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Small Language Model (SLM) Market by Offering (Model Training & Fine-Tuning Services, Custom Model Development Services), Application (Content Generation, Sentiment Analysis), Data Modality (Text, Audio, Code, Video, Multimodal) - Global Forecast to 2032
Market Report I 2025-03-26 I 358 Pages I MarketsandMarkets
The Small language models market is projected to grow from USD 0.93 billion in 2025 to USD 5.45 billion by 2032, at a compound annual growth rate (CAGR) of 28.7% during the forecast period. SLMs require lower computational power, making them ideal for tasks like conversational AI, fraud detection, and predictive maintenance in industries such as finance, healthcare, and manufacturing. Additionally, the growth of AI-powered automation and robotic process automation (RPA) is driving SLM adoption, as businesses seek efficient, cost-effective AI solutions for automating workflows, data extraction, and customer support. SLMs enable on-device processing, reducing reliance on cloud infrastructure and enhancing privacy. SLMs face performance limitations, as they have fewer parameters and reduced capacity for complex reasoning, nuanced text generation, and deep contextual understanding. This can impact their accuracy and effectiveness in tasks requiring extensive knowledge or intricate decision-making. Additionally, SLMs often struggle with specialized applications due to limited training data. SLMs may lack the depth needed for large domain-specific expertise, making them less effective in areas like legal case analysis, medical diagnostics, or scientific research.
"Semantic Search & Information Retrieval Application to Have Highest CAGR During Forecast Period"
The semantic search & information retrieval is expected to have highest CAGR in the small language models market due to the increasing need for faster and more accurate search results across industries. Unlike traditional keyword-based search, semantic search understands the intent and context behind queries, delivering more relevant results. Businesses are adopting SLM-powered search solutions to improve customer support, knowledge management, and data analysis. Industries such as healthcare, legal, and finance benefit from SLMs ability to process vast amounts of information efficiently. Additionally, the rise of AI-powered chatbots, virtual assistants, and enterprise search tools is driving demand for semantic search capabilities, making it a key growth area for SLM adoption.
"Software Offerings to Hold Largest Market Share During Forecast Period"
The software segment is expected to hold the largest market share during the forecast period due to the growing demand for ready-to-use AI models across various industries. Businesses prefer software-based SLM solutions as they offer cost-effective, scalable, and easily deployable AI capabilities for applications like chatbots, content generation, semantic search, and automation. Additionally, advancements in model optimization techniques have made SLMs more efficient, enabling their use on cloud, on-premises, and edge devices. Companies are increasingly integrating SLMs into their existing software ecosystems to enhance productivity and decision-making. With continuous improvements in AI algorithms and increasing adoption across sectors such as BFSI, healthcare, and retail, the software segment is set to dominate the SLM market.
"Asia Pacific's rapid small language models market growth fueled by funding and emerging technologies, while North America leads in market size"
The Asia Pacific region is expected to grow at the fastest CAGR in the small language models market, while North America is projected to hold the largest market share. Singapore launched the National Multimodal Language Model Programme with USD 52 million in funding to build AI models suited for Southeast Asia's diverse languages, while Malaysia's Mesolitica introduced MaLLaM, an AI model supporting 16 regional languages, enhancing customer service and data analysis. Countries in this region are leveraging SLMs for applications like customer service, financial analysis, and e-commerce optimization, driving demand. Additionally, the growing number of AI startups and government initiatives supporting AI research are fueling market expansion. Meanwhile, North America dominates the market driven by strong AI adoption across enterprises, well-established technology infrastructure, and significant investments in AI research and development. Companies such as OpenAI, Microsoft, and Meta are developing smaller yet efficient AI models to optimize performance and accessibility. Additionally, enterprises are increasingly adopting proprietary small-scale AI models tailored to their specific needs, reducing reliance on large, generalized AI solutions.
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 small language models market.
- By Company: Tier I - 27%, Tier II - 40%, and Tier III - 33%
- By Designation: Directors - 30%, Managers - 44%, and others - 26%
- By Region: North America - 48%, Europe - 24%, Asia Pacific - 18%, Middle East & Africa - 4%, and Latin America - 6%
The report includes the study of vendors offering small language models market. It profiles major vendors in the small language models market. The major players in the small language models market include Microsoft (US), IBM (US), Infosys (India), Mistral AI (France), AWS (US), Meta (US), Anthropic (US), Cohere (Canada), OpenAI (US), Alibaba (China), Arcee AI (US), Deepseek (China), Upstage AI (US), AI21 Labs (Israel), Krutrim (India), Stability AI (UK), Together AI (US), Lamini AI (US), Groq (US), Malted.ai (UK), Predibase (US), Cerebras (US), Ollama (US), Fireworks AI (US), Snowflake (US), and Prem AI (Switzerland).
Research coverage
This research report categorizes the small language models market by offering, deployment mode, application, data modality, model size, and end user. The offering segment is split into software and services. The services segment include custom model development services, model training & fine-tuning services, integration & deployment services, consulting & advisory services, and other services (prompt engineering and support & maintenance services). The deployment mode segment includes cloud, edge devices, and on-premise deployment modes. The application segment is split into content generation, sentiment analysis, semantic search & information retrieval, conversational AI, translation & localization, data extraction & document analysis, and other applications (behavioral analytics, anomaly detection and code generation & debugging). Data modality segment is split into text, voice, video, code, and multimodal. Model size segment includes small language models less than 2 billion parameters, 2 billion to less than 8 billion parameters, 8 billion to, less than 12 billion parameters, and 12 billion to 20 billion parameters. The end user segment includes individual users, and enterprise users. Enterprise end-users are further split into BFSI, healthcare & life sciences, retail & e-commerce, technology & software providers, media & entertainment, telecommunications, automotive, manufacturing, law firms, and others (education, and transportation & logistics). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the small language models market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the small language models market.
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 small language models market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (regulatory compliance driving local AI adoption, affordable AI solutions expanding market reach, advancements in model compression enabling efficiency and industry-specific AI models enhancing performance), restraints (shallow contextual understanding limits accuracy, lack of multimodal processing restricts functionality and fragmented development tools slowing standardization), opportunities (self-optimizing AI models enabling continuous improvement, automated AI model optimization via meta-learning and specialized AI infrastructure enhancing SLM efficiency), and challenges (combating AI-generated misinformation and deepfakes and limited scalability restricting generalized AI applications).
Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the small language models market.
Market Development: Comprehensive information about lucrative markets - the report analyses the small language models market across varied regions.
Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the small language models market.
Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Microsoft (US), IBM (US), Infosys (India), Mistral AI (France), AWS (US), Meta (US), Anthropic (US), Cohere (Canada), OpenAI (US), Alibaba (China), Arcee AI (US), Deepseek (China), Upstage AI (US), AI21 Labs (Israel), Krutrim (India), Stability AI (UK), Together AI (US), Lamini AI (US), Groq (US), Malted.ai (UK), Predibase (US), Cerebras (US), Ollama (US), Fireworks AI (US), Snowflake (US), and Prem AI (Switzerland), among others in the small language models market. The report also helps stakeholders understand the pulse of the small language models market and provides them with information on key market drivers, restraints, challenges, and opportunities.
1 INTRODUCTION 32
1.1 STUDY OBJECTIVES 32
1.2 MARKET DEFINITION 32
1.2.1 INCLUSIONS AND EXCLUSIONS 33
1.3 MARKET SCOPE 34
1.3.1 MARKET SEGMENTATION 34
1.3.2 YEARS CONSIDERED 35
1.4 CURRENCY CONSIDERED 35
1.5 STAKEHOLDERS 36
2 RESEARCH METHODOLOGY 37
2.1 RESEARCH DATA 37
2.1.1 SECONDARY DATA 38
2.1.2 PRIMARY DATA 38
2.1.2.1 Breakup of primary profiles 39
2.1.2.2 Key industry insights 39
2.2 MARKET BREAKUP AND DATA TRIANGULATION 40
2.3 MARKET SIZE ESTIMATION 41
2.3.1 TOP-DOWN APPROACH 41
2.3.2 BOTTOM-UP APPROACH 42
2.4 MARKET FORECAST 46
2.5 RESEARCH ASSUMPTIONS 47
2.6 RESEARCH LIMITATIONS 49
3 EXECUTIVE SUMMARY 50
4 PREMIUM INSIGHTS 57
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN SMALL LANGUAGE MODELS MARKET 57
4.2 SMALL LANGUAGE MODELS MARKET: TOP THREE APPLICATIONS 58
4.3 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE AND DATA MODALITY 58
4.4 SMALL LANGUAGE MODELS MARKET, BY REGION 59
5 MARKET OVERVIEW AND INDUSTRY TRENDS 60
5.1 INTRODUCTION 60
5.2 MARKET DYNAMICS 60
5.2.1 DRIVERS 61
5.2.1.1 Regulatory compliance driving local AI adoption 61
5.2.1.2 Affordable AI solutions expanding market reach 61
5.2.1.3 Advancements in model compression enabling efficiency 62
5.2.1.4 Industry-specific AI models enhancing performance 62
5.2.2 RESTRAINTS 62
5.2.2.1 Shallow contextual understanding limits accuracy 62
5.2.2.2 Lack of multimodal processing restricts functionality 63
5.2.2.3 Fragmented development tools slowing standardization 63
5.2.3 OPPORTUNITIES 63
5.2.3.1 Self-optimizing AI models enabling continuous improvement 63
5.2.3.2 Automated AI model optimization via meta-learning 64
5.2.3.3 Specialized AI infrastructure enhancing SLM efficiency 64
5.2.4 CHALLENGES 64
5.2.4.1 Combating AI-generated misinformation and deepfakes 64
5.2.4.2 Limited scalability restricting generalized AI applications 65
5.3 SMALL LANGUAGE MODELS MARKET: EVOLUTION 65
5.4 ECOSYSTEM ANALYSIS 67
5.4.1 SOFTWARE PROVIDERS, BY PARAMETER COUNT 68
5.4.2 COMMERCIAL (PAID) SLM PROVIDERS 68
5.4.3 SLM SERVICE PROVIDERS 68
5.4.4 FREE-TO-USE SLM PROVIDERS 68
5.5 SUPPLY CHAIN ANALYSIS 69
5.6 INVESTMENT LANDSCAPE AND FUNDING SCENARIO 70
5.7 CASE STUDY ANALYSIS 72
5.7.1 CASE STUDY 1: GUILD EDUCATION ENHANCES CAREER GUIDANCE WITH DOMAIN-ADAPTED SLMS 72
5.7.2 CASE STUDY 2: LAW&COMPANY REVOLUTIONIZES SOUTH KOREAN LEGAL SERVICES 72
5.7.3 CASE STUDY 3: AT&T OPTIMIZES CALL CENTER OPERATIONS WITH H2O.AI 73
5.7.4 CASE STUDY 4: ACTIVELOOP STREAMLINES PATENT SEARCH & GENERATION WITH PATENTPT 73
5.7.5 CASE STUDY 5: UPSTAGE REVOLUTIONIZES MEDIA PROOFREADING WITH SOLAR-PROOFREAD ON PREDIBASE 74
5.8 TECHNOLOGY ANALYSIS 74
5.8.1 KEY TECHNOLOGIES 74
5.8.1.1 Model quantization & pruning 74
5.8.1.2 Knowledge distillation 75
5.8.1.3 Transformer & efficient architectures 75
5.8.1.4 Federated learning 75
5.8.1.5 Sparse & low-rank adaptation 75
5.8.2 COMPLEMENTARY TECHNOLOGIES 75
5.8.2.1 Edge AI & neuromorphic computing 75
5.8.2.2 Few-shot & zero-shot learning 76
5.8.2.3 Adversarial training & security mechanisms 76
5.8.2.4 Continual learning & adaptive AI 76
5.8.3 ADJACENT TECHNOLOGIES 76
5.8.3.1 Multimodal AI 76
5.8.3.2 Digital twins & simulation AI 76
5.8.3.3 AI-powered code generation & AutoML 76
5.8.3.4 Blockchain & decentralized AI 76
5.9 REGULATORY LANDSCAPE 77
5.9.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77
5.9.2 KEY REGULATIONS, BY REGION 81
5.9.2.1 North America 81
5.9.2.1.1 SCR 17: Artificial Intelligence Bill (California) 81
5.9.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut) 81
5.9.2.1.3 National Artificial Intelligence Initiative Act (NAIIA) 81
5.9.2.1.4 Artificial Intelligence and Data Act (AIDA) - Canada 82
5.9.2.2 Europe 82
5.9.2.2.1 European Union (EU) - Artificial Intelligence Act (AIA) 82
5.9.2.2.2 General Data Protection Regulation (Europe) 83
5.9.2.3 Asia Pacific 83
5.9.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China) 83
5.9.2.3.2 National AI Strategy (Singapore) 84
5.9.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan) 85
5.9.2.4 Middle East & Africa 85
5.9.2.4.1 National Strategy for Artificial Intelligence (UAE) 85
5.9.2.4.2 National Artificial Intelligence Strategy (Qatar) 86
5.9.2.4.3 AI Ethics Principles and Guidelines (Dubai) 86
5.9.3 LATIN AMERICA 86
5.9.3.1 Santiago Declaration (Chile) 86
5.9.3.2 Brazilian Artificial Intelligence Strategy (EBIA) 87
5.10 PATENT ANALYSIS 87
5.10.1 METHODOLOGY 87
5.10.2 PATENTS FILED, BY DOCUMENT TYPE 88
5.10.3 INNOVATION AND PATENT APPLICATIONS 88
5.11 PRICING ANALYSIS 92
5.11.1 AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2024 93
5.11.2 AVERAGE SELLING PRICE OF KEY PLAYERS, BY PARAMETER SIZE, 2024 94
5.12 KEY CONFERENCES AND EVENTS, 2025-2026 95
5.13 PORTER'S FIVE FORCES ANALYSIS 96
5.13.1 THREAT OF NEW ENTRANTS 97
5.13.2 THREAT OF SUBSTITUTES 97
5.13.3 BARGAINING POWER OF SUPPLIERS 97
5.13.4 BARGAINING POWER OF BUYERS 98
5.13.5 INTENSITY OF COMPETITIVE RIVALRY 98
5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 98
5.14.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 98
5.15 KEY STAKEHOLDERS & BUYING CRITERIA 99
5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 99
5.15.2 BUYING CRITERIA 100
6 SMALL LANGUAGE MODELS MARKET, BY OFFERING 101
6.1 INTRODUCTION 102
6.1.1 DRIVERS: SMALL LANGUAGE MODELS MARKET, BY OFFERING 102
6.2 SOFTWARE 104
6.2.1 OPTIMIZING SLM ARCHITECTURE FOR EFFICIENCY AND SCALABILITY 104
6.3 SERVICES 105
6.3.1 HELPING BUSINESSES DEVELOP, DEPLOY, AND OPTIMIZE AI SOLUTIONS 105
6.3.2 CUSTOM MODEL DEVELOPMENT 108
6.3.3 MODEL TRAINING AND FINE-TUNING SERVICES 109
6.3.4 INTEGRATION & DEPLOYMENT 110
6.3.5 CONSULTING & ADVISORY SERVICES 111
6.3.6 OTHER SERVICES 112
7 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE 113
7.1 INTRODUCTION 114
7.1.1 DEPLOYMENT MODE: SMALL LANGUAGE MODELS MARKET DRIVERS 114
7.2 CLOUD 116
7.2.1 AUTOMATIC MAINTENANCE, SECURITY UPDATES, AND PERFORMANCE OPTIMIZATIONS 116
7.3 ON-PREMISES 117
7.3.1 CUSTOMIZE MODELS BASED ON SPECIFIC REQUIREMENTS 117
7.4 EDGE DEVICES 118
7.4.1 REAL-TIME RESPONSES, LOW LATENCY, AND MINIMAL RELIANCE ON CLOUD INFRASTRUCTURE 118
8 SMALL LANGUAGE MODELS MARKET, BY APPLICATION 120
8.1 INTRODUCTION 121
8.1.1 APPLICATION: SMALL LANGUAGE MODELS MARKET DRIVERS 121
8.2 CONTENT GENERATION 123
8.2.1 AUTOMATES MARKETING COPY AND SOCIAL MEDIA CONTENT 123
8.3 SENTIMENT ANALYSIS 124
8.3.1 INTEGRATES SLMS TO TRACK BRAND SENTIMENT 124
8.4 SEMANTIC SEARCH & INFORMATION RETRIEVAL 126
8.4.1 IMPROVES INFORMATION RETRIEVAL EFFICIENCY IN KNOWLEDGE-INTENSIVE DOMAINS 126
8.5 CONVERSATIONAL AI 127
8.5.1 ENABLES MORE NATURAL, REAL-TIME INTERACTIONS 127
8.6 TRANSLATION & LOCALIZATION 128
8.6.1 ENSURES ACCURACY IN SPECIALIZED FIELDS 128
8.7 DATA EXTRACTION & DOCUMENT ANALYSIS 129
8.7.1 FACILITATES AUTOMATED EXTRACTION OF KEY INSIGHTS FROM CONTRACTS, INVOICES, AND COMPLIANCE DOCUMENTS 129
8.8 OTHER APPLICATIONS 130
9 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY 132
9.1 INTRODUCTION 133
9.1.1 DATA MODALITY: SMALL LANGUAGE MODELS MARKET DRIVERS 133
9.2 TEXT 135
9.2.1 ENHANCES NATURAL LANGUAGE PROCESSING 135
9.3 VOICE 136
9.3.1 ENABLES EFFICIENT SPEECH RECOGNITION, VOICE ASSISTANTS, TRANSCRIPTION, AND REAL-TIME LANGUAGE TRANSLATION 136
9.4 VIDEO 137
9.4.1 USED FOR AUTOMATED VIDEO INDEXING, INTERACTIVE CONTENT GENERATION, AND ACCESSIBILITY SOLUTIONS 137
9.5 CODE 138
9.5.1 INDUSTRY-WIES ADOPTION FOR EFFICIENT DEVELOPMENT 138
9.6 MULTIMODAL 139
9.6.1 INTEGRATES DIFFERENT DATA MODALITIES TO ENHANCE AI CAPABILITIES 139
10 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE 141
10.1 INTRODUCTION 142
10.1.1 MODEL SIZE: SMALL LANGUAGE MODELS MARKET DRIVERS 142
10.2 LESS THAN 2 BILLION PARAMETERS 144
10.2.1 PREFERRED BY COMPANIES IN REGULATED INDUSTRIES FOR ON-PREMISES AI DEPLOYMENT 144
10.3 2 BILLION TO LESS THAN 8 BILLION PARAMETERS 145
10.3.1 PREFERRED BY ENTERPRISES FOR INTELLIGENT AUTOMATION, SEMANTIC SEARCH, FRAUD DETECTION, AND REAL-TIME CUSTOMER ENGAGEMENT 145
10.4 8 BILLION TO LESS THAN 12 BILLION PARAMETERS 146
10.4.1 PREFERRED BY ORGANIZATIONS REQUIRING ADAPTABLE AI SYSTEMS 146
10.5 12 BILLION TO 20 BILLION PARAMETERS 148
10.5.1 PREFERRED BY ORGANIZATIONS FOR HIGH-CONTEXT UNDERSTANDING, LONG-FORM CONTENT GENERATION, AND DECISION-SUPPORT SYSTEMS 148
10.6 PROMINENT SMALL LANGUAGE MODELS, BY PARAMETER COUNT 150
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11 SMALL LANGUAGE MODELS MARKET, BY END USER 151
11.1 INTRODUCTION 152
11.1.1 END USERS: SMALL LANGUAGE MODELS MARKET DRIVERS 152
11.2 ENTERPRISES 154
11.2.1 BFSI 157
11.2.1.1 Cost reduction, enhanced customer experiences, and strengthened security measures 157
11.2.2 HEALTHCARE & LIFE SCIENCES 158
11.2.2.1 Enhanced patient care and advanced medical research 158
11.2.3 RETAIL & E-COMMERCE 160
11.2.3.1 Tailored product recommendations enhancing shopping experience 160
11.2.4 TECHNOLOGY & SOFTWARE PROVIDERS 161
11.2.4.1 Maintain competitive edge and meet dynamic needs 161
11.2.5 MEDIA & ENTERTAINMENT 162
11.2.5.1 Transform media workflows, making advanced AI capabilities accessible 162
11.2.6 TELECOMMUNICATIONS 163
11.2.6.1 More personalized and efficient solutions through SLMs 163
11.2.7 AUTOMOTIVE 165
11.2.7.1 Transform automotive functionalities, making advanced AI capabilities 165
11.2.8 MANUFACTURING 166
11.2.8.1 Enhanced risk management, automation of complex processes,
and improved operational efficiency 166
11.2.9 LAW FIRMS 167
11.2.9.1 Enhanced document analysis, improved risk assessment, and streamlined administrative processes 167
11.2.10 OTHER ENTERPRISES 168
11.3 BY INDIVIDUAL USERS 169
12 SMALL LANGUAGE MODELS MARKET, BY REGION 171
12.1 INTRODUCTION 172
12.2 NORTH AMERICA 173
12.2.1 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET DRIVERS 174
12.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK 174
12.2.3 US 182
12.2.3.1 Advancements in SLMs and broader AI technologies align with national interests 182
12.2.4 CANADA 183
12.2.4.1 Canada's small language models market driven by key initiatives 183
12.3 EUROPE 184
12.3.1 EUROPE: SMALL LANGUAGE MODELS MARKET DRIVERS 185
12.3.2 EUROPE: MACROECONOMIC OUTLOOK 185
12.3.3 UK 192
12.3.3.1 UK government's research and innovation ecosystem focused on responsible and trustworthy AI 192
12.3.4 GERMANY 193
12.3.4.1 Industry demand and government support drive market 193
12.3.5 FRANCE 194
12.3.5.1 AI demand and fundings drive market growth 194
12.3.6 ITALY 195
12.3.6.1 Growth of market driven by regulations and AI incorporation 195
12.3.7 SPAIN 196
12.3.7.1 Market growth fueled by strategic initiatives and industry innovation 196
12.3.8 REST OF EUROPE 197
12.4 ASIA PACIFIC 198
12.4.1 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET DRIVERS 198
12.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK 199
12.4.3 CHINA 208
12.4.3.1 Market driven by government policies, grants, research programs, and public-private partnerships 208
12.4.4 JAPAN 209
12.4.4.1 Government's focus on research and development drives growth 209
12.4.5 INDIA 210
12.4.5.1 Market driven by significant developments from key industry players, substantial funding activities, and notable technological advancements 210
12.4.6 SOUTH KOREA 211
12.4.6.1 Increase in AI adoption and innovation drives growth 211
12.4.7 REST OF ASIA PACIFIC 212
12.5 MIDDLE EAST & AFRICA 213
12.5.1 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET DRIVERS 213
12.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK 214
12.5.3 UAE 220
12.5.3.1 Development and deployment of SLMs drive growth 220
12.5.4 SAUDI ARABIA 221
12.5.4.1 Saudi Arabia established SDAIA to spearhead AI strategies in line with Vision 2030 221
12.5.5 SOUTH AFRICA 222
12.5.5.1 Integration of SLMs presents significant opportunities across various sectors 222
12.5.6 REST OF MIDDLE EAST & AFRICA 223
12.6 LATIN AMERICA 224
12.6.1 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET DRIVERS 224
12.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK 225
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12.6.3 BRAZIL 231
12.6.3.1 Rapid market growth driven by government initiatives 231
12.6.4 MEXICO 232
12.6.4.1 ANIA to strengthen Mexico's AI ecosystem and lay groundwork for future AI regulations 232
12.6.5 REST OF LATIN AMERICA 233
13 COMPETITIVE LANDSCAPE 235
13.1 OVERVIEW 235
13.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2022-2025 235
13.3 REVENUE ANALYSIS, 2020-2024 238
13.4 MARKET SHARE ANALYSIS, 2024 239
13.4.1 MARKET SHARE OF KEY PLAYERS OFFERING SMALL LANGUAGE MODELS 239
13.4.2 MARKET RANKING ANALYSIS 240
13.5 PRODUCT COMPARATIVE ANALYSIS 242
13.6 COMPANY VALUATION AND FINANCIAL METRICS 244
13.7 COMPANY EVALUATION MATRIX: KEY PLAYERS (SOFTWARE PROVIDERS), 2024 245
13.7.1 STARS 245
13.7.2 EMERGING LEADERS 245
13.7.3 PERVASIVE PLAYERS 245
13.7.4 PARTICIPANTS 245
13.7.5 COMPANY FOOTPRINT: KEY PLAYERS (SOFTWARE PROVIDERS), 2024 247
13.7.5.1 Company footprint 247
13.7.5.2 Regional footprint 248
13.7.5.3 Application footprint 249
13.7.5.4 Data modality footprint 250
13.7.5.5 End user footprint 251
13.8 COMPANY EVALUATION MATRIX: KEY PLAYERS (SERVICE PROVIDERS), 2024 252
13.8.1 STARS 252
13.8.2 EMERGING LEADERS 252
13.8.3 PERVASIVE PLAYERS 252
13.8.4 PARTICIPANTS 252
13.8.5 COMPANY FOOTPRINT: KEY PLAYERS (SERVICE PROVIDERS), 2024 254
13.8.5.1 Company footprint 254
13.8.5.2 Regional footprint 254
13.8.5.3 Offering footprint 255
13.8.5.4 Deployment mode footprint 255
13.8.5.5 End user footprint 256
13.9 COMPETITIVE SCENARIO 256
13.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 256
13.9.2 DEALS 259
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14 COMPANY PROFILES 267
14.1 INTRODUCTION 267
14.2 COMMERCIAL SLM PROVIDERS 267
14.2.1 INFOSYS 267
14.2.1.1 Business overview 267
14.2.1.2 Products/Solutions/Services offered 269
14.2.1.3 Recent developments 269
14.2.1.3.1 Product launches and enhancements 269
14.2.1.3.2 Deals 270
14.2.1.4 MnM view 270
14.2.1.4.1 Right to win 270
14.2.1.4.2 Strategic choices 271
14.2.1.4.3 Weaknesses and competitive threats 271
14.2.2 MICROSOFT 272
14.2.2.1 Business overview 272
14.2.2.2 Products/Solutions/Services offered 273
14.2.2.3 Recent developments 274
14.2.2.3.1 Product launches and enhancements 274
14.2.2.3.2 Deals 275
14.2.2.4 MnM view 276
14.2.2.4.1 Right to win 276
14.2.2.4.2 Strategic choices 276
14.2.2.4.3 Weaknesses and competitive threats 276
14.2.3 IBM 277
14.2.3.1 Business overview 277
14.2.3.2 Products/Solutions/Services offered 278
14.2.3.3 Recent developments 279
14.2.3.3.1 Product launches and enhancements 279
14.2.3.3.2 Deals 279
14.2.3.4 MnM view 280
14.2.3.4.1 Right to win 280
14.2.3.4.2 Strategic choices 280
14.2.3.4.3 Weaknesses and competitive threats 280
14.2.4 META 281
14.2.4.1 Business overview 281
14.2.4.2 Products/Solutions/Services offered 282
14.2.4.3 Recent developments 283
14.2.4.3.1 Product launches and enhancements 283
14.2.4.3.2 Deals 283
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14.2.4.4 MnM view 284
14.2.4.4.1 Right to win 284
14.2.4.4.2 Strategic choices 284
14.2.4.4.3 Weaknesses and competitive threats 284
14.2.5 AMAZON WEB SERVICES (AWS) 285
14.2.5.1 Business overview 285
14.2.5.2 Products/Solutions/Services offered 286
14.2.5.3 Recent developments 287
14.2.5.3.1 Deals 287
14.2.5.4 MnM view 288
14.2.5.4.1 Right to win 288
14.2.5.4.2 Strategic choices 288
14.2.5.4.3 Weaknesses and competitive threats 288
14.2.6 MISTRAL AI 289
14.2.6.1 Business overview 289
14.2.6.2 Products/Solutions/Services offered 290
14.2.6.3 Recent developments 290
14.2.6.3.1 Product launches and enhancements 290
14.2.6.3.2 Deals 291
14.2.7 ARCEE AI 292
14.2.7.1 Business overview 292
14.2.7.2 Products/Solutions/Services offered 292
14.2.7.3 Recent developments 293
14.2.7.3.1 Product launches and enhancements 293
14.2.7.3.2 Deals 293
14.2.8 AI21 LABS 294
14.2.8.1 Business overview 294
14.2.8.2 Products/Solutions/Services offered 294
14.2.8.3 Recent developments 295
14.2.8.3.1 Product launches and enhancements 295
14.2.8.3.2 Deals 295
14.2.9 ANTHROPIC 296
14.2.9.1 Business overview 296
14.2.9.2 Products/Solutions/Services offered 296
14.2.9.3 Recent developments 297
14.2.9.3.1 Product launches and enhancements 297
14.2.9.3.2 Deals 297
?
14.2.10 OPENAI 299
14.2.10.1 Business overview 299
14.2.10.2 Products/Solutions/Services offered 299
14.2.10.3 Recent developments 300
14.2.10.3.1 Product launches and enhancements 300
14.2.10.3.2 Deals 300
14.2.11 COHERE 301
14.2.12 DEEPSEEK 302
14.2.13 KRUTRIM 302
14.2.14 STABILITY AI 303
14.2.15 UPSTAGE 304
14.2.16 ALIBABA GROUP 305
14.3 SLM SERVICE PROVIDERS 306
14.3.1 TOGETHER AI 306
14.3.2 LAMINI 307
14.3.3 GROQ 308
14.3.4 MALTED AI 309
14.3.5 PREDIBASE 310
14.3.6 CEREBRAS SYSTEMS 311
14.3.7 OLLAMA 312
14.3.8 FIREWORKS AI 313
14.3.9 SNOWFLAKE 314
14.3.10 PREM AI 315
14.4 NON-COMMERCIAL SLM PROVIDERS 316
14.4.1 NVIDIA 316
14.4.2 GOOGLE 317
14.4.3 HUGGING FACE 318
14.4.4 APPLE 319
14.4.5 SALESFORCE 320
14.4.6 DATABRICKS 321
14.4.7 SARVAM AI 322
14.4.8 SAKANA AI 322
14.4.9 EVOLUTIONARYSCALE 323
14.4.10 EDGERUNNER AI 324
14.4.11 ALMAWAVE 325
14.4.12 LG 326
14.4.13 H20.AI 327
14.4.14 NOUS RESEARCH 327
14.4.15 RHYMES AI 328
14.4.16 REFUEL 329
14.4.17 ELEUTHERAI 330
15 ADJACENT AND RELATED MARKETS 331
15.1 INTRODUCTION 331
15.2 LARGE LANGUAGE MODEL MARKET - GLOBAL FORECAST TO 2030 331
15.2.1 MARKET DEFINITION 331
15.2.2 MARKET OVERVIEW 331
15.2.2.1 Large language model market, by offering 332
15.2.2.2 Large language model market, by architecture 333
15.2.2.3 Large language model market, by modality 334
15.2.2.4 Large language model market, by model size 335
15.2.2.5 Large language model market, by application 337
15.2.2.6 Large language model market, by end user 338
15.2.2.7 Large language model market, by region 339
15.3 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2030 341
15.3.1 MARKET DEFINITION 341
15.3.2 MARKET OVERVIEW 341
15.3.2.1 Generative AI market, by offering 342
15.3.2.2 Generative AI market, by data modality 342
15.3.2.3 Generative AI market, by application 343
15.3.2.4 Generative AI market, by end user 344
15.3.2.5 Generative AI market, by region 345
16 APPENDIX 347
16.1 DISCUSSION GUIDE 347
16.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL 354
16.3 CUSTOMIZATION OPTIONS 356
16.4 RELATED REPORTS 356
16.5 AUTHOR DETAILS 357
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020-2024 35
TABLE 2 PRIMARY INTERVIEWS 38
TABLE 3 FACTOR ANALYSIS 46
TABLE 4 SMALL LANGUAGE MODELS MARKET: RESEARCH ASSUMPTIONS 47
TABLE 5 GLOBAL SMALL LANGUAGE MODELS MARKET SIZE AND GROWTH RATE,
2020-2024 (USD MILLION, Y-O-Y %) 53
TABLE 6 GLOBAL SMALL LANGUAGE MODELS MARKET SIZE AND GROWTH RATE,
2025-2032 (USD MILLION, Y-O-Y %) 53
TABLE 7 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 77
TABLE 8 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 78
TABLE 9 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 79
TABLE 10 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
TABLE 11 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 81
TABLE 12 PATENTS FILED, 2016-2025 88
TABLE 13 LIST OF FEW PATENTS IN SMALL LANGUAGE MODELS MARKET, 2024-2025 89
TABLE 14 AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2024 93
TABLE 15 AVERAGE SELLING PRICE OF KEY PLAYERS, BY PARAMETER SIZE, 2024 94
TABLE 16 SMALL LANGUAGE MODELS MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2025-2026 95
TABLE 17 PORTER'S FIVE FORCES IMPACT ON SMALL LANGUAGE MODELS MARKET 97
TABLE 18 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 100
TABLE 19 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 100
TABLE 20 SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION) 103
TABLE 21 SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION) 103
TABLE 22 SOFTWARE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 104
TABLE 23 SOFTWARE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 105
TABLE 24 SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION) 106
TABLE 25 SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION) 107
TABLE 26 SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 107
TABLE 27 SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 107
TABLE 28 CUSTOM MODEL DEVELOPMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 108
TABLE 29 CUSTOM MODEL DEVELOPMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 108
TABLE 30 MODEL TRAINING & FINE-TUNING SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 109
TABLE 31 MODEL TRAINING & FINE-TUNING SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 109
TABLE 32 INTEGRATION & DEPLOYMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 110
TABLE 33 INTEGRATION & DEPLOYMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 110
TABLE 34 CONSULTING & ADVISORY SERVICES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 111
TABLE 35 CONSULTING & ADVISORY SERVICES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 111
TABLE 36 OTHER SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 112
TABLE 37 OTHER SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 112
TABLE 38 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE,
2020-2024 (USD MILLION) 115
TABLE 39 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE,
2025-2032 (USD MILLION) 115
TABLE 40 CLOUD: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 116
TABLE 41 CLOUD: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 117
TABLE 42 ON-PREMISES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 117
TABLE 43 ON-PREMISES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 118
TABLE 44 EDGE DEVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 119
TABLE 45 EDGE DEVICES: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 119
TABLE 46 SMALL LANGUAGE MODELS MARKET, BY APPLICATION,
2020-2024 (USD MILLION) 122
TABLE 47 SMALL LANGUAGE MODELS MARKET, BY APPLICATION,
2025-2032 (USD MILLION) 123
TABLE 48 CONTENT GENERATION: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 124
TABLE 49 CONTENT GENERATION: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 124
TABLE 50 SENTIMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 125
TABLE 51 SENTIMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 125
TABLE 52 SEMANTIC SEARCH & INFORMATION RETRIEVAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 126
TABLE 53 SEMANTIC SEARCH & INFORMATION RETRIEVAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 126
TABLE 54 CONVERSATIONAL AI: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 127
TABLE 55 CONVERSATIONAL AI: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 127
TABLE 56 TRANSLATION & LOCALIZATION: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 128
TABLE 57 TRANSLATION & LOCALIZATION: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 128
TABLE 58 DATA EXTRACTION & DOCUMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 129
TABLE 59 DATA EXTRACTION & DOCUMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 130
TABLE 60 OTHER APPLICATIONS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 131
TABLE 61 OTHER APPLICATIONS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 131
TABLE 62 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY,
2020-2024 (USD MILLION) 134
TABLE 63 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY,
2025-2032 (USD MILLION) 134
TABLE 64 TEXT: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 135
TABLE 65 TEXT: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 135
TABLE 66 VOICE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 136
TABLE 67 VOICE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 136
TABLE 68 VIDEO: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 137
TABLE 69 VIDEO: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 137
TABLE 70 CODE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 138
TABLE 71 CODE: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 138
TABLE 72 MULTIMODAL: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 139
TABLE 73 MULTIMODAL: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 140
TABLE 74 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION) 143
TABLE 75 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION) 143
TABLE 76 LESS THAN 2 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 144
TABLE 77 LESS THAN 2 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 145
TABLE 78 2 BILLION TO LESS THAN 8 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 146
TABLE 79 2 BILLION TO LESS THAN 8 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 146
TABLE 80 8 BILLION TO LESS THAN 12 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 147
TABLE 81 8 BILLION TO LESS THAN 12 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 147
TABLE 82 12 BILLION TO 20 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 149
TABLE 83 12 BILLION TO 20 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 149
TABLE 84 SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION) 153
TABLE 85 SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION) 153
TABLE 86 SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE TYPE,
2020-2024 (USD MILLION) 155
TABLE 87 SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE TYPE,
2025-2032 (USD MILLION) 156
TABLE 88 ENTERPRISES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 156
TABLE 89 ENTERPRISES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 157
TABLE 90 BFSI: SMALL LANGUAGE MODELS MARKET, BY REGION,
2020-2024 (USD MILLION) 158
TABLE 91 BFSI: SMALL LANGUAGE MODELS MARKET, BY REGION,
2025-2032 (USD MILLION) 158
TABLE 92 HEALTHCARE & LIFE SCIENCES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 159
TABLE 93 HEALTHCARE & LIFE SCIENCES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 159
TABLE 94 RETAIL & E-COMMERCE: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 160
TABLE 95 RETAIL & E-COMMERCE: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 160
TABLE 96 TECHNOLOGY & SOFTWARE PROVIDERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 161
TABLE 97 TECHNOLOGY & SOFTWARE PROVIDERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 162
TABLE 98 MEDIA & ENTERTAINMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 163
TABLE 99 MEDIA & ENTERTAINMENT: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 163
TABLE 100 TELECOMMUNICATIONS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 164
TABLE 101 TELECOMMUNICATIONS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 164
TABLE 102 AUTOMOTIVE: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 165
TABLE 103 REAL ESTATE & CONSTRUCTION: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 165
TABLE 104 MANUFACTURING: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 166
TABLE 105 MANUFACTURING: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 167
TABLE 106 LAW FIRMS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 168
TABLE 107 LAW FIRMS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 168
TABLE 108 OTHER ENTERPRISES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 169
TABLE 109 OTHER ENTERPRISES: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 169
TABLE 110 INDIVIDUAL USERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 170
TABLE 111 INDIVIDUAL USERS: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 170
TABLE 112 SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION) 173
TABLE 113 SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION) 173
TABLE 114 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 176
TABLE 115 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 176
TABLE 116 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2020-2024 (USD MILLION) 176
TABLE 117 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2025-2032 (USD MILLION) 177
TABLE 118 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2020-2024 (USD MILLION) 177
TABLE 119 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2025-2032 (USD MILLION) 177
TABLE 120 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2020-2024 (USD MILLION) 178
TABLE 121 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2025-2032 (USD MILLION) 178
TABLE 122 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2020-2024 (USD MILLION) 179
TABLE 123 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2025-2032 (USD MILLION) 179
TABLE 124 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2020-2024 (USD MILLION) 179
TABLE 125 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2025-2032 (USD MILLION) 180
TABLE 126 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2020-2024 (USD MILLION) 180
TABLE 127 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2025-2032 (USD MILLION) 180
TABLE 128 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2020-2024 (USD MILLION) 181
TABLE 129 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2025-2032 (USD MILLION) 181
TABLE 130 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2020-2024 (USD MILLION) 182
TABLE 131 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2025-2032 (USD MILLION) 182
TABLE 132 US: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 183
TABLE 133 US: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 183
TABLE 134 CANADA: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 184
TABLE 135 CANADA: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 184
TABLE 136 EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 185
TABLE 137 EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 186
TABLE 138 EUROPE: SMALL LANGUAGE MODELS MARKET, BY SERVICE,
2020-2024 (USD MILLION) 186
TABLE 139 EUROPE: SMALL LANGUAGE MODELS MARKET, BY SERVICE,
2025-2032 (USD MILLION) 186
TABLE 140 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE,
2020-2024 (USD MILLION) 187
TABLE 141 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE,
2025-2032 (USD MILLION) 187
TABLE 142 EUROPE: SMALL LANGUAGE MODELS MARKET, BY APPLICATION,
2020-2024 (USD MILLION) 187
TABLE 143 EUROPE: SMALL LANGUAGE MODELS MARKET, BY APPLICATION,
2025-2032 (USD MILLION) 188
TABLE 144 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY,
2020-2024 (USD MILLION) 188
TABLE 145 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY,
2025-2032 (USD MILLION) 188
TABLE 146 EUROPE: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE,
2020-2024 (USD MILLION) 189
TABLE 147 EUROPE: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE,
2025-2032 (USD MILLION) 189
TABLE 148 EUROPE: SMALL LANGUAGE MODELS MARKET, BY END USER,
2020-2024 (USD MILLION) 189
TABLE 149 EUROPE: SMALL LANGUAGE MODELS MARKET, BY END USER,
2025-2032 (USD MILLION) 189
TABLE 150 EUROPE: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE,
2020-2024 (USD MILLION) 190
TABLE 151 EUROPE: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE,
2025-2032 (USD MILLION) 190
TABLE 152 EUROPE: SMALL LANGUAGE MODELS MARKET, BY COUNTRY,
2020-2024 (USD MILLION) 191
TABLE 153 EUROPE: SMALL LANGUAGE MODELS MARKET, BY COUNTRY,
2025-2032 (USD MILLION) 191
TABLE 154 UK: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 192
TABLE 155 UK: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 192
TABLE 156 GERMANY: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 193
TABLE 157 GERMANY: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 193
TABLE 158 FRANCE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 194
TABLE 159 FRANCE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 194
TABLE 160 ITALY: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 195
TABLE 161 ITALY: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 195
TABLE 162 SPAIN: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 196
TABLE 163 SPAIN: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 196
TABLE 164 REST OF EUROPE: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 197
TABLE 165 REST OF EUROPE: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 197
TABLE 166 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 201
TABLE 167 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 201
TABLE 168 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2020-2024 (USD MILLION) 201
TABLE 169 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2025-2032 (USD MILLION) 202
TABLE 170 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2020-2024 (USD MILLION) 202
TABLE 171 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2025-2032 (USD MILLION) 202
TABLE 172 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2020-2024 (USD MILLION) 203
TABLE 173 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2025-2032 (USD MILLION) 203
TABLE 174 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2020-2024 (USD MILLION) 204
TABLE 175 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2025-2032 (USD MILLION) 204
TABLE 176 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2020-2024 (USD MILLION) 204
TABLE 177 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2025-2032 (USD MILLION) 205
TABLE 178 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2020-2024 (USD MILLION) 205
TABLE 179 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2025-2032 (USD MILLION) 205
TABLE 180 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2020-2024 (USD MILLION) 206
TABLE 181 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2025-2032 (USD MILLION) 206
TABLE 182 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2020-2024 (USD MILLION) 207
TABLE 183 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2025-2032 (USD MILLION) 207
TABLE 184 CHINA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 208
TABLE 185 CHINA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 208
TABLE 186 JAPAN: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 209
TABLE 187 JAPAN: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 209
TABLE 188 INDIA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 210
TABLE 189 INDIA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 211
TABLE 190 SOUTH KOREA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 211
TABLE 191 SOUTH KOREA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 212
TABLE 192 REST OF ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 212
TABLE 193 REST OF ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 213
TABLE 194 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 214
TABLE 195 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 215
TABLE 196 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2020-2024 (USD MILLION) 215
TABLE 197 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2025-2032 (USD MILLION) 215
TABLE 198 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2020-2024 (USD MILLION) 216
TABLE 199 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2025-2032 (USD MILLION) 216
TABLE 200 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2020-2024 (USD MILLION) 216
TABLE 201 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2025-2032 (USD MILLION) 217
TABLE 202 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2020-2024 (USD MILLION) 217
TABLE 203 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2025-2032 (USD MILLION) 217
TABLE 204 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2020-2024 (USD MILLION) 218
TABLE 205 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2025-2032 (USD MILLION) 218
TABLE 206 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2020-2024 (USD MILLION) 218
TABLE 207 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2025-2032 (USD MILLION) 218
TABLE 208 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2020-2024 (USD MILLION) 219
TABLE 209 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2025-2032 (USD MILLION) 219
TABLE 210 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2020-2024 (USD MILLION) 220
TABLE 211 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY REGION, 2025-2032 (USD MILLION) 220
TABLE 212 UAE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 221
TABLE 213 UAE: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2025-2032 (USD MILLION) 221
TABLE 214 SAUDI ARABIA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 222
TABLE 215 SAUDI ARABIA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 222
TABLE 216 SOUTH AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 223
TABLE 217 SOUTH AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 223
TABLE 218 REST OF MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 224
TABLE 219 REST OF MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 224
TABLE 220 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 225
TABLE 221 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 226
TABLE 222 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2020-2024 (USD MILLION) 226
TABLE 223 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY SERVICE, 2025-2032 (USD MILLION) 226
TABLE 224 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2020-2024 (USD MILLION) 227
TABLE 225 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DEPLOYMENT MODE, 2025-2032 (USD MILLION) 227
TABLE 226 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2020-2024 (USD MILLION) 227
TABLE 227 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY APPLICATION, 2025-2032 (USD MILLION) 228
TABLE 228 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2020-2024 (USD MILLION) 228
TABLE 229 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY DATA MODALITY, 2025-2032 (USD MILLION) 228
TABLE 230 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2020-2024 (USD MILLION) 229
TABLE 231 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY MODEL SIZE, 2025-2032 (USD MILLION) 229
TABLE 232 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2020-2024 (USD MILLION) 229
TABLE 233 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY END USER, 2025-2032 (USD MILLION) 229
TABLE 234 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2020-2024 (USD MILLION) 230
TABLE 235 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY ENTERPRISE, 2025-2032 (USD MILLION) 230
TABLE 236 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2020-2024 (USD MILLION) 231
TABLE 237 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY COUNTRY, 2025-2032 (USD MILLION) 231
TABLE 238 BRAZIL: SMALL LANGUAGE MODELS MARKET, BY OFFERING,
2020-2024 (USD MILLION) 232
TABLE 239 BRAZIL: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 232
TABLE 240 MEXICO: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 233
TABLE 241 MEXICO: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 233
TABLE 242 REST OF LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2020-2024 (USD MILLION) 234
TABLE 243 REST OF LATIN AMERICA: SMALL LANGUAGE MODELS MARKET,
BY OFFERING, 2025-2032 (USD MILLION) 234
TABLE 244 OVERVIEW OF STRATEGIES ADOPTED BY KEY SMALL LANGUAGE
MODELS VENDORS 235
TABLE 245 SMALL LANGUAGE MODELS MARKET: DEGREE OF COMPETITION 240
TABLE 246 REGIONAL FOOTPRINT (16 COMPANIES) 248
TABLE 247 APPLICATION FOOTPRINT (16 COMPANIES) 249
TABLE 248 DATA MODALITY FOOTPRINT (16 COMPANIES) 250
TABLE 249 END USER FOOTPRINT (16 COMPANIES) 251
TABLE 250 REGIONAL FOOTPRINT (10 COMPANIES) 254
TABLE 251 OFFERING FOOTPRINT (10 COMPANIES) 255
TABLE 252 DEPLOYMENT MODE FOOTPRINT (10 COMPANIES) 255
TABLE 253 END USER FOOTPRINT (10 COMPANIES) 256
TABLE 254 SMALL LANGUAGE MODELS MARKET: PRODUCT LAUNCHES AND
ENHANCEMENTS, JANUARY 2022- MARCH 2025 257
TABLE 255 SMALL LANGUAGE MODELS MARKET: DEALS, JANUARY 2022-FEBRUARY 2025 259
TABLE 256 INFOSYS: COMPANY OVERVIEW 268
TABLE 257 INFOSYS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 269
TABLE 258 INFOSYS: PRODUCT LAUNCHES AND ENHANCEMENTS 269
TABLE 259 INFOSYS: DEALS 270
TABLE 260 MICROSOFT: COMPANY OVERVIEW 272
TABLE 261 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 273
TABLE 262 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 274
TABLE 263 MICROSOFT: DEALS 275
TABLE 264 IBM: COMPANY OVERVIEW 277
TABLE 265 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 278
TABLE 266 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 279
TABLE 267 IBM: DEALS 279
TABLE 268 META: COMPANY OVERVIEW 281
TABLE 269 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 282
TABLE 270 META: PRODUCT LAUNCHES AND ENHANCEMENTS 283
TABLE 271 META: DEALS 283
TABLE 272 AWS: COMPANY OVERVIEW 285
TABLE 273 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 286
TABLE 274 AWS: DEALS 287
TABLE 275 MISTRAL AI: COMPANY OVERVIEW 289
TABLE 276 MISTRAL AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 290
TABLE 277 MISTRAL AI: PRODUCT LAUNCHES AND ENHANCEMENTS 290
TABLE 278 MISTRAL AI: DEALS 291
TABLE 279 ARCEE AI: COMPANY OVERVIEW 292
TABLE 280 ARCEE AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 292
TABLE 281 ARCEE AI: PRODUCT LAUNCHES AND ENHANCEMENTS 293
TABLE 282 ARCEE AI: DEALS 293
TABLE 283 AI21 LABS: COMPANY OVERVIEW 294
TABLE 284 AI21 LABS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 294
TABLE 285 AI21 LABS: PRODUCT LAUNCHES AND ENHANCEMENTS 295
TABLE 286 AI21 LABS: DEALS 295
TABLE 287 ANTHROPIC: COMPANY OVERVIEW 296
TABLE 288 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 296
TABLE 289 ANTHROPIC: PRODUCT LAUNCHES AND ENHANCEMENTS 297
TABLE 290 ANTHROPIC: DEALS 297
TABLE 291 OPENAI: COMPANY OVERVIEW 299
TABLE 292 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 299
TABLE 293 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS 300
TABLE 294 OPENAI: DEALS 300
TABLE 295 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2020-2023 (USD MILLION) 332
TABLE 296 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2024-2030 (USD MILLION) 332
TABLE 297 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE,
2020-2023 (USD MILLION) 333
TABLE 298 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE,
2024-2030 (USD MILLION) 334
TABLE 299 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2020-2023 (USD MILLION) 334
TABLE 300 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2024-2030 (USD MILLION) 335
TABLE 301 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2020-2023 (USD MILLION) 336
TABLE 302 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2024-2030 (USD MILLION) 336
TABLE 303 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2020-2023 (USD MILLION) 337
TABLE 304 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2024-2030 (USD MILLION) 338
TABLE 305 LARGE LANGUAGE MODEL MARKET, BY END USER, 2020-2023 (USD MILLION) 339
TABLE 306 LARGE LANGUAGE MODEL MARKET, BY END USER, 2024-2030 (USD MILLION) 339
TABLE 307 LARGE LANGUAGE MODEL MARKET, BY REGION, 2020-2023 (USD MILLION) 340
TABLE 308 LARGE LANGUAGE MODEL MARKET, BY REGION, 2024-2030 (USD MILLION) 340
TABLE 309 GENERATIVE AI MARKET, BY OFFERING, 2019-2023 (USD MILLION) 342
TABLE 310 GENERATIVE AI MARKET, BY OFFERING, 2024-2030 (USD MILLION) 342
TABLE 311 GENERATIVE AI MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION) 343
TABLE 312 GENERATIVE AI MARKET, BY DATA MODALITY, 2024-2030 (USD MILLION) 343
TABLE 313 GENERATIVE AI MARKET, BY APPLICATION, 2019-2023 (USD MILLION) 344
TABLE 314 GENERATIVE AI MARKET, BY APPLICATION, 2024-2030 (USD MILLION) 344
TABLE 315 GENERATIVE AI MARKET, BY END USER, 2019-2023 (USD MILLION) 345
TABLE 316 GENERATIVE AI MARKET, BY END USER, 2024-2030 (USD MILLION) 345
TABLE 317 GENERATIVE AI MARKET, BY REGION, 2019-2023 (USD MILLION) 346
TABLE 318 GENERATIVE AI MARKET, BY REGION, 2024-2030 (USD MILLION) 346
FIGURE 1 SMALL LANGUAGE MODELS MARKET: RESEARCH DESIGN 37
FIGURE 2 DATA TRIANGULATION 40
FIGURE 3 SMALL LANGUAGE MODELS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 41
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM OFFERINGS OF SMALL LANGUAGE MODELS MARKET 42
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE & SERVICES OF THE SMALL LANGUAGE MODELS MARKET 43
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE & SERVICES OF SMALL LANGUAGE MODELS MARKET 44
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF SMALL LANGUAGE MODELS THROUGH OVERALL AI SPENDING 45
FIGURE 8 SOFTWARE TO BECOME LARGEST OFFERING BY MARKET SIZE IN 2025 53
FIGURE 9 INTEGRATION & DEPLOYMENT SERVICES TO HOLD MAJOR SHARE IN 2025 54
FIGURE 10 CLOUD SEGMENT WILL BE LEADING DEPLOYMENT MOES IN 2025 54
FIGURE 11 TEXT DATA MODALITY WILL ACCOUNT FOR MAJORITY MARKET SHARE IN 2025 54
FIGURE 12 CONTENT GENERATION TO BE LARGEST APPLICATION SEGMENT IN 2025 55
FIGURE 13 MODELS BETWEEN 8 BILLION TO LESS THAN 12 BILLION PARAMETERS
WILL BE LEADING SEGMENT BY MODEL SIZE IN 2025 55
FIGURE 14 ENTERPRISES TO BECOME LARGER END USER SEGMENT IN 2025 55
FIGURE 15 WITHIN ENTERPRISES SEGMENT, TECHNOLOGY & SOFTWARE PROVIDERS
TO BE FASTEST-GROWING END USER OVER FORECAST PERIOD 56
FIGURE 16 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE DURING FORECAST PERIOD 56
FIGURE 17 HIGH COMPUTATIONAL EFFICIENCY, DOMAIN-SPECIFIC CUSTOMIZATION, AND PRIVACY-CENTRIC AI TO BOOST SMALL LANGUAGE MODEL ADOPTION 57
FIGURE 18 SEMANTIC SEARCH & INFORMATION RETRIEVAL SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD 58
FIGURE 19 TEXT DATA MODALITY AND MODELS BETWEEN 8 BILLION TO LESS THAN 12 BILLION PARAMETERS TO BE LEADING SEGMENTS IN NORTH AMERICA IN 2025 58
FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025 59
FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES IN SMALL
LANGUAGE MODELS MARKET 61
FIGURE 22 EVOLUTION OF SMALL LANGUAGE MODELS MARKET 65
FIGURE 23 KEY PLAYERS IN SMALL LANGUAGE MODELS MARKET ECOSYSTEM 67
FIGURE 24 SMALL LANGUAGE MODELS MARKET: SUPPLY CHAIN ANALYSIS 69
FIGURE 25 LEADING SMALL LANGUAGE MODEL VENDORS, BY FUNDING VALUE (MILLION)
AND FUNDING ROUND 71
FIGURE 26 NUMBER OF PATENTS GRANTED FOR SMALL LANGUAGE MODELS MARKET,
2016-2025 88
FIGURE 27 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016-2025 92
FIGURE 28 SMALL LANGUAGE MODELS MARKET: PORTER'S FIVE FORCES ANALYSIS 96
FIGURE 29 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 99
FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 99
FIGURE 31 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 100
FIGURE 32 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 103
FIGURE 33 INTEGRATION & DEPLOYMENT SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025 106
FIGURE 34 EDGE DEVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 115
FIGURE 35 SEMANTIC SEARCH & INFORMATION RETRIEVAL TO BE THE FASTEST GROWING APPLICATION DURING FORECAST PERIOD 122
FIGURE 36 VIDEO SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 134
FIGURE 37 SMALL LANGUAGE MODELS WITH LESS THAN 2 BILLION PARAMETERS
TO REGISTER FASTEST GROWTH OVER FORECAST PERIOD 143
FIGURE 38 INDIVIDUAL USERS SEGMENT TO GROW AT HIGHER CAGR DURING
FORECAST PERIOD 153
FIGURE 39 TECHNOLOGY & SOFTWARE PROVIDERS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 155
FIGURE 40 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 172
FIGURE 41 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 172
FIGURE 42 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET SNAPSHOT 175
FIGURE 43 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET SNAPSHOT 200
FIGURE 44 TOP FIVE PUBLIC PLAYERS DOMINATING MARKET OVER LAST FIVE YEARS 238
FIGURE 45 SHARE OF LEADING COMPANIES IN SMALL LANGUAGE MODELS MARKET, 2024 239
FIGURE 46 PRODUCT COMPARATIVE ANALYSIS 242
FIGURE 47 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 244
FIGURE 48 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF
KEY VENDORS 244
FIGURE 49 SMALL LANGUAGE MODELS MARKET: COMPANY EVALUATION MATRIX
(SOFTWARE PROVIDERS), 2024 246
FIGURE 50 COMPANY FOOTPRINT (16 COMPANIES) 247
FIGURE 51 SMALL LANGUAGE MODELS MARKET: COMPANY EVALUATION MATRIX
(SERVICE PROVIDERS), 2024 253
FIGURE 52 COMPANY FOOTPRINT (10 COMPANIES) 254
FIGURE 53 INFOSYS: COMPANY SNAPSHOT 268
FIGURE 54 MICROSOFT: COMPANY SNAPSHOT 273
FIGURE 55 IBM: COMPANY SNAPSHOT 278
FIGURE 56 META: COMPANY SNAPSHOT 282
FIGURE 57 AWS: COMPANY SNAPSHOT 286
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