Report

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
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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
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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
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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
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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
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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
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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

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