 461
TABLE 350 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 462
TABLE 351 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 462
TABLE 352 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 462
TABLE 353 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 463
TABLE 354 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 463
TABLE 355 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 463
TABLE 356 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 463
TABLE 357 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 464
TABLE 358 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 464
TABLE 359 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 465
TABLE 360 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 465
TABLE 361 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 466
TABLE 362 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 466
10.2.3 US 466
TABLE 363 US: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 467
TABLE 364 US: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 467
10.2.4 CANADA 467
TABLE 365 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 468
TABLE 366 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 468
10.3 EUROPE 468
10.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS 469
10.3.2 EUROPE: RECESSION IMPACT 469
TABLE 367 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 470
TABLE 368 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 470
TABLE 369 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 470
TABLE 370 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 471
TABLE 371 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 471
TABLE 372 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 471
TABLE 373 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 471
TABLE 374 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 472
TABLE 375 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 472
TABLE 376 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 472
TABLE 377 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 473
TABLE 378 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 473
TABLE 379 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 474
TABLE 380 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 474
TABLE 381 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 475
TABLE 382 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 475
10.3.3 UK 475
TABLE 383 UK: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 476
TABLE 384 UK: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 476
10.3.4 GERMANY 476
TABLE 385 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 477
TABLE 386 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 477
10.3.5 FRANCE 477
TABLE 387 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 478
TABLE 388 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 478
10.3.6 ITALY 478
TABLE 389 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 479
TABLE 390 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 479
10.3.7 SPAIN 479
TABLE 391 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 480
TABLE 392 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 480
10.3.8 FINLAND 480
TABLE 393 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 481
TABLE 394 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 481
10.3.9 REST OF EUROPE 481
TABLE 395 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 482
TABLE 396 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 482
10.4 ASIA PACIFIC 482
10.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS 483
10.4.2 ASIA PACIFIC: RECESSION IMPACT 483
FIGURE 87 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT 484
TABLE 397 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 484
TABLE 398 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 485
TABLE 399 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 485
TABLE 400 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 485
TABLE 401 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 486
TABLE 402 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 486
TABLE 403 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 486
TABLE 404 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 486
TABLE 405 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 487
TABLE 406 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 487
TABLE 407 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 487
TABLE 408 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 488
TABLE 409 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 488
TABLE 410 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 489
TABLE 411 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 489
TABLE 412 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 490
10.4.3 CHINA 490
TABLE 413 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 491
TABLE 414 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 491
10.4.4 INDIA 491
TABLE 415 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 492
TABLE 416 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 492
10.4.5 JAPAN 492
TABLE 417 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 493
TABLE 418 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 493
10.4.6 SOUTH KOREA 493
10.4.6.1 Success and failure factors for generative AI-based startups 494
FIGURE 88 SOUTH KOREA: SUCCESS AND FAILURE FACTORS FOR GENERATIVE AI STARTUPS 494
10.4.6.1.1 Success factors 494
10.4.6.1.1.1 Large language model (LLM)-based startups attract hefty investments 494
FIGURE 89 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION) 495
10.4.6.1.1.2 Developing ‘enterprise context’ generative AI solutions to help startups gain competitive edge 495
10.4.6.1.1.3 Startups seeking alternatives to AI chipset shortages to enjoy lower operational expenditures 495
FIGURE 90 NUMBER OF IMAGES GENERATED PER HOUR VIA STABLE DIFFUSION MODEL, BY GPU TYPE 496
10.4.6.1.1.4 Startups focusing on developing multimodal generative AI solutions to gain untapped potential 496
10.4.6.1.2 Failure factors 497
10.4.6.1.2.1 High cost of model training & inference optimization 497
FIGURE 91 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS, 2022 (USD) 497
10.4.6.1.2.2 Most generative AI startups are merely ‘AI wrappers’ with very thin layers above foundational models 498
10.4.6.1.2.3 Generative AI startups struggle to source proprietary training data 498
10.4.6.2 Strategies employed by successful generative AI companies in various sectors 498
10.4.6.2.1 Healthcare & life sciences 498
10.4.6.2.1.1 OpenAI and Oscar Health 498
10.4.6.2.1.2 AWS and 3M Health Information Systems (HIS) 499
10.4.6.2.2 BFSI 499
10.4.6.2.2.1 Microsoft and KPMG Australia 499
10.4.6.2.2.2 NVIDIA and Wealthsimple 499
10.4.6.2.3 Retail & eCommerce 500
10.4.6.2.3.1 Synthesia and BESTSELLER 500
10.4.6.2.3.2 Microsoft and Fashable 500
10.4.6.2.4 IT & ITeS 500
10.4.6.2.4.1 AWS and Salesforce 500
10.4.6.2.4.2 NVIDIA and Perplexity 500
10.4.6.2.5 Manufacturing 501
10.4.6.2.5.1 C3.ai and Multinational Manufacturing Group 501
10.4.6.2.5.2 Google and US Steel 501
10.4.6.2.6 Media & entertainment 501
10.4.6.2.6.1 Inworld AI and Disney 501
10.4.6.2.6.2 Fireflies and DigitalBull Go 501
10.4.6.2.7 Telecommunications 502
10.4.6.2.7.1 NVIDIA and KT Corporation 502
10.4.6.2.7.2 Microsoft and AT&T 502
10.4.6.3 Business models that have facilitated startup growth into unicorn companies 503
FIGURE 92 GENERATIVE AI UNICORNS AS OF DECEMBER 2023 503
TABLE 419 GENERATIVE AI UNICORNS: BUSINESS MODELS 504
10.4.6.4 Comparative analysis of business models between Korean firms and global players in generative AI market 504
TABLE 420 SOUTH KOREA: GENERATIVE AI STARTUPS, BY BUSINESS MODEL 505
10.4.6.5 Where Korean firms are lagging in generative AI compared to global players 505
10.4.6.6 Generative AI startup profiles 506
TABLE 421 SOUTH KOREA: GENERATIVE AI STARTUP PROFILES 506
TABLE 422 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 508
TABLE 423 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 509
TABLE 424 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 509
TABLE 425 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 509
TABLE 426 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 510
TABLE 427 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 510
TABLE 428 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 510
TABLE 429 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 510
TABLE 430 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 511
TABLE 431 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 511
TABLE 432 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION) 512
TABLE 433 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION) 512
TABLE 434 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 513
TABLE 435 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 513
TABLE 436 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 514
TABLE 437 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 514
TABLE 438 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION) 515
TABLE 439 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION) 515
TABLE 440 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION) 516
TABLE 441 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION) 516
TABLE 442 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION) 517
TABLE 443 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION) 517
TABLE 444 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION) 518
TABLE 445 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION) 518
TABLE 446 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 519
TABLE 447 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 519
TABLE 448 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 519
TABLE 449 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 520
TABLE 450 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 520
TABLE 451 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 520
TABLE 452 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2019–2023 (USD MILLION) 520
TABLE 453 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2024–2030 (USD MILLION) 521
TABLE 454 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 521
TABLE 455 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 521
TABLE 456 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 522
TABLE 457 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 522
TABLE 458 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 522
TABLE 459 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 523
TABLE 460 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 523
TABLE 461 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 524
TABLE 462 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION) 524
TABLE 463 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION) 525
TABLE 464 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION) 525
TABLE 465 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION) 525
TABLE 466 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION) 526
TABLE 467 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION) 526
TABLE 468 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION) 526
TABLE 469 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION) 527
TABLE 470 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION) 527
TABLE 471 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION) 527
TABLE 472 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION) 528
TABLE 473 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION) 528
TABLE 474 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION) 528
TABLE 475 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION) 529
TABLE 476 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION) 529
TABLE 477 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION) 529
TABLE 478 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION) 530
TABLE 479 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION) 530
TABLE 480 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION) 530
TABLE 481 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION) 531
TABLE 482 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION) 531
TABLE 483 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION) 531
TABLE 484 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION) 532
TABLE 485 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION) 532
10.4.7 SINGAPORE 532
TABLE 486 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 533
TABLE 487 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 533
10.4.8 AUSTRALIA & NEW ZEALAND 533
TABLE 488 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 534
TABLE 489 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 534
10.4.9 REST OF ASIA PACIFIC 534
TABLE 490 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 535
TABLE 491 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 535
10.5 MIDDLE EAST & AFRICA 535
10.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS 536
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 536
TABLE 492 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 537
TABLE 493 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 537
TABLE 494 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 537
TABLE 495 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 538
TABLE 496 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 538
TABLE 497 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 538
TABLE 498 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 539
TABLE 499 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 539
TABLE 500 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 539
TABLE 501 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 540
TABLE 502 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 540
TABLE 503 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 541
TABLE 504 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 541
TABLE 505 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 542
TABLE 506 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 542
TABLE 507 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 543
10.5.3 SAUDI ARABIA 543
TABLE 508 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 544
TABLE 509 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 544
10.5.4 UAE 544
TABLE 510 UAE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 545
TABLE 511 UAE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 545
10.5.5 SOUTH AFRICA 545
TABLE 512 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 546
TABLE 513 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 546
10.5.6 TURKEY 546
TABLE 514 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 547
TABLE 515 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 547
10.5.7 REST OF MIDDLE EAST & AFRICA 547
TABLE 516 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 548
TABLE 517 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 548
10.6 LATIN AMERICA 548
10.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS 548
10.6.2 LATIN AMERICA: RECESSION IMPACT 549
TABLE 518 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 549
TABLE 519 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 550
TABLE 520 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 550
TABLE 521 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 550
TABLE 522 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 551
TABLE 523 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 551
TABLE 524 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 551
TABLE 525 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 551
TABLE 526 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 552
TABLE 527 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 552
TABLE 528 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 552
TABLE 529 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 553
TABLE 530 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 553
TABLE 531 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 554
TABLE 532 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 554
TABLE 533 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 554
10.6.3 BRAZIL 555
TABLE 534 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 555
TABLE 535 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 555
10.6.4 MEXICO 556
TABLE 536 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 556
TABLE 537 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 556
10.6.5 ARGENTINA 557
TABLE 538 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 557
TABLE 539 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 557
10.6.6 REST OF LATIN AMERICA 558
TABLE 540 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 558
TABLE 541 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 558
11 COMPETITIVE LANDSCAPE 559
11.1 OVERVIEW 559
11.2 KEY PLAYERS STRATEGIES 559
TABLE 542 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS 559
11.3 REVENUE ANALYSIS 561
FIGURE 93 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS 562
11.4 MARKET SHARE ANALYSIS 563
FIGURE 94 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2023 563
11.4.1 MARKET RANKING ANALYSIS 564
TABLE 543 GENERATIVE AI MARKET: DEGREE OF COMPETITION 564
11.5 PRODUCT COMPARATIVE ANALYSIS 567
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 567
FIGURE 95 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 567
11.5.1.1 ChatGPT 567
11.5.1.2 Gemini 568
11.5.1.3 Claude 568
11.5.1.4 Amazon Titan 568
11.5.1.5 Bing 568
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 569
FIGURE 96 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 569
11.5.2.1 DALL-E 569
11.5.2.2 Craiyon 569
11.5.2.3 Midjourney 570
11.5.2.4 Stable Diffusion 570
11.5.2.5 Nightcafe 570
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 570
FIGURE 97 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 570
11.5.3.1 Synthesia 571
11.5.3.2 Lumen5 571
11.5.3.3 Elai 571
11.5.3.4 Flexclip 571
11.5.3.5 VEED.IO 571
11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR 572
FIGURE 98 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR 572
11.5.4.1 Codex 572
11.5.4.2 PyCharm 572
11.5.4.3 Tabnine 573
11.5.4.4 Codota 573
11.5.4.5 SourceAI 573
11.5.5 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 574
FIGURE 99 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 574
11.5.5.1 Speechify 574
11.5.5.2 Play.ht 574
11.5.5.3 Murf.AI 575
11.5.5.4 Aiva 575
11.5.5.5 OpenAI Jukebox 575
11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 575
FIGURE 100 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 575
FIGURE 101 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 576
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS 576
11.7.1 STARS 576
11.7.2 EMERGING LEADERS 577
11.7.3 PERVASIVE PLAYERS 577
11.7.4 PARTICIPANTS 577
FIGURE 102 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023 578
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS 579
11.7.5.1 Overall Company Footprint 579
FIGURE 103 OVERALL COMPANY FOOTPRINT (18 COMPANIES), 2023 579
11.7.5.2 Regional Footprint 580
TABLE 544 REGIONAL FOOTPRINT (18 COMPANIES), 2023 580
11.7.5.3 Application Footprint 580
TABLE 545 APPLICATION FOOTPRINT (18 COMPANIES), 2023 580
11.7.5.4 Vertical Footprint 581
TABLE 546 VERTICAL FOOTPRINT (18 COMPANIES), 2023 581
11.7.5.5 Offering Footprint 582
TABLE 547 OFFERING FOOTPRINT (18 COMPANIES), 2023 582
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES 583
11.8.1 PROGRESSIVE COMPANIES 583
11.8.2 RESPONSIVE COMPANIES 583
11.8.3 DYNAMIC COMPANIES 583
11.8.4 STARTING BLOCKS 583
FIGURE 104 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023 584
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES 585
11.8.5.1 Detailed List of Key Startups/SMEs 585
TABLE 548 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023 585
11.8.5.2 Competitive Benchmarking of Key Startups/SMEs 587
TABLE 549 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES 587
11.9 COMPETITIVE SCENARIO AND TRENDS 588
11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS 588
TABLE 550 GENERATIVE AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021–MARCH 2024 589
11.9.2 DEALS 598
TABLE 551 GENERATIVE AI MARKET: DEALS, JANUARY 2021–MARCH 2024 598
12 COMPANY PROFILES 617
12.1 INTRODUCTION 617
12.2 KEY PLAYERS 617
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
12.2.1 MICROSOFT 617
TABLE 552 MICROSOFT: BUSINESS OVERVIEW 618
FIGURE 105 MICROSOFT: COMPANY SNAPSHOT 618
TABLE 553 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 619
TABLE 554 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS 620
TABLE 555 MICROSOFT: DEALS 621
12.2.2 AWS 625
TABLE 556 AWS: BUSINESS OVERVIEW 625
FIGURE 106 AWS: COMPANY SNAPSHOT 626
TABLE 557 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 626
TABLE 558 AWS: PRODUCT LAUNCHES & ENHANCEMENTS 628
TABLE 559 AWS: DEALS 629
12.2.3 GOOGLE 632
TABLE 560 GOOGLE: BUSINESS OVERVIEW 632
FIGURE 107 GOOGLE: COMPANY SNAPSHOT 633
TABLE 561 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 633
TABLE 562 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS 635
TABLE 563 GOOGLE: DEALS 636
12.2.4 ADOBE 640
TABLE 564 ADOBE: BUSINESS OVERVIEW 640
FIGURE 108 ADOBE: COMPANY SNAPSHOT 641
TABLE 565 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 641
TABLE 566 ADOBE: PRODUCT LAUNCHES & ENHANCEMENTS 642
TABLE 567 ADOBE: DEALS 643
12.2.5 OPENAI 646
TABLE 568 OPENAI: BUSINESS OVERVIEW 646
TABLE 569 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 647
TABLE 570 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS 648
TABLE 571 OPENAI: DEALS 650
12.2.6 IBM 653
TABLE 572 IBM: BUSINESS OVERVIEW 653
FIGURE 109 IBM: COMPANY SNAPSHOT 654
TABLE 573 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 654
TABLE 574 IBM: PRODUCT LAUNCHES & ENHANCEMENTS 656
TABLE 575 IBM: DEALS 657
12.2.7 META 660
TABLE 576 META: BUSINESS OVERVIEW 660
FIGURE 110 META: COMPANY SNAPSHOT 661
TABLE 577 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 661
TABLE 578 META: PRODUCT LAUNCHES & ENHANCEMENTS 662
TABLE 579 META: DEALS 663
12.2.8 ANTHROPIC 666
TABLE 580 ANTHROPIC: BUSINESS OVERVIEW 666
TABLE 581 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 666
TABLE 582 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS 667
TABLE 583 ANTHROPIC: DEALS 667
12.2.9 NVIDIA 669
TABLE 584 NVIDIA: BUSINESS OVERVIEW 669
FIGURE 111 NVIDIA: COMPANY SNAPSHOT 670
TABLE 585 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 670
TABLE 586 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS 672
TABLE 587 NVIDIA: DEALS 673
12.2.10 ACCENTURE 675
TABLE 588 ACCENTURE: BUSINESS OVERVIEW 675
FIGURE 112 ACCENTURE: COMPANY SNAPSHOT 676
TABLE 589 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 676
TABLE 590 ACCENTURE: DEALS 677
12.2.11 CAPGEMINI 679
TABLE 591 CAPGEMINI: BUSINESS OVERVIEW 679
FIGURE 113 CAPGEMINI: COMPANY SNAPSHOT 680
TABLE 592 CAPGEMINI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 680
TABLE 593 CAPGEMINI: PRODUCT LAUNCHES & ENHANCEMENTS 681
TABLE 594 CAPGEMINI: DEALS 681
12.2.12 INSILICO MEDICINE 682
12.2.13 SIMPLIFIED 682
12.2.14 LUMEN5 683
12.2.15 AI21 LABS 683
12.2.16 HUGGING FACE 684
12.2.17 DIALPAD 685
12.2.18 PERSADO 685
12.3 STARTUP/SME PROFILES 686
12.3.1 LIGHTRICKS 686
12.3.2 PAIGE.AI 687
12.3.3 PLAY.HT 688
12.3.4 SPEECHIFY 689
12.3.5 MIDJOURNEY 690
12.3.6 FIREFLIES 690
12.3.7 SYNTHESIA 691
12.3.8 MOSTLY AI 691
12.3.9 CHARACTER.AI 692
12.3.10 HYPOTENUSE AI 693
12.3.11 VIABLE 694
12.3.12 DEFOG.AI 695
12.3.13 DEEPSEARCH LABS 695
12.3.14 WRITESONIC 696
12.3.15 AMBERSEARCH 697
12.3.16 COPY.AI 697
12.3.17 SYNTHESIS AI 698
12.3.18 COLOSSYAN 698
12.3.19 INFLECTION AI 699
12.3.20 GLEAN 699
12.3.21 JASPER 700
12.3.22 RUNWAY 701
12.3.23 INWORLD AI 702
12.3.24 TYPEFACE 702
12.3.25 INSTADEEP 703
12.3.26 FORETHOUGHT 703
12.3.27 TOGETHER AI 704
12.3.28 UPSTAGE 705
12.3.29 MISTRAL AI 706
12.3.30 ADEPT 707
12.3.31 MOSAIC ML 708
12.3.32 STABILITY AI 709
12.3.33 COHERE 710
12.4 OPEN-SOURCE COMPANIES 711
12.4.1 GFP-GAN 711
12.4.2 FONTJOY 711
12.4.3 ELEUTHERAI 712
12.4.4 STARRYAI 712
12.4.5 MAGIC STUDIO 713
12.4.6 BAICHUAN AI 713
12.4.7 SALESFORCE 714
12.4.8 TECHNOLOGY INNOVATION INSTITUTE 714
12.4.9 ABACUS.AI 715
12.4.10 OPENLM 715
*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 716
13.1 INTRODUCTION 716
13.2 CONVERSATIONAL AI MARKET – GLOBAL FORECAST TO 2028 716
13.2.1 MARKET DEFINITION 716
13.2.2 MARKET OVERVIEW 716
13.2.2.1 Conversational AI market, by offering 717
TABLE 595 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 717
TABLE 596 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 717
13.2.2.2 Conversational AI market, by business function 717
TABLE 597 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 717
TABLE 598 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 718
13.2.2.3 Conversational AI market, by channel 718
TABLE 599 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 718
TABLE 600 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 718
13.2.2.4 Conversational AI market, by vertical 719
TABLE 601 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 719
TABLE 602 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 719
13.2.2.5 Conversational AI market, by region 720
TABLE 603 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION) 720
TABLE 604 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION) 720
13.3 CHATBOT MARKET – GLOBAL FORECAST TO 2028 721
13.3.1 MARKET DEFINITION 721
13.3.2 MARKET OVERVIEW 721
13.3.2.1 Chatbot market, by offering 721
TABLE 605 CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 722
TABLE 606 CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 722
13.3.2.2 Chatbot market, by type 722
TABLE 607 CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION) 722
TABLE 608 CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION) 723
13.3.2.3 Chatbot market, by channel integration 723
TABLE 609 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION) 723
TABLE 610 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION) 723
13.3.2.4 Chatbot market, by vertical 724
TABLE 611 CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 724
TABLE 612 CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 724
13.3.2.5 Chatbot market, by region 725
TABLE 613 CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION) 725
TABLE 614 CHATBOT MARKET, BY REGION, 2023–2028 (USD MILLION) 725
14 APPENDIX 726
14.1 DISCUSSION GUIDE 726
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 733
14.3 CUSTOMIZATION OPTIONS 735
14.4 RELATED REPORTS 735
14.5 AUTHOR DETAILS 736
