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Generative AI Market by Software (Foundation Models, Model Enablement & Orchestration Tools, Gen AI SaaS), Modality (Text, Code, Video, Image, Multimodal), Application (Content Management, BI & Visualization, Search & Discovery) - Global Forecast to 2032

出版商 MarketsandMarkets產業別 ICT & Media出版日期 2025-05-22頁數 628報告編號 TC8610

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報告摘要

The generative AI market is projected to grow from USD 71.36 billion in 2025 to USD 890.59 billion by 2032, at a CAGR of 43.4% during 2025–2032. The market is growing fast, driven by rising enterprise adoption, growing demand for multimodal AI solutions, and increased use of generative AI for automating content creation and other business tasks. Companies across industries are using generative AI to improve efficiency, reduce costs, and deliver better customer experiences. However, there are also some restraints. High infrastructure and computing costs make it harder for smaller businesses to adopt the technology. In addition, issues like AI models generating biased or incorrect content (known as hallucinations) raise concerns about reliability and trust. While the potential is high, vendors must address these restraints to unlock the full value of generative AI. “By end user, healthcare & life sciences segment to register fastest growth rate during forecast period” The healthcare & life sciences segment within the generative AI market is expected to grow at a high CAGR during the forecast period. This growth is driven by the increasing use of generative AI for drug discovery, medical imaging, patient data analysis, and personalized treatment plans. Generative AI helps accelerate research by creating synthetic data and simulating complex biological processes, reducing time and costs. It also supports healthcare providers by improving diagnostics and automating routine tasks, enhancing patient care. With rising healthcare data and the need for efficient, accurate solutions, generative AI is becoming a vital tool in this industry, creating strong opportunities for vendors and innovators. “By offering, software segment to account for largest market share by 2032” The software segment is expected to hold the largest share of the generative AI market by 2032, overtaking gen AI infrastructure. This is because software forms the core of generative AI applications, enabling tasks like text generation, image creation, code generation, and virtual assistance. With the rise of user-friendly platforms, APIs, and pre-trained models, businesses across industries are adopting generative AI software to improve productivity, automate processes, and enhance customer engagement. Cloud-based deployment and easy integration with existing systems are further boosting software adoption. As demand grows for creative and intelligent applications, the software segment will eventually lead the market, offering strong opportunities for vendors and developers. “By Region, North America to hold largest market share in 2025 and Asia Pacific to register fastest growth rate during forecast period” North America is estimated to hold the largest share of the generative AI market in 2025. This is mainly due to the strong presence of leading technology companies such as Microsoft, Google, OpenAI, NVIDIA, and AWS, which are continuously advancing generative AI capabilities. The region also benefits from a mature digital infrastructure, high cloud adoption, and strong investments in AI research and innovation. Enterprises across sectors like healthcare, BFSI, retail, and media are increasingly adopting generative AI solutions to automate content creation, enhance customer experiences, and improve operational efficiency. In addition, favorable government support and a large talent pool contribute to early adoption and rapid innovation. In January 2025, the US Government enforced Executive Order 14179, aiming to enhance US leadership in AI by removing certain regulatory barriers and promoting AI development free from ideological bias. Additionally, Microsoft's USD 3.3 billion investment in an AI hub in Wisconsin underscores the region's ongoing commitment to Generative AI advancement. The generative AI market is expected to register the highest CAGR in the Asia Pacific region during the forecast period. Countries like China, India, Japan, and South Korea are making strong investments in AI development and digital transformation. Growing demand for AI-driven automation in industries such as manufacturing, healthcare, and e-commerce is driving rapid adoption. Governments in the region are also introducing supportive policies and funding initiatives to boost AI research and adoption. Moreover, the rise of local tech startups and increased awareness among enterprises about the benefits of generative AI are creating new business opportunities. As digitalization spreads across both developed and developing countries in Asia Pacific, the region is set to become a key driver of generative AI growth globally. 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 – 22%, Tier II – 31%, and Tier III – 47%  By Designation: C-Level Executives – 31%, D-Level Executives – 46%, and others – 23%  By Region: North America – 40%, Europe – 18%, Asia Pacific – 29%, Middle East & Africa – 5%, and Latin America – 8% The report includes a 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 IBM (US), NVIDIA (US), OpenAI (US), Anthropic (US), Meta (US), HPE (US), AMD (US), Oracle (US), Innodata (US), iMerit (US), Salesforce (US), Telus Digital (US), Microsoft (US), Google (US), AWS (US), Adobe (US), Accenture (Ireland), Capgemini (France), Centific (US), Fractal Analytics (US), Tiger Analytics (US), Quantiphi (US), Databricks (US), Dialpad (US), Appen (Australia), Insilico Medicine (Hong Kong), Simplified (US), AI21 Labs (Israel), Hugging Face (US), Persado (US), Copy.ai (US), Synthesis AI (US), Hypotenuse AI (US), Together AI (US), Mistral AI (France), Adept (US), Stability AI (UK), Lightricks (Israel), Cohere (Canada), Writesonic (US), Inflection AI (US), Colossyan (UK), Jasper (US), Runway (US), Inworld AI (US), Typeface (US), Upstage (South Korea), H2O.ai (US), Speechify (US), Midjourney (US), Fireflies (US), Synthesia (UK), Mostly AI (Austria), Forethought (US), Character.ai (US), Cursor (US), DeepSeek (China), XAI (US), Abridge (US), Perplexity AI (US), SambaNova (US), Scale AI (US), Labelbox (US), and HQE Systems (US). Research Coverage This research report categorizes the generative AI market by Offering (Infrastructure, Software, and Services), Data Modality (Text, Image, Video, Audio & Speech, and Multimodal), Application (Business Intelligence & Visualization, Content Management, Synthetic Data Management, Search & Discovery, Automation & Integration, and Other Applications), End User (Consumers and Enterprises [BFSI, Retail & E-commerce, Transportation & Logistics, Government & Defense, Healthcare & Life Sciences, Telecommunication, Energy & Utilities, Manufacturing, Software & Technology Providers, Media & Entertainment, and Other Enterprises]), and 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, and mergers & acquisitions; and recent developments associated with the generative AI market. This report covers a competitive analysis of upcoming startups in the generative AI market ecosystem. 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 to better 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 to enable easy access to data, Evolution of AI and deep learning, Rise in content creation and creative applications), restraints (High costs associated with training data preparation, Issues related to bias and inaccurately generated output, Risks associated with data breaches and sensitive information leakage), opportunities (Increase in deployment of large language models, Growth in 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 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 IBM (US), NVIDIA (US), OpenAI (US), Anthropic (US), Meta (US), HPE (US), AMD (US), Oracle (US), Innodata (US), iMerit (US), Salesforce (US), Telus Digital (US), Microsoft (US), Google (US), AWS (US), Adobe (US), Accenture (Ireland), Capgemini (France), Centific (US), Fractal Analytics (US), Tiger Analytics (US), Quantiphi (US), Databricks (US), Dialpad (US), Appen (Australia), Insilico Medicine (Hong Kong), Simplified (US), AI21 Labs (Israel), Hugging Face (US), Persado (US), Copy.ai (US), Synthesis AI (US), Hypotenuse AI (US), Together AI (US), Mistral AI (France), Adept (US), Stability AI (UK), Lightricks (Israel), Cohere (Canada), Writesonic (US), Inflection AI (US), Colossyan (UK), Jasper (US), Runway (US), Inworld AI (US), Typeface (US), Upstage (South Korea), H2O.ai (US), Speechify (US), Midjourney (US), Fireflies (US), Synthesia (UK), Mostly AI (Austria), Forethought (US), Character.ai (US), Cursor (US), DeepSeek (China), XAI (US), Abridge (US), Perplexity AI (US), SambaNova (US), Scale AI (US), Labelbox (US), and HQE Systems (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.
目錄 Table of Contents
1 INTRODUCTION 49 1.1 STUDY OBJECTIVES 49 1.2 MARKET DEFINITION 49 1.2.1 INCLUSIONS AND EXCLUSIONS 50 1.3 MARKET SCOPE 52 1.3.1 MARKET SEGMENTATION 52 1.3.2 YEARS CONSIDERED 56 1.4 CURRENCY CONSIDERED 57 1.5 STAKEHOLDERS 57 1.6 SUMMARY OF CHANGES 58 2 RESEARCH METHODOLOGY 59 2.1 RESEARCH DATA 59 2.1.1 SECONDARY DATA 60 2.1.2 PRIMARY DATA 60 2.1.2.1 Breakup of primary profiles 61 2.1.2.2 Key industry insights 62 2.2 MARKET BREAKUP AND DATA TRIANGULATION 63 2.3 MARKET SIZE ESTIMATION 64 2.3.1 TOP-DOWN APPROACH 64 2.3.2 BOTTOM-UP APPROACH 65 2.4 MARKET FORECAST 69 2.5 RESEARCH ASSUMPTIONS 70 2.6 RESEARCH LIMITATIONS 72 3 EXECUTIVE SUMMARY 73 4 PREMIUM INSIGHTS 80 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN GENERATIVE AI MARKET 80 4.2 GENERATIVE AI MARKET: TOP THREE DATA MODALITIES 81 4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND END USER 81 4.4 GENERATIVE AI MARKET: BY REGION 82 5 MARKET OVERVIEW AND INDUSTRY TRENDS 83 5.1 INTRODUCTION 83 5.2 MARKET DYNAMICS 83 5.2.1 DRIVERS 84 5.2.1.1 Innovation of cloud storage to enable easy data access 84 5.2.1.2 Evolution of AI and deep learning 85 5.2.1.3 Rise in content creation and creative applications 85 5.2.2 RESTRAINTS 86 5.2.2.1 High costs associated with training data preparation 86 5.2.2.2 Issues related to bias and inaccurately generated output 86 5.2.2.3 Risks associated with data breaches and sensitive information leakage 87 5.2.3 OPPORTUNITIES 87 5.2.3.1 Increasing deployment of large language models 87 5.2.3.2 Growing interest of enterprises in commercializing synthetic images 88 5.2.3.3 Robust improvement in generative AI models leading to human baseline performance 89 5.2.4 CHALLENGES 89 5.2.4.1 Use of generative AI for illegal activities 89 5.2.4.2 Quality of output generated by generative AI models 90 5.2.4.3 Computational complexity and technical challenges of generative AI 90 5.3 EVOLUTION OF GENERATIVE AI 91 5.4 GENERATIVE AI MATURITY CURVE 92 5.5 SUPPLY CHAIN ANALYSIS 94 5.6 ECOSYSTEM ANALYSIS 96 5.6.1 GENERATIVE AI INFRASTRUCTURE PROVIDERS 99 5.6.2 GENERATIVE AI SOFTWARE PROVIDERS 99 5.6.3 GENERATIVE AI SERVICE PROVIDERS 99 5.7 IMPACT OF 2025 US TARIFF – GENERATIVE AI MARKET 99 5.7.1 INTRODUCTION 99 5.7.2 KEY TARIFF RATES 100 5.7.3 PRICE IMPACT ANALYSIS 100 5.7.3.1 Strategic shifts and emerging trends 101 5.7.4 IMPACT ON COUNTRY/REGION 102 5.7.4.1 US 102 5.7.4.2 China 103 5.7.4.3 Europe 104 5.7.4.4 Asia Pacific (excluding China) 105 5.7.5 IMPACT ON END-USE INDUSTRIES 106 5.7.5.1 BFSI 106 5.7.5.2 Telecommunications 106 5.7.5.3 Government & Public Sector 106 5.7.5.4 Healthcare & Life Sciences 107 5.7.5.5 Manufacturing 107 5.7.5.6 Media & Entertainment 107 5.7.5.7 Retail & E-commerce 108 5.7.5.8 Software & Technology Providers 108   5.8 INVESTMENT AND FUNDING SCENARIO 109 5.9 CASE STUDY ANALYSIS 112 5.9.1 FORTUNE ANALYTICS – AI-DRIVEN BUSINESS INSIGHTS THROUGH ACCENTURE TECHNOLOGY 112 5.9.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI 113 5.9.3 WPP PARTNERED WITH SYNTHESIA - TRAINED 50,000 EMPLOYEES WITH AI VIDEOS 113 5.9.4 OPPLUS & INBENTA – AI-DRIVEN CUSTOMER SERVICE TRANSFORMATION FOR BBVA 114 5.9.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5 114 5.10 TECHNOLOGY ANALYSIS 115 5.10.1 KEY TECHNOLOGIES 115 5.10.1.1 Foundation models 115 5.10.1.2 Transformer architectures 115 5.10.1.3 Diffusion models 115 5.10.1.4 Generative adversarial networks (GANs) 115 5.10.1.5 Reinforcement learning with human feedback (RLHF) 116 5.10.2 COMPLEMENTARY TECHNOLOGIES 116 5.10.2.1 High-performance computing (HPC) 116 5.10.2.2 Vector databases 116 5.10.2.3 Retrieval-augmented generation (RAG) 116 5.10.2.4 MLOps & LLMOps 117 5.10.2.5 Model monitoring & governance 117 5.10.3 ADJACENT TECHNOLOGIES 117 5.10.3.1 Natural language processing (NLP) 117 5.10.3.2 Computer vision 117 5.10.3.3 Causal AI 117 5.10.3.4 Knowledge graphs 118 5.10.3.5 Speech recognition & synthesis 118 5.11 TARIFF AND REGULATORY LANDSCAPE 118 5.11.1 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231) 118 5.11.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 120 5.11.3 REGULATIONS 123 5.11.3.1 North America 123 5.11.3.1.1 SCR 17: Artificial Intelligence Bill (California) 123 5.11.3.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut) 123 5.11.3.1.3 National Artificial Intelligence Initiative Act (NAIIA) (US) 123 5.11.3.1.4 Artificial Intelligence and Data Act (AIDA) (Canada) 123 5.11.3.2 Europe 124 5.11.3.2.1 European Union (EU) - Artificial Intelligence Act (AIA) 124 5.11.3.2.2 General Data Protection Regulation (Europe) 124 5.11.3.3 Asia Pacific 125 5.11.3.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China) 125 5.11.3.3.2 National AI Strategy (Singapore) 126 5.11.3.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan) 126 5.11.3.4 Middle East & Africa 127 5.11.3.4.1 National Strategy for Artificial Intelligence (UAE) 127 5.11.3.4.2 National Artificial Intelligence Strategy (Qatar) 127 5.11.3.4.3 AI Ethics Principles and Guidelines (Dubai) 127 5.11.3.5 Latin America 128 5.11.3.5.1 Santiago Declaration (Chile) 128 5.11.3.5.2 Brazilian Artificial Intelligence Strategy (EBIA) 128 5.12 TRADE ANALYSIS 129 5.12.1 EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS 129 5.12.2 IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS 130 5.13 PATENT ANALYSIS 132 5.13.1 METHODOLOGY 132 5.13.2 PATENTS FILED, BY DOCUMENT TYPE 132 5.13.3 INNOVATION AND PATENT APPLICATIONS 132 5.14 PRICING ANALYSIS 135 5.14.1 AVERAGE SELLING PRICE OF OFFERING, BY KEY PLAYER, 2025 136 5.14.2 AVERAGE SELLING PRICE, BY APPLICATION, 2025 137 5.15 KEY CONFERENCES AND EVENTS 138 5.16 PORTER’S FIVE FORCES ANALYSIS 139 5.16.1 THREAT OF NEW ENTRANTS 140 5.16.2 THREAT OF SUBSTITUTES 140 5.16.3 BARGAINING POWER OF SUPPLIERS 140 5.16.4 BARGAINING POWER OF BUYERS 141 5.16.5 INTENSITY OF COMPETITION RIVALRY 141 5.17 KEY STAKEHOLDERS AND BUYING CRITERIA 141 5.17.1 KEY STAKEHOLDERS IN BUYING PROCESS 141 5.17.2 BUYING CRITERIA 142 5.18 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 143 6 GENERATIVE AI MARKET, BY OFFERING 144 6.1 INTRODUCTION 145 6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS 145 6.2 INFRASTRUCTURE 147 6.2.1 COMPUTE 147 6.2.1.1 Compute power drives model training and inference 147 6.2.1.2 Graphics processing units (GPUs) 148 6.2.1.3 Central processing units (CPUs) 149 6.2.1.4 Field-programmable gate arrays (FPGAs) 150 6.2.2 MEMORY 151 6.2.2.1 High-performance memory to sustain AI workload demands 151 6.2.2.2 Double data rate (DDR) 152 6.2.2.3 High bandwidth memory (HBM) 153 6.2.3 NETWORKING HARDWARE 154 6.2.3.1 Fast, scalable connectivity to support distributed AI systems 154 6.2.3.2 NIC/Network adapters 155 6.2.3.2.1 Ethernet 156 6.2.3.2.2 InfiniBand 157 6.2.3.3 Interconnects 158 6.2.4 STORAGE 159 6.2.4.1 Storage systems built for speed, scale, and AI readiness 159 6.3 SOFTWARE 160 6.3.1 FOUNDATION MODELS 161 6.3.1.1 Foundation models power diverse, scalable generative AI applications 161 6.3.2 MODEL ENABLEMENT & ORCHESTRATION TOOLS 162 6.3.2.1 Tooling ecosystem critical to operationalizing generative AI at scale 162 6.3.2.2 Model hosting & access platforms 163 6.3.2.3 LLMOps & prompt engineering tools 164 6.3.2.4 Model fine-tuning tools 165 6.3.2.5 Model monitoring & evaluation tools 166 6.3.2.6 Governance & risk platforms 167 6.3.3 GEN AI SAAS 168 6.3.3.1 Packaged generative AI SaaS unlocks business value across functions 168 6.3.3.2 Code generators 169 6.3.3.3 Generative design & prototyping tools 170 6.3.3.4 Synthetic data generators 171 6.3.3.5 Generative AI agents 172 6.3.3.6 Domain-specific Gen AI tools 173 6.4 SERVICES 174 6.4.1 GEN AI TRAINING & CONSULTING SERVICES 175 6.4.1.1 Empowering enterprises with strategic generative AI advisory and training programs 175 6.4.2 MODEL DEVELOPMENT & FINE-TUNING SERVICES 177 6.4.2.1 Delivering customized generative AI models through development and fine-tuning expertise 177 6.4.3 PROMPT ENGINEERING SERVICES 178 6.4.3.1 Optimizing generative AI outcomes with advanced prompt engineering techniques 178   6.4.4 INTEGRATION & DEPLOYMENT SERVICES 179 6.4.4.1 Accelerating enterprise transformation through seamless generative AI integration and deployment 179 6.4.5 SUPPORT & MAINTENANCE SERVICES 180 6.4.5.1 Ensuring reliability and compliance with ongoing generative AI support and maintenance 180 6.4.6 GEN AI TRAINING DATA SERVICES 181 6.4.6.1 Enabling high-performance generative AI with curated and domain-specific training data services 181 6.4.7 MANAGED GEN AI SERVICES 182 6.4.7.1 Simplifying AI operations with comprehensive managed generative AI solutions 182 7 GENERATIVE AI MARKET, BY DATA MODALITY 183 7.1 INTRODUCTION 184 7.1.1 DATA MODALITY: GENERATIVE AI MARKET DRIVERS 184 7.2 TEXT 186 7.2.1 TEXT-BASED AI POWERS HUMAN-LIKE CONTENT CREATION 186 7.3 IMAGE 187 7.3.1 TRANSFORMING DESIGN AND MARKETING WITH GENERATIVE IMAGES 187 7.4 VIDEO 188 7.4.1 COMPLEX VIDEO GENERATION THROUGH AI 188 7.5 AUDIO & SPEECH 189 7.5.1 ENHANCING HUMAN-MACHINE DIALOGUE THROUGH SPEECH AI 189 7.6 CODE 190 7.6.1 ACCELERATING SOFTWARE DEVELOPMENT THROUGH EXECUTABLE OUTPUT GENERATION 190 7.7 MULTIMODAL 191 7.7.1 MERGING TEXT, IMAGE, AND AUDIO FOR RICHER AI EXPERIENCES 191 8 GENERATIVE AI MARKET, BY APPLICATION 192 8.1 INTRODUCTION 193 8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS 193 8.2 BUSINESS INTELLIGENCE & VISUALIZATION 195 8.2.1 ENABLING SMARTER INSIGHTS ACROSS BUSINESS FUNCTIONS 195 8.2.2 SALES INTELLIGENCE 196 8.2.3 MARKETING INTELLIGENCE 197 8.2.4 HUMAN RESOURCE INTELLIGENCE 198 8.2.5 FINANCE INTELLIGENCE 199 8.2.6 OPERATIONS & SUPPLY CHAIN INTELLIGENCE 200 8.3 CONTENT MANAGEMENT 201 8.3.1 ACCELERATING DIGITAL CONTENT WORKFLOWS THROUGH AI 201 8.3.2 CONTENT GENERATION 202 8.3.3 CONTENT CURATION, TAGGING, & CATEGORIZATION 203 8.3.4 DIGITAL MARKETING 204 8.3.5 MEDIA EDITING 205 8.4 SYNTHETIC DATA MANAGEMENT 206 8.4.1 AI-GENERATED DATA FOR FASTER, FAIRER MODEL TRAINING 206 8.4.2 SYNTHETIC DATA AUGMENTATION 207 8.4.3 SYNTHETIC DATA TRAINING 208 8.5 SEARCH & DISCOVERY 209 8.5.1 INTELLIGENT INFORMATION ACCESS THROUGH GENERATIVE MODELS 209 8.5.2 GENERAL SEARCH 210 8.5.3 INSIGHT GENERATION 211 8.6 AUTOMATION & INTEGRATION 212 8.6.1 CONNECTING SYSTEMS AND AUTOMATING WORKFLOWS USING GENERATIVE AI 212 8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS 213 8.6.3 CUSTOMER EXPERIENCE MANAGEMENT 214 8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION 215 8.6.5 CYBERSECURITY INTELLIGENCE 216 8.7 GENERATIVE DESIGN AI 217 8.7.1 ACCELERATING AND EXPANDING CREATIVE POSSIBILITIES WITH GENERATIVE DESIGN AI 217 8.7.2 DESIGN EXPLORATION & VARIATION 218 8.7.3 MODELING & PROTOTYPING 219 8.7.4 PRODUCT RENDERING & VISUAL COLLATERALS 220 8.8 OTHER APPLICATIONS 221 9 GENERATIVE AI MARKET, BY END USER 223 9.1 INTRODUCTION 224 9.1.1 END USER: GENERATIVE AI MARKET DRIVERS 224 9.2 CONSUMERS 226 9.3 ENTERPRISES 227 9.3.1 BFSI 229 9.3.1.1 Intelligent automation transforms BFSI workflows from KYC to regulatory compliance 229 9.3.1.2 Personalized finance advisors 230 9.3.1.3 Automated report & commentary generation 230 9.3.1.4 Intelligent underwriting & claims 231 9.3.1.5 Fraud detection & prevention 231 9.3.1.6 Regulatory reporting & compliance 231 9.3.1.7 Other BFSI use cases 232 9.3.2 RETAIL & E-COMMERCE 232 9.3.2.1 AI transforms e-commerce through virtual assistants, SEO content, and demand forecasting 232 9.3.2.2 Product description & SEO content generation 234 9.3.2.3 Virtual shopping assistants 234 9.3.2.4 Personalized product recommendations 234 9.3.2.5 Customer query resolution 235 9.3.2.6 Demand forecasting & inventory management 235 9.3.2.7 Other retail & e-commerce use cases 235 9.3.3 GOVERNMENT & DEFENSE 236 9.3.3.1 AI enhances defense readiness and service delivery through scenario simulations and legislative summaries 236 9.3.3.2 Policy drafting & legislative summarization 238 9.3.3.3 Citizen services chatbots 238 9.3.3.4 OSINT briefing & reporting 239 9.3.3.5 Document classification & knowledge retrieval 239 9.3.3.6 Threat scenario simulation 239 9.3.3.7 Other government & defense use cases 240 9.3.4 TELECOMMUNICATIONS 240 9.3.4.1 Enhancing telecom efficiency with AI-powered contact centers, field services, and fraud detection 240 9.3.4.2 Network operations & fault diagnosis 242 9.3.4.3 Automated SLA reporting 242 9.3.4.4 Contact center intelligence 242 9.3.4.5 Marketing content & campaign personalization 242 9.3.4.6 Revenue assurance & fraud prevention 243 9.3.4.7 Other telecommunications use cases 243 9.3.5 MEDIA & ENTERTAINMENT 243 9.3.5.1 Generative AI redefines content creation across film, gaming, and marketing 243 9.3.5.2 Scriptwriting & narrative generation 245 9.3.5.3 AI voiceover & dubbing 245 9.3.5.4 Visual assets generation & motion design 246 9.3.5.5 Multilingual content localization 246 9.3.5.6 Advertising & campaign copywriting 246 9.3.5.7 Synthetic influencers, hosts, & digital avatars 247 9.3.5.8 Digital rights & IP protection 247 9.3.5.9 Other media & entertainment use cases 247 9.3.6 TRANSPORTATION & LOGISTICS 247 9.3.6.1 Generative AI empowers logistics firms with predictive routing, smart documentation, and efficient warehouse planning 247 9.3.6.2 Route optimization 249 9.3.6.3 Freight documentation 250 9.3.6.4 Fleet management 250 9.3.6.5 Warehouse management 250 9.3.6.6 Traffic scenario simulation 250 9.3.6.7 Other transportation & logistics use cases 251 9.3.7 MANUFACTURING 251 9.3.7.1 Generative AI transforms product lifecycle from planning and design to maintenance and technical content 251 9.3.7.2 Design generation 253 9.3.7.3 Predictive maintenance 253 9.3.7.4 Quality inspection & control 253 9.3.7.5 Procurement & supplier management 253 9.3.7.6 Product planning & simulation 254 9.3.7.7 Other manufacturing use cases 254 9.3.8 HEALTHCARE & LIFE SCIENCES 254 9.3.8.1 Improving patient outcomes and medical research with Gen AI tools and applications 254 9.3.8.2 Electronic health record (EHR) automation 256 9.3.8.3 Medical imaging 257 9.3.8.4 Virtual health assistants 257 9.3.8.5 Drug discovery & molecule design 257 9.3.8.6 Clinical trial protocol design 257 9.3.8.7 Personalized treatment plans 258 9.3.8.8 Other healthcare & life sciences use cases 258 9.3.9 SOFTWARE & TECHNOLOGY PROVIDERS 258 9.3.9.1 Automating knowledge discovery and workflows with Gen AI in software & technology firms 258 9.3.9.2 Code generation & debugging 260 9.3.9.3 Test case generation & QA automation 261 9.3.9.4 Gen AI-assisted ITSM 261 9.3.9.5 Customer support automation 261 9.3.9.6 Knowledge discovery 261 9.3.9.7 Business process automation 262 9.3.9.8 Other software & technology provider use cases 262 9.3.10 ENERGY & UTILITIES 262 9.3.10.1 Enhancing grid operations, asset maintenance, and forecasting using generative AI 262 9.3.10.2 Condition-based asset maintenance 264 9.3.10.3 Grid operations management 264 9.3.10.4 Renewable energy forecasting 264 9.3.10.5 Sustainability & emissions reporting 265 9.3.10.6 Digital twin simulations 265 9.3.10.7 Other energy & utilities use cases 265 9.3.11 OTHER ENTERPRISES 266   10 GENERATIVE AI MARKET, BY REGION 267 10.1 INTRODUCTION 268 10.2 NORTH AMERICA 270 10.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS 270 10.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK 270 10.2.3 US 288 10.2.3.1 Advancements in foundational models and cloud infrastructure to drive market 288 10.2.4 CANADA 289 10.2.4.1 Focus on talent development, ethical AI policies, and ecosystem collaboration to drive market 289 10.3 EUROPE 290 10.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS 290 10.3.2 EUROPE: MACROECONOMIC OUTLOOK 291 10.3.3 UK 307 10.3.3.1 AI Safety Summit to drive demand for responsible AI development 307 10.3.4 GERMANY 307 10.3.4.1 Strong public-private partnerships and collaborations between companies, startups, and universities to drive market 307 10.3.5 FRANCE 308 10.3.5.1 Promotion of flexible AI innovation through regulatory sandboxes and startup-friendly laws to drive market 308 10.3.6 ITALY 309 10.3.6.1 Advancements in generative AI research to drive market 309 10.3.7 SPAIN 310 10.3.7.1 Integration of generative AI with government-backed pilot programs to drive market 310 10.3.8 FINLAND 311 10.3.8.1 Support for homegrown businesses through Business Finland grants to drive market 311 10.3.9 REST OF EUROPE 312 10.4 ASIA PACIFIC 312 10.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS 313 10.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK 313 10.4.3 CHINA 331 10.4.3.1 Structured frameworks for safe AI development and deployment to drive market 331 10.4.4 INDIA 332 10.4.4.1 Strong startup ecosystem to accelerate commercialization of AI research and innovation 332 10.4.5 JAPAN 333 10.4.5.1 Government initiatives like Moonshot R&D and Society 5.0 to drive market 333   10.4.6 SOUTH KOREA 334 10.4.6.1 Establishment of AI regulatory sandboxes and ethics guidelines for responsible experimentation to drive market 334 10.4.7 SINGAPORE 334 10.4.7.1 National AI Strategy 2.0 outlining AI integration across healthcare, finance, and urban planning to drive market 334 10.4.8 AUSTRALIA & NEW ZEALAND 335 10.4.8.1 Support for AI startup ecosystems through accelerators and R&D tax incentives to drive market 335 10.4.9 REST OF ASIA PACIFIC 336 10.5 MIDDLE EAST & AFRICA 337 10.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS 337 10.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK 338 10.5.3 SAUDI ARABIA 354 10.5.3.1 Startup support programs and partnerships with global AI firms to drive market 354 10.5.4 UAE 355 10.5.4.1 Funding and mentorship to AI startups to drive market 355 10.5.5 SOUTH AFRICA 355 10.5.5.1 Application of generative AI in platforms tailored to diverse linguistic and cultural needs to drive market 355 10.5.6 ISRAEL 356 10.5.6.1 Strong research institutions, mature tech ecosystem, and government support to drive market 356 10.5.7 REST OF MIDDLE EAST & AFRICA 357 10.6 LATIN AMERICA 358 10.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS 358 10.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK 359 10.6.3 BRAZIL 375 10.6.3.1 Support from Brazilian Development Bank (BNDES) for AI Startups through funding programs to drive market 375 10.6.4 MEXICO 376 10.6.4.1 Development of generative AI tools tailored to Spanish language and Mexican cultural context to drive market 376 10.6.5 ARGENTINA 377 10.6.5.1 Support for AI-driven startups through co-working spaces, grants, and mentorship to drive market 377 10.6.6 REST OF LATIN AMERICA 378 11 COMPETITIVE LANDSCAPE 379 11.1 OVERVIEW 379 11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2020–2024 379 11.3 REVENUE ANALYSIS, 2020–2024 382 11.4 MARKET SHARE ANALYSIS, 2024 383 11.4.1 MARKET RANKING ANALYSIS, 2024 384 11.5 PRODUCT COMPARISON 388 11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 388 11.5.1.1 OpenAI (GPT-4) 388 11.5.1.2 Google (Gemini) 388 11.5.1.3 Anthropic (Claude) 389 11.5.1.4 Perplexity (Perplexity AI) 389 11.5.1.5 DeepSeek (DeepSeek) 389 11.5.1.6 xAI (Grok) 389 11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 390 11.5.2.1 OpenAI (DALL-E) 390 11.5.2.2 Midjourney (MidJourney V6) 390 11.5.2.3 Stability AI (Stable Diffusion) 391 11.5.2.4 Adobe (Adobe Firefly) 391 11.5.2.5 Runway (Runway Gen-2) 391 11.5.2.6 Google (Imagen) 391 11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 392 11.5.3.1 OpenAI (Sora) 392 11.5.3.2 Runway (Runway Gen-2) 392 11.5.3.3 Synthesia (Synthesia Studio) 392 11.5.3.4 Lumen5 (Lumen5 Video Maker) 393 11.5.3.5 Colossyan (Colossyan Creator) 393 11.5.3.6 Pika Labs (Pika) 393 11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 393 11.5.4.1 ElevenLabs (Eleven Multilingual Voice AI) 394 11.5.4.2 OpenAI (Voice Engine) 394 11.5.4.3 Play.ht (PlayAI Platform) 394 11.5.4.4 AWS (Amazon Polly) 394 11.5.4.5 Meta (Voicebox) 394 11.5.4.6 Soundful (AI Music Generator) 394 11.6 COMPANY VALUATION AND FINANCIAL METRICS 395 11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 396 11.7.1 STARS 396 11.7.2 EMERGING LEADERS 396 11.7.3 PERVASIVE PLAYERS 396 11.7.4 PARTICIPANTS 396 11.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 398 11.7.5.1 Company footprint 398 11.7.5.2 Region footprint 399 11.7.5.3 Offering footprint 400 11.7.5.4 Data modality footprint 401 11.7.5.5 End user footprint 402   11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 403 11.8.1 PROGRESSIVE COMPANIES 403 11.8.2 RESPONSIVE COMPANIES 403 11.8.3 DYNAMIC COMPANIES 403 11.8.4 STARTING BLOCKS 403 11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 405 11.8.5.1 Detailed list of key startups/SMEs 405 11.8.5.2 Competitive benchmarking of key startups/SMEs 408 11.9 COMPETITIVE SCENARIO 409 11.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 409 11.9.2 DEALS 426 12 COMPANY PROFILES 461 12.1 INTRODUCTION 461 12.2 KEY PLAYERS 461 12.2.1 MICROSOFT 461 12.2.1.1 Business overview 461 12.2.1.2 Products offered 463 12.2.1.3 Recent developments 464 12.2.1.3.1 Product launches and enhancements 464 12.2.1.3.2 Deals 466 12.2.1.4 MnM view 469 12.2.1.4.1 Key strengths 469 12.2.1.4.2 Strategic choices 469 12.2.1.4.3 Weaknesses and competitive threats 469 12.2.2 AWS 470 12.2.2.1 Business overview 470 12.2.2.2 Products offered 471 12.2.2.3 Recent developments 473 12.2.2.3.1 Product launches and enhancements 473 12.2.2.3.2 Deals 474 12.2.2.4 MnM view 478 12.2.2.4.1 Key strengths 478 12.2.2.4.2 Strategic choices 478 12.2.2.4.3 Weaknesses and competitive threats 478 12.2.3 GOOGLE 479 12.2.3.1 Business overview 479 12.2.3.2 Products offered 480 12.2.3.3 Recent developments 482 12.2.3.3.1 Product launches and enhancements 482 12.2.3.3.2 Deals 483   12.2.3.4 MnM view 487 12.2.3.4.1 Key strengths 487 12.2.3.4.2 Strategic choices 487 12.2.3.4.3 Weaknesses and competitive threats 487 12.2.4 ADOBE 488 12.2.4.1 Business overview 488 12.2.4.2 Products offered 489 12.2.4.3 Recent developments 491 12.2.4.3.1 Product launches and enhancements 491 12.2.4.3.2 Deals 492 12.2.4.4 MnM view 493 12.2.4.4.1 Key strengths 493 12.2.4.4.2 Strategic choices 494 12.2.4.4.3 Weaknesses and competitive threats 494 12.2.5 OPENAI 495 12.2.5.1 Business overview 495 12.2.5.2 Products offered 496 12.2.5.3 Recent developments 497 12.2.5.3.1 Product launches and enhancements 497 12.2.5.3.2 Deals 498 12.2.5.4 MnM view 500 12.2.5.4.1 Key strengths 500 12.2.5.4.2 Strategic choices made 500 12.2.5.4.3 Weaknesses and competitive threats 500 12.2.6 IBM 501 12.2.6.1 Business overview 501 12.2.6.2 Products offered 502 12.2.6.3 Recent developments 504 12.2.6.3.1 Product launches and enhancements 504 12.2.6.3.2 Deals 505 12.2.7 META 508 12.2.7.1 Business overview 508 12.2.7.2 Products offered 509 12.2.7.3 Recent developments 510 12.2.7.3.1 Product launches and enhancements 510 12.2.7.3.2 Deals 512 12.2.8 ANTHROPIC 514 12.2.8.1 Business overview 514 12.2.8.2 Products offered 515 12.2.8.3 Recent developments 515 12.2.8.3.1 Product launches and enhancements 515 12.2.8.3.2 Deals 516 12.2.9 NVIDIA 517 12.2.9.1 Business overview 517 12.2.9.2 Products offered 518 12.2.9.3 Recent developments 520 12.2.9.3.1 Product launches and enhancements 520 12.2.9.3.2 Deals 521 12.2.10 ACCENTURE 524 12.2.10.1 Business overview 524 12.2.10.2 Products offered 525 12.2.10.3 Recent developments 526 12.2.10.3.1 Deals 526 12.2.11 CAPGEMINI 528 12.2.11.1 Business overview 528 12.2.11.2 Products offered 529 12.2.11.3 Recent developments 530 12.2.11.3.1 Product launches and enhancements 530 12.2.11.3.2 Deals 530 12.2.12 HPE 532 12.2.12.1 Business overview 532 12.2.12.2 Products offered 533 12.2.12.3 Recent developments 534 12.2.12.3.1 Product launches and enhancements 534 12.2.12.3.2 Deals 536 12.2.13 AMD 537 12.2.13.1 Business overview 537 12.2.13.2 Products offered 538 12.2.13.3 Recent developments 540 12.2.13.3.1 Product launches and enhancements 540 12.2.13.3.2 Deals 542 12.2.14 ORACLE 544 12.2.14.1 Business overview 544 12.2.14.2 Products offered 545 12.2.14.3 Recent developments 547 12.2.14.3.1 Product launches and enhancements 547 12.2.14.3.2 Deals 548 12.2.15 SALESFORCE 550 12.2.15.1 Business overview 550 12.2.15.2 Products offered 551 12.2.15.3 Recent developments 553 12.2.15.3.1 Product launches and enhancements 553 12.2.15.3.2 Deals 554   12.2.16 TELUS INTERNATIONAL 556 12.2.16.1 Business overview 556 12.2.16.2 Products offered 557 12.2.17 INNODATA 558 12.2.17.1 Business overview 558 12.2.17.2 Products offered 559 12.2.17.3 Recent developments 560 12.2.17.3.1 Product launches and enhancements 560 12.2.18 IMERIT 561 12.2.19 DIALPAD 561 12.2.20 CENTIFIC 562 12.2.20.1 Business overview 562 12.2.20.2 Products offered 563 12.2.20.3 Recent developments 563 12.2.20.3.1 Deals 563 12.2.21 FRACTAL ANALYTICS 564 12.2.22 TIGER ANALYTICS 565 12.2.23 QUANTIPHI 565 12.2.24 APPEN 566 12.2.25 DATABRICKS 566 12.3 STARTUPS/SMES 567 12.3.1 CURSOR 567 12.3.2 DEEPSEEK 567 12.3.3 XAI 568 12.3.4 ABRIDGE 568 12.3.5 PERPLEXITY AI 569 12.3.6 SAMBANOVA 569 12.3.7 INSILICO MEDICINE 570 12.3.8 SIMPLIFIED 570 12.3.9 AI21 LABS 571 12.3.10 HUGGING FACE 572 12.3.11 PERSADO 573 12.3.12 SCALE AI 573 12.3.13 SNORKEL 574 12.3.14 LABELBOX 574 12.3.15 HQE SYSTEMS 575 12.3.15.1 Business overview 575 12.3.15.2 Products offered 576 12.3.16 LIGHTRICKS 577 12.3.17 SPEECHIFY 578 12.3.18 MIDJOURNEY 578 12.3.19 FIREFLIES 579 12.3.20 SYNTHESIA 579 12.3.21 MOSTLY AI 580 12.3.22 CHARACTER.AI 580 12.3.23 HYPOTENUSE AI 581 12.3.24 WRITESONIC 582 12.3.25 COPY.AI 583 12.3.26 SYNTHESIS AI 583 12.3.27 COLOSSYAN 584 12.3.28 INFLECTION AI 584 12.3.29 JASPER 585 12.3.30 RUNWAY 586 12.3.31 INWORLD AI 587 12.3.32 TYPEFACE 587 12.3.33 INSTADEEP 588 12.3.34 FORETHOUGHT 588 12.3.35 TOGETHER AI 589 12.3.36 UPSTAGE 589 12.3.37 MISTRAL AI 590 12.3.38 ADEPT 591 12.3.39 STABILITY AI 592 12.3.40 COHERE 593 12.4 OPEN-SOURCE COMPANIES 594 12.4.1 APPLE 594 12.4.2 LG 594 12.4.3 NOUS RESEARCH 595 12.4.4 FONTJOY 595 12.4.5 ELEUTHERAI 596 12.4.6 TECHNOLOGY INNOVATION INSTITUTE 596 12.4.7 STARRYAI 597 12.4.8 MAGIC STUDIO 597 12.4.9 ABACUS.AI 598 12.4.10 OPENLM 598 13 ADJACENT AND RELATED MARKETS 599 13.1 INTRODUCTION 599 13.2 LARGE LANGUAGE MODEL MARKET – GLOBAL FORECAST TO 2030 599 13.2.1 MARKET DEFINITION 599 13.2.2 MARKET OVERVIEW 600 13.2.2.1 Large language model market, by offering 600 13.2.2.2 Large language model market, by architecture 601 13.2.2.3 Large language model market, by modality 602 13.2.2.4 Large language model market, by model size 603 13.2.2.5 Large language model market, by application 605 13.2.2.6 Large language model market, by end user 607 13.2.2.7 Large language model market, by region 608 13.3 ARTIFICIAL INTELLIGENCE MARKET – GLOBAL FORECAST TO 2032 609 13.3.1 MARKET DEFINITION 609 13.3.2 MARKET OVERVIEW 610 13.3.2.1 Artificial intelligence (AI) market, by offering 610 13.3.2.2 Artificial intelligence (AI) market, by technology 611 13.3.2.3 Artificial intelligence (AI) market, by business function 612 13.3.2.4 Artificial intelligence (AI) market, by enterprise application 613 13.3.2.5 Artificial intelligence (AI) market, by end user 615 13.3.2.6 Artificial intelligence (AI) market, by region 616 14 APPENDIX 617 14.1 DISCUSSION GUIDE 617 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 624 14.3 CUSTOMIZATION OPTIONS 626 14.4 RELATED REPORTS 626 14.5 AUTHOR DETAILS 627
圖表清單 List of Tables & Figures
TABLE 1 GENERATIVE AI MARKET DETAILED SEGMENTATION 53 TABLE 2 USD EXCHANGE RATE, 2019–2023 57 TABLE 3 PRIMARY INTERVIEWS 61 TABLE 4 FACTOR ANALYSIS 69 TABLE 5 GENERATIVE AI MARKET: RESEARCH ASSUMPTIONS 70 TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2024 (USD MILLION, Y-O-Y %) 76 TABLE 7 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2025–2032 (USD MILLION, Y-O-Y %) 76 TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 95 TABLE 9 GENERATIVE AI MARKET: ECOSYSTEM 96 TABLE 10 US ADJUSTED RECIPROCAL TARIFF RATES 100 TABLE 11 TARIFF RELATED TO GEN AI PROCESSORS AND CONTROLLERS (HSN: 854231), 2024 118 TABLE 12 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 120 TABLE 13 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 120 TABLE 14 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 121 TABLE 15 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 121 TABLE 16 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 122 TABLE 17 PATENTS FILED, 2016–2025 132 TABLE 18 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2024–2025 133 TABLE 19 AVERAGE SELLING PRICE OF OFFERING, BY KEY PLAYER, 2025 136 TABLE 20 AVERAGE SELLING PRICE, BY APPLICATION, 2025 137 TABLE 21 GENERATIVE AI MARKET: LIST OF KEY CONFERENCES AND EVENTS, 2025–2026 138 TABLE 22 IMPACT OF PORTER’S FIVE FORCES ON GENERATIVE AI MARKET 139 TABLE 23 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE ENTERPRISE END USERS 142 TABLE 24 KEY BUYING CRITERIA FOR TOP THREE ENTERPRISE END-USERS 142 TABLE 25 GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 146 TABLE 26 GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 146 TABLE 27 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 147 TABLE 28 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 147 TABLE 29 GENERATIVE AI MARKET, BY COMPUTE, 2020–2024 (USD MILLION) 148 TABLE 30 GENERATIVE AI MARKET, BY COMPUTE, 2025–2032 (USD MILLION) 148 TABLE 31 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 149 TABLE 32 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 149 TABLE 33 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 150 TABLE 34 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 150 TABLE 35 FIELD-PROGRAMMABLE GATE ARRAYS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 151 TABLE 36 FIELD-PROGRAMMABLE GATE ARRAYS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 151 TABLE 37 GENERATIVE AI MARKET, BY MEMORY, 2020–2024 (USD MILLION) 152 TABLE 38 GENERATIVE AI MARKET, BY MEMORY 2025–2032 (USD MILLION) 152 TABLE 39 DDR: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 152 TABLE 40 DDR: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 153 TABLE 41 HBM: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 153 TABLE 42 HBM: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 154 TABLE 43 GENERATIVE AI MARKET, BY NETWORKING HARDWARE, 2020–2024 (USD MILLION) 154 TABLE 44 GENERATIVE AI MARKET, BY NETWORKING HARDWARE, 2025–2032 (USD MILLION) 155 TABLE 45 GENERATIVE AI MARKET, BY NIC/NETWORK ADAPTER, 2020–2024 (USD MILLION) 155 TABLE 46 GENERATIVE AI MARKET, BY NIC/NETWORK ADAPTER, 2025–2032 (USD MILLION) 155 TABLE 47 ETHERNET: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 156 TABLE 48 ETHERNET: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 156 TABLE 49 INFINIBAND: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 157 TABLE 50 INFINIBAND: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 157 TABLE 51 INTERCONNECTS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 158 TABLE 52 INTERCONNECTS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 158 TABLE 53 STORAGE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 159 TABLE 54 STORAGE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 159 TABLE 55 GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 160 TABLE 56 GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 160 TABLE 57 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 161 TABLE 58 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 162 TABLE 59 GENERATIVE AI MARKET, BY MODEL ENABLEMENT & ORCHESTRATION TOOL, 2020–2024 (USD MILLION) 162 TABLE 60 GENERATIVE AI MARKET, BY MODEL ENABLEMENT & ORCHESTRATION TOOL, 2025–2032 (USD MILLION) 163 TABLE 61 MODEL HOSTING & ACCESS PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 163 TABLE 62 MODEL HOSTING & ACCESS PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 164 TABLE 63 LLMOPS & PROMPT ENGINEERING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 164 TABLE 64 LLMOPS & PROMPT ENGINEERING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 165 TABLE 65 MODEL FINE-TUNING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 165 TABLE 66 MODEL FINE-TUNING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 166 TABLE 67 MODEL MONITORING & EVALUATION TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 166 TABLE 68 MODEL MONITORING & EVALUATION TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 167 TABLE 69 GOVERNANCE & RISK PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 167 TABLE 70 GOVERNANCE & RISK PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 168 TABLE 71 GENERATIVE AI MARKET, BY GEN AI SAAS, 2020–2024 (USD MILLION) 168 TABLE 72 GENERATIVE AI MARKET, BY GEN AI SAAS, 2025–2032 (USD MILLION) 169 TABLE 73 CODE GENERATORS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 169 TABLE 74 CODE GENERATORS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 170 TABLE 75 GENERATIVE DESIGN & PROTOTYPING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 170 TABLE 76 GENERATIVE DESIGN & PROTOTYPING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 171 TABLE 77 SYNTHETIC DATA GENERATORS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 171 TABLE 78 SYNTHETIC DATA GENERATORS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 172 TABLE 79 GENERATIVE AI AGENTS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 172 TABLE 80 GENERATIVE AI AGENTS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 173 TABLE 81 DOMAIN-SPECIFIC GEN AI TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 173 TABLE 82 DOMAIN-SPECIFIC GEN AI TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 174 TABLE 83 GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 174 TABLE 84 GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 175 TABLE 85 GEN AI TRAINING & CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 176 TABLE 86 GEN AI TRAINING & CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 176 TABLE 87 MODEL DEVELOPMENT & FINE-TUNING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 177 TABLE 88 MODEL DEVELOPMENT & FINE-TUNING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 177 TABLE 89 PROMPT ENGINEERING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 178 TABLE 90 PROMPT ENGINEERING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 178 TABLE 91 INTEGRATION & DEPLOYMENT SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 179 TABLE 92 INTEGRATION & DEPLOYMENT SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 179 TABLE 93 SUPPORT & MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 180 TABLE 94 SUPPORT & MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 180 TABLE 95 GEN AI TRAINING DATA SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 181 TABLE 96 GEN AI TRAINING DATA SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 181 TABLE 97 MANAGED GEN AI SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 182 TABLE 98 MANAGED GEN AI SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 182 TABLE 99 GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 185 TABLE 100 GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 185 TABLE 101 TEXT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 186 TABLE 102 TEXT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 186 TABLE 103 IMAGE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 187 TABLE 104 IMAGE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 187 TABLE 105 VIDEO: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 188 TABLE 106 VIDEO: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 188 TABLE 107 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 189 TABLE 108 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 189 TABLE 109 CODE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 190 TABLE 110 CODE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 190 TABLE 111 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 191 TABLE 112 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 191 TABLE 113 GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 194 TABLE 114 GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 195 TABLE 115 APPLICATION: GENERATIVE AI MARKET, BY BUSINESS INTELLIGENCE & VISUALIZATION, 2020–2024 (USD MILLION) 195 TABLE 116 APPLICATION: GENERATIVE AI MARKET, BY BUSINESS INTELLIGENCE & VISUALIZATION, 2025–2032 (USD MILLION) 196 TABLE 117 SALES INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 196 TABLE 118 SALES INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 197 TABLE 119 MARKETING INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 197 TABLE 120 MARKETING INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 198 TABLE 121 HUMAN RESOURCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 198 TABLE 122 HUMAN RESOURCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 199 TABLE 123 FINANCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 199 TABLE 124 FINANCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 200 TABLE 125 OPERATIONS & SUPPLY CHAIN INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 200 TABLE 126 OPERATIONS & SUPPLY CHAIN INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 201 TABLE 127 APPLICATION: GENERATIVE AI MARKET, BY CONTENT MANAGEMENT, 2020–2024 (USD MILLION) 201 TABLE 128 APPLICATION: GENERATIVE AI MARKET, BY CONTENT MANAGEMENT, 2025–2032 (USD MILLION) 202 TABLE 129 CONTENT GENERATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 202 TABLE 130 CONTENT GENERATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 203 TABLE 131 CONTENT CURATION, TAGGING, & CATEGORIZATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 203 TABLE 132 CONTENT CURATION, TAGGING, & CATEGORIZATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 204 TABLE 133 DIGITAL MARKETING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 204 TABLE 134 DIGITAL MARKETING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 205 TABLE 135 MEDIA EDITING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 205 TABLE 136 MEDIA EDITING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 206 TABLE 137 APPLICATION: GENERATIVE AI MARKET, BY SYNTHETIC DATA MANAGEMENT, 2020–2024 (USD MILLION) 206 TABLE 138 APPLICATION: GENERATIVE AI MARKET, BY SYNTHETIC DATA MANAGEMENT, 2025–2032 (USD MILLION) 207 TABLE 139 SYNTHETIC DATA AUGMENTATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 207 TABLE 140 SYNTHETIC DATA AUGMENTATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 208 TABLE 141 SYNTHETIC DATA TRAINING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 208 TABLE 142 SYNTHETIC DATA TRAINING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 209 TABLE 143 APPLICATION: GENERATIVE AI MARKET, BY SEARCH & DISCOVERY, 2020–2024 (USD MILLION) 209 TABLE 144 APPLICATION: GENERATIVE AI MARKET, BY SEARCH & DISCOVERY, 2025–2032 (USD MILLION) 210 TABLE 145 GENERAL SEARCH: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 210 TABLE 146 GENERAL SEARCH: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 211 TABLE 147 INSIGHT GENERATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 211 TABLE 148 INSIGHT GENERATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 212 TABLE 149 APPLICATION: GENERATIVE AI MARKET, BY AUTOMATION & INTEGRATION, 2020–2024 (USD MILLION) 212 TABLE 150 APPLICATION: GENERATIVE AI MARKET, BY AUTOMATION & INTEGRATION, 2025–2032 (USD MILLION) 213 TABLE 151 PERSONALIZATION & RECOMMENDATION SYSTEMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 213 TABLE 152 PERSONALIZATION & RECOMMENDATION SYSTEMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 214 TABLE 153 CUSTOMER EXPERIENCE MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 214 TABLE 154 CUSTOMER EXPERIENCE MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 215 TABLE 155 APPLICATION DEVELOPMENT & API INTEGRATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 215 TABLE 156 APPLICATION DEVELOPMENT & API INTEGRATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 216 TABLE 157 CYBERSECURITY INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 216 TABLE 158 CYBERSECURITY INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 217 TABLE 159 APPLICATION: GENERATIVE AI MARKET, BY GENERATIVE DESIGN AI, 2020–2024 (USD MILLION) 217 TABLE 160 APPLICATION: GENERATIVE AI MARKET, BY GENERATIVE DESIGN AI, 2025–2032 (USD MILLION) 218 TABLE 161 DESIGN EXPLORATION & VARIATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 218 TABLE 162 DESIGN EXPLORATION & VARIATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 219 TABLE 163 MODELING & PROTOTYPING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 219 TABLE 164 MODELING & PROTOTYPING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 220 TABLE 165 PRODUCT RENDERING & VISUAL COLLATERALS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 220 TABLE 166 PRODUCT RENDERING & VISUAL COLLATERALS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 221 TABLE 167 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 221 TABLE 168 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 222 TABLE 169 GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 225 TABLE 170 GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 225 TABLE 171 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 226 TABLE 172 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 226 TABLE 173 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2020–2024 (USD MILLION) 228 TABLE 174 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2025–2032 (USD MILLION) 228 TABLE 175 BFSI: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 229 TABLE 176 BFSI: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 229 TABLE 177 BFSI: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 230 TABLE 178 BFSI: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 230 TABLE 179 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 232 TABLE 180 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 233 TABLE 181 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 233 TABLE 182 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 234 TABLE 183 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 236 TABLE 184 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 237 TABLE 185 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 237 TABLE 186 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 238 TABLE 187 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 240 TABLE 188 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 241 TABLE 189 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 241 TABLE 190 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 241 TABLE 191 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 244 TABLE 192 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 244 TABLE 193 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 245 TABLE 194 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 245 TABLE 195 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 248 TABLE 196 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 248 TABLE 197 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 249 TABLE 198 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 249 TABLE 199 MANUFACTURING: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 251 TABLE 200 MANUFACTURING: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 252 TABLE 201 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 252 TABLE 202 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 252 TABLE 203 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 255 TABLE 204 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 255 TABLE 205 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 256 TABLE 206 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 256 TABLE 207 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 259 TABLE 208 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 259 TABLE 209 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 260 TABLE 210 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 260 TABLE 211 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION) 263 TABLE 212 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION) 263 TABLE 213 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 263 TABLE 214 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 264 TABLE 215 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 266 TABLE 216 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 266 TABLE 217 GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 269 TABLE 218 GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 269 TABLE 219 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 272 TABLE 220 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 272 TABLE 221 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 272 TABLE 222 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 272 TABLE 223 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 273 TABLE 224 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 273 TABLE 225 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 273 TABLE 226 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 274 TABLE 227 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 274 TABLE 228 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 275 TABLE 229 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 275 TABLE 230 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 276 TABLE 231 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 276 TABLE 232 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 276 TABLE 233 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION) 277 TABLE 234 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION) 277 TABLE 235 NORTH AMERICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION) 278 TABLE 236 NORTH AMERICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION) 278 TABLE 237 NORTH AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION) 279 TABLE 238 NORTH AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION) 279 TABLE 239 NORTH AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION) 280 TABLE 240 NORTH AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION) 280 TABLE 241 NORTH AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION) 281 TABLE 242 NORTH AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION) 281 TABLE 243 NORTH AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION) 282 TABLE 244 NORTH AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION) 282 TABLE 245 NORTH AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION) 283 TABLE 246 NORTH AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION) 283 TABLE 247 NORTH AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION) 284 TABLE 248 NORTH AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION) 284 TABLE 249 NORTH AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION) 285 TABLE 250 NORTH AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION) 285 TABLE 251 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION) 286 TABLE 252 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION) 286 TABLE 253 NORTH AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION) 287 TABLE 254 NORTH AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION) 287 TABLE 255 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION) 287 TABLE 256 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION) 288 TABLE 257 US: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 288 TABLE 258 US: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 288 TABLE 259 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 289 TABLE 260 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 289 TABLE 261 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 291 TABLE 262 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 291 TABLE 263 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 292 TABLE 264 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 292 TABLE 265 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 292 TABLE 266 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 292 TABLE 267 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 293 TABLE 268 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 293 TABLE 269 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 294 TABLE 270 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 294 TABLE 271 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 294 TABLE 272 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 295 TABLE 273 EUROPE: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 295 TABLE 274 EUROPE: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 295 TABLE 275 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION) 296 TABLE 276 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION) 296 TABLE 277 EUROPE: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION) 297 TABLE 278 EUROPE: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION) 297 TABLE 279 EUROPE: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION) 298 TABLE 280 EUROPE: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION) 298 TABLE 281 EUROPE: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION) 299 TABLE 282 EUROPE: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION) 299 TABLE 283 EUROPE: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION) 300 TABLE 284 EUROPE: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION) 300 TABLE 285 EUROPE: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION) 301 TABLE 286 EUROPE: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION) 301 TABLE 287 EUROPE: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION) 302 TABLE 288 EUROPE: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION) 302 TABLE 289 EUROPE: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION) 302 TABLE 290 EUROPE: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION) 303 TABLE 291 EUROPE: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION) 303 TABLE 292 EUROPE: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION) 304 TABLE 293 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION) 304 TABLE 294 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION) 305 TABLE 295 EUROPE: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION) 305 TABLE 296 EUROPE: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION) 306 TABLE 297 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION) 306 TABLE 298 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION) 306 TABLE 299 UK: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 307 TABLE 300 UK: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 307 TABLE 301 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 308 TABLE 302 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 308 TABLE 303 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 309 TABLE 304 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 309 TABLE 305 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 309 TABLE 306 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 310 TABLE 307 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 310 TABLE 308 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 311 TABLE 309 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 311 TABLE 310 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 311 TABLE 311 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 312 TABLE 312 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 312 TABLE 313 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 315 TABLE 314 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 315 TABLE 315 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 315 TABLE 316 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 315 TABLE 317 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 316 TABLE 318 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 316 TABLE 319 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 316 TABLE 320 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 317 TABLE 321 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 317 TABLE 322 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 317 TABLE 323 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 318 TABLE 324 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 318 TABLE 325 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 318 TABLE 326 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 319 TABLE 327 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION) 319 TABLE 328 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION) 320 TABLE 329 ASIA PACIFIC: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION) 320 TABLE 330 ASIA PACIFIC: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION) 321 TABLE 331 ASIA PACIFIC: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION) 321 TABLE 332 ASIA PACIFIC: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION) 322 TABLE 333 ASIA PACIFIC: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION) 322 TABLE 334 ASIA PACIFIC: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION) 323 TABLE 335 ASIA PACIFIC: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION) 323 TABLE 336 ASIA PACIFIC: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION) 324 TABLE 337 ASIA PACIFIC: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION) 324 TABLE 338 ASIA PACIFIC: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION) 325 TABLE 339 ASIA PACIFIC: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION) 325 TABLE 340 ASIA PACIFIC: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION) 326 TABLE 341 ASIA PACIFIC: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION) 326 TABLE 342 ASIA PACIFIC: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION) 327 TABLE 343 ASIA PACIFIC: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION) 327 TABLE 344 ASIA PACIFIC: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION) 328 TABLE 345 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION) 328 TABLE 346 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION) 329 TABLE 347 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION) 329 TABLE 348 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION) 330 TABLE 349 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION) 330 TABLE 350 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION) 331 TABLE 351 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 331 TABLE 352 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 332 TABLE 353 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 332 TABLE 354 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 332 TABLE 355 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 333 TABLE 356 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 333 TABLE 357 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 334 TABLE 358 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 334 TABLE 359 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 335 TABLE 360 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 335 TABLE 361 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 336 TABLE 362 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 336 TABLE 363 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 336 TABLE 364 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 337 TABLE 365 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 338 TABLE 366 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 338 TABLE 367 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 339 TABLE 368 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 339 TABLE 369 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 339 TABLE 370 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 340 TABLE 371 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 340 TABLE 372 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 340 TABLE 373 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 341 TABLE 374 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 341 TABLE 375 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 341 TABLE 376 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 342 TABLE 377 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 342 TABLE 378 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 342 TABLE 379 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION) 343 TABLE 380 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION) 343 TABLE 381 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION) 344 TABLE 382 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION) 344 TABLE 383 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION) 345 TABLE 384 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION) 345 TABLE 385 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION) 346 TABLE 386 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION) 346 TABLE 387 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION) 347 TABLE 388 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION) 347 TABLE 389 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION) 348 TABLE 390 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION) 348 TABLE 391 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION) 349 TABLE 392 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION) 349 TABLE 393 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION) 349 TABLE 394 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION) 350 TABLE 395 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION) 350 TABLE 396 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION) 351 TABLE 397 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION) 351 TABLE 398 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION) 352 TABLE 399 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION) 352 TABLE 400 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION) 353 TABLE 401 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION) 353 TABLE 402 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION) 353 TABLE 403 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 354 TABLE 404 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 354 TABLE 405 UAE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 355 TABLE 406 UAE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 355 TABLE 407 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 356 TABLE 408 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 356 TABLE 409 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 356 TABLE 410 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 357 TABLE 411 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 357 TABLE 412 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 357 TABLE 413 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 359 TABLE 414 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 359 TABLE 415 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION) 360 TABLE 416 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION) 360 TABLE 417 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION) 360 TABLE 418 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION) 360 TABLE 419 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION) 361 TABLE 420 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION) 361 TABLE 421 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION) 362 TABLE 422 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION) 362 TABLE 423 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION) 362 TABLE 424 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION) 363 TABLE 425 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION) 363 TABLE 426 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION) 363 TABLE 427 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION) 364 TABLE 428 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION) 364 TABLE 429 LATIN AMERICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION) 365 TABLE 430 LATIN AMERICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION) 365 TABLE 431 LATIN AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION) 366 TABLE 432 LATIN AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION) 366 TABLE 433 LATIN AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION) 367 TABLE 434 LATIN AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION) 367 TABLE 435 LATIN AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION) 368 TABLE 436 LATIN AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION) 368 TABLE 437 LATIN AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION) 369 TABLE 438 LATIN AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION) 369 TABLE 439 LATIN AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION) 370 TABLE 440 LATIN AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION) 370 TABLE 441 LATIN AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION) 371 TABLE 442 LATIN AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION) 371 TABLE 443 LATIN AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION) 372 TABLE 444 LATIN AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION) 372 TABLE 445 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION) 373 TABLE 446 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION) 373 TABLE 447 LATIN AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION) 374 TABLE 448 LATIN AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION) 374 TABLE 449 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION) 374 TABLE 450 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION) 375 TABLE 451 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 375 TABLE 452 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 376 TABLE 453 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 376 TABLE 454 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 376 TABLE 455 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 377 TABLE 456 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 377 TABLE 457 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION) 378 TABLE 458 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION) 378 TABLE 459 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS, 2020–2024 379 TABLE 460 GENERATIVE AI MARKET: DEGREE OF COMPETITION 384 TABLE 461 GENERATIVE AI MARKET: REGION FOOTPRINT 399 TABLE 462 GENERATIVE AI MARKET: OFFERING FOOTPRINT 400 TABLE 463 GENERATIVE AI MARKET: DATA MODALITY FOOTPRINT 401 TABLE 464 GENERATIVE AI MARKET: END USER FOOTPRINT 402 TABLE 465 GENERATIVE AI MARKET: KEY STARTUPS/SMES 405 TABLE 466 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES 408 TABLE 467 GENERATIVE AI MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2023–MAY 2025 409 TABLE 468 GENERATIVE AI MARKET: DEALS, JANUARY 2023–MAY 2025 426 TABLE 469 MICROSOFT: COMPANY OVERVIEW 462 TABLE 470 MICROSOFT: PRODUCTS OFFERED 463 TABLE 471 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 464 TABLE 472 MICROSOFT: DEALS 466 TABLE 473 AWS: COMPANY OVERVIEW 470 TABLE 474 AWS: PRODUCTS OFFERED 471 TABLE 475 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 473 TABLE 476 AWS: DEALS 474 TABLE 477 GOOGLE: COMPANY OVERVIEW 479 TABLE 478 GOOGLE: PRODUCTS OFFERED 480 TABLE 479 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 482 TABLE 480 GOOGLE: DEALS 483 TABLE 481 ADOBE: COMPANY OVERVIEW 488 TABLE 482 ADOBE: PRODUCTS OFFERED 489 TABLE 483 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS 491 TABLE 484 ADOBE: DEALS 492 TABLE 485 OPENAI: COMPANY OVERVIEW 495 TABLE 486 OPENAI: PRODUCTS OFFERED 496 TABLE 487 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS 497 TABLE 488 OPENAI: DEALS 498 TABLE 489 IBM: COMPANY OVERVIEW 501 TABLE 490 IBM: PRODUCTS OFFERED 502 TABLE 491 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 504 TABLE 492 IBM: DEALS 505 TABLE 493 META: COMPANY OVERVIEW 508 TABLE 494 META: PRODUCTS OFFERED 509 TABLE 495 META: PRODUCT LAUNCHES AND ENHANCEMENTS 510 TABLE 496 META: DEALS 512 TABLE 497 ANTHROPIC: COMPANY OVERVIEW 514 TABLE 498 ANTHROPIC: PRODUCTS OFFERED 515 TABLE 499 ANTHROPIC: PRODUCT LAUNCHES AND ENHANCEMENTS 515 TABLE 500 ANTHROPIC: DEALS 516 TABLE 501 NVIDIA: COMPANY OVERVIEW 517 TABLE 502 NVIDIA: PRODUCTS OFFERED 518 TABLE 503 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS 520 TABLE 504 NVIDIA: DEALS 521 TABLE 505 ACCENTURE: COMPANY OVERVIEW 524 TABLE 506 ACCENTURE: PRODUCTS OFFERED 525 TABLE 507 ACCENTURE: DEALS 526 TABLE 508 CAPGEMINI: COMPANY OVERVIEW 528 TABLE 509 CAPGEMINI: PRODUCTS OFFERED 529 TABLE 510 CAPGEMINI: PRODUCT LAUNCHES AND ENHANCEMENTS 530 TABLE 511 CAPGEMINI: DEALS 530 TABLE 512 HPE: COMPANY OVERVIEW 532 TABLE 513 HPE: PRODUCTS OFFERED 533 TABLE 514 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS 534 TABLE 515 HPE: DEALS 536 TABLE 516 AMD: COMPANY OVERVIEW 537 TABLE 517 AMD: PRODUCTS OFFERED 538 TABLE 518 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS 540 TABLE 519 AMD: DEALS 542 TABLE 520 ORACLE: COMPANY OVERVIEW 544 TABLE 521 ORACLE: PRODUCTS OFFERED 545 TABLE 522 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 547 TABLE 523 ORACLE: DEALS 548 TABLE 524 SALESFORCE: COMPANY OVERVIEW 550 TABLE 525 SALESFORCE: PRODUCTS OFFERED 551 TABLE 526 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 553 TABLE 527 SALESFORCE: DEALS 554 TABLE 528 TELUS INTERNATIONAL: COMPANY OVERVIEW 556 TABLE 529 TELUS INTERNATIONAL: PRODUCTS OFFERED 557 TABLE 530 INNODATA: COMPANY OVERVIEW 558 TABLE 531 INNODATA: PRODUCTS OFFERED 559 TABLE 532 INNODATA: PRODUCT LAUNCHES AND ENHANCEMENTS 560 TABLE 533 CENTIFIC: COMPANY OVERVIEW 562 TABLE 534 CENTIFIC: PRODUCTS OFFERED 563 TABLE 535 CENTIFIC: PRODUCT LAUNCHES AND ENHANCEMENTS 563 TABLE 536 CENTIFIC: DEALS 563 TABLE 537 HQE SYSTEMS: COMPANY OVERVIEW 575 TABLE 538 HQE SYSTEMS: PRODUCTS OFFERED 576 TABLE 539 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2020–2023 (USD MILLION) 600 TABLE 540 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2024–2030 (USD MILLION) 601 TABLE 541 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2020–2023 (USD MILLION) 602 TABLE 542 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2024–2030 (USD MILLION) 602 TABLE 543 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2020–2023 (USD MILLION) 603 TABLE 544 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2024–2030 (USD MILLION) 603 TABLE 545 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2020–2023 (USD MILLION) 604 TABLE 546 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2024–2030 (USD MILLION) 605 TABLE 547 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2020–2023 (USD MILLION) 606 TABLE 548 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 606 TABLE 549 LARGE LANGUAGE MODEL MARKET, BY END USER, 2020–2023 (USD MILLION) 607 TABLE 550 LARGE LANGUAGE MODEL MARKET, BY END USER, 2024–2030 (USD MILLION) 608 TABLE 551 LARGE LANGUAGE MODEL MARKET, BY REGION, 2020–2023 (USD MILLION) 609 TABLE 552 LARGE LANGUAGE MODEL MARKET, BY REGION, 2024–2030 (USD MILLION) 609 TABLE 553 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2020–2024 (USD BILLION) 610 TABLE 554 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2025–2032 (USD BILLION) 611 TABLE 555 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2020–2024 (USD BILLION) 611 TABLE 556 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2025–2032 (USD BILLION) 612 TABLE 557 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2020–2024 (USD BILLION) 612 TABLE 558 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2025–2032 (USD BILLION) 613 TABLE 559 ARTIFICIAL INTELLIGENCE MARKET, BY ENTERPRISE APPLICATION, 2020–2024 (USD BILLION) 614 TABLE 560 ARTIFICIAL INTELLIGENCE MARKET, BY ENTERPRISE APPLICATION, 2025–2032 (USD BILLION) 614 TABLE 561 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2020–2024 (USD BILLION) 615 TABLE 562 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2025–2032 (USD BILLION) 615 TABLE 563 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2020–2024 (USD BILLION) 616 TABLE 564 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2025–2032 (USD BILLION) 616 FIGURE 1 GENERATIVE AI MARKET: RESEARCH DESIGN 59 FIGURE 2 DATA TRIANGULATION 63 FIGURE 3 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 64 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/INFRASTRUCTURE/SERVICES OF GENERATIVE AI MARKET 65 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/INFRASTRUCTURE/SERVICES OF GENERATIVE AI MARKET 66 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/INFRASTRUCTURE/ SERVICES OF GENERATIVE AI MARKET 67 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL IT SPENDING 68 FIGURE 8 GENERATIVE AI MARKET: RESEARCH LIMITATIONS 72 FIGURE 9 INFRASTRUCTURE SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2025 76 FIGURE 10 COMPUTE SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025 76 FIGURE 11 GENERATIVE AI SAAS TO BE LARGEST SOFTWARE SEGMENT IN 2025 77 FIGURE 12 MODEL DEVELOPMENT & FINE-TUNING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025 77 FIGURE 13 TEXT SEGMENT TO DOMINATE MARKET IN 2025 77 FIGURE 14 CONTENT MANAGEMENT SEGMENT TO LEAD MARKET IN 2025 78 FIGURE 15 ENTERPRISES SEGMENT TO DOMINATE MARKET IN 2025 78 FIGURE 16 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD 78 FIGURE 17 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030 79 FIGURE 18 INCREASING DEMAND FOR FOUNDATION MODELS AND IMPROVING PERFORMANCE OF GEN AI-POWERED SEARCH TO DRIVE MARKET 80 FIGURE 19 MULTIMODAL SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD 81 FIGURE 20 INFRASTRUCTURE AND SOFTWARE & TECHNOLOGY PROVIDERS SEGMENTS TO ACCOUNT FOR LARGEST MARKET SHARES IN NORTH AMERICA IN 2025 81 FIGURE 21 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025 82 FIGURE 22 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 84 FIGURE 23 EVOLUTION OF GENERATIVE AI 91 FIGURE 24 GENERATIVE AI MATURITY CURVE 92 FIGURE 25 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 94 FIGURE 26 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM 98 FIGURE 27 GENERATIVE AI EQUITY FUNDING AND DEALS, 2020–2024 109 FIGURE 28 GENERATIVE AI EQUITY FUNDING, BY GEN AI STACK, 2020–2024 109 FIGURE 29 LARGEST FUNDING ROUNDS IN GENERATIVE AI, 2024 (USD BILLION) 110   FIGURE 30 LEADING AI STARTUPS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND, UNTIL 2025 111 FIGURE 31 EXPORT OF PROCESSORS AND CONTROLLERS, BY KEY COUNTRY, 2017–2024 (USD BILLION) 130 FIGURE 32 IMPORT OF PROCESSORS AND CONTROLLERS, BY KEY COUNTRY, 2017–2024 (USD BILLION) 131 FIGURE 33 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2016–2025 133 FIGURE 34 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016–2025 135 FIGURE 35 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS 140 FIGURE 36 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE ENTERPRISE END USERS 141 FIGURE 37 KEY BUYING CRITERIA FOR TOP THREE ENTERPRISE END USERS 142 FIGURE 38 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 143 FIGURE 39 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 146 FIGURE 40 MULTIMODAL SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 184 FIGURE 41 SYNTHETIC DATA MANAGEMENT SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 194 FIGURE 42 ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR THAN CONSUMERS SEGMENT DURING FORECAST PERIOD 225 FIGURE 43 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 227 FIGURE 44 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 268 FIGURE 45 INDIA TO WITNESS HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD 269 FIGURE 46 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT 271 FIGURE 47 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT 314 FIGURE 48 GENERATIVE AI MARKET: REVENUE ANALYSIS OF FIVE KEY PLAYERS, 2020–2024 382 FIGURE 49 SHARE ANALYSIS OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2024 384 FIGURE 50 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 388 FIGURE 51 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 390 FIGURE 52 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 392 FIGURE 53 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 393 FIGURE 54 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 395 FIGURE 55 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 395 FIGURE 56 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024 397 FIGURE 57 GENERATIVE AI MARKET: COMPANY FOOTPRINT 398 FIGURE 58 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 404 FIGURE 59 MICROSOFT: COMPANY SNAPSHOT 462 FIGURE 60 AWS: COMPANY SNAPSHOT 471 FIGURE 61 GOOGLE: COMPANY SNAPSHOT 480 FIGURE 62 ADOBE: COMPANY SNAPSHOT 489 FIGURE 63 IBM: COMPANY SNAPSHOT 502 FIGURE 64 META: COMPANY SNAPSHOT 509   FIGURE 65 NVIDIA: COMPANY SNAPSHOT 518 FIGURE 66 ACCENTURE: COMPANY SNAPSHOT 525 FIGURE 67 CAPGEMINI: COMPANY SNAPSHOT 529 FIGURE 68 HPE: COMPANY SNAPSHOT 533 FIGURE 69 AMD: COMPANY SNAPSHOT 538 FIGURE 70 ORACLE: COMPANY SNAPSHOT 545 FIGURE 71 SALESFORCE: COMPANY SNAPSHOT 551 FIGURE 72 TELUS INTERNATIONAL: COMPANY SNAPSHOT 556 FIGURE 73 INNODATA: COMPANY SNAPSHOT 559

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