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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

出版商 MarketsandMarkets產業別 ICT & Media出版日期 2025-03-26頁數 358報告編號 TC9343

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報告摘要

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.
目錄 Table of Contents
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-WIDE 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   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   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   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   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
圖表清單 List of Tables & Figures
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 MODE 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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