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全球小型语言模型市场（按产品、部署模式、应用、资料形态、模型规模、最终用户和地区划分）- 预测至 2032 年
市场调查报告书
商品编码
1711374

全球小型语言模型市场（按产品、部署模式、应用、资料形态、模型规模、最终用户和地区划分）- 预测至 2032 年

Small Language Model Market by Offering, Application, Data Modality - Global Forecast to 2032
出版日期: | 出版商: MarketsandMarkets | 英文 358 Pages | 订单完成后即时交付

价格

小型语言模型 (SLM) 市场规模预计将从 2025 年的 9.3 亿美元增长到 2032 年的 54.5 亿美元，预测期内的复合年增长率为 28.7%。

SLM 需要较少的运算能力，使其成为金融、医疗保健和製造等行业的对话式 AI、诈欺侦测和预测性维护等任务的理想选择。此外，人工智慧自动化和机器人流程自动化 (RPA) 的成长正在推动 SLM 的采用，企业正在寻求高效且经济的人工智慧解决方案来实现工作流程自动化、资料提取和客户支援。 SLM 支援设备上处理，减少对云端基础架构的依赖并增强隐私。由于参数数量少以及复杂推理、细微文本生成和深度上下文理解能力差，SLM 面临性能限制。这会影响需要大量知识或复杂决策的任务的准确性和有效性。此外，由于训练资料有限，SLM 在专门的应用中常常会遇到困难。 SLM 可能缺乏大规模领域特定专业知识所需的深度，并且在法律案件分析、医学诊断和科学研究等领域效率较低。

研究范围
调查年份 2020-2032
基准年 2024
预测期 2025-2032
对价单位 美元（十亿美元）
部分 按产品、按部署模式、按应用程式、按资料模式、按模型大小、按最终用户、按地区
目标区域 北美、欧洲、亚太地区、中东和非洲、拉丁美洲

由于各行各业对更快、更准确的搜寻结果的需求日益增长，语义搜寻和资讯搜寻预计将在小型语言模型市场中以最高的复合年增长率增长。与传统的基于关键字的搜寻不同，语义搜寻可以理解查询背后的意图和上下文，并提供更相关的结果。企业正在采用 SLM 支援的搜寻解决方案来改善客户支援、知识管理和资料分析。医疗保健、法律和金融等行业受益于 SLM 高效处理大量资讯的能力。此外，人工智慧聊天机器人、虚拟助理和企业搜寻工具的兴起正在推动对语义搜寻功能的需求，使其成为 SLM 采用的主要成长领域。

由于各行业对即用型人工智慧模型的需求不断增加，预计软体产业将在预测期内占据最大的市场占有率。企业更喜欢基于软体的 SLM 解决方案，因为它们为聊天机器人、内容生成、语义搜寻、自动化等提供了经济高效、扩充性且易于部署的 AI 功能。此外，模型最佳化技术的进步使得 SLM 更加高效，并且可以在云端、本地和边缘设备上使用。公司越来越多地将 SLM 整合到其现有的软体生态系统中，以提高生产力和决策能力。人工智慧演算法的不断改进以及在 BFSI、医疗保健和零售等领域的日益普及，可能会使软体产业主导 SLM 市场。

预计亚太地区将在小型语言模型市场中以最快的复合年增长率成长，而北美预计将占据最大的市场占有率。新加坡推出了耗资 5,200 万美元的国家多模式语言模型计划，以建立适合东南亚多种语言的人工智慧模型；马来西亚的 Mesolitica 则推出了支援 16 种地区语言的人工智慧模型 MaLLaM，以增强客户服务和资料分析能力。该地区的国家正在利用 SLM 实现客户服务、财务分析和电子商务优化等应用，从而推动需求。此外，人工智慧新兴企业数量的增加以及政府支持人工智慧研究的倡议正在刺激市场扩张。同时，北美占据市场主导地位，企业大力采用人工智慧，建立技术基础设施，并在人工智慧研发方面投入大量资金。 OpenAI、微软和 Meta 等公司正在开发更小、更有效率的 AI 模型，以优化效能和可存取性。此外，企业越来越多地采用根据其特定需求量身定制的小型人工智慧模型，减少对大规模、一刀切人工智慧解决方案的依赖。

本报告研究了全球小型语言模型市场，并透过产品、部署模式、应用、资料模式、模型大小、最终用户、区域趋势和公司简介对市场进行了详细分析。

目录

第一章 引言

第二章调查方法

第三章执行摘要

第四章重要考察

第五章市场概况及产业趋势

  • 介绍
  • 市场动态
  • 小型语言模型市场：演变
  • 生态系分析
  • 供应链分析
  • 投资状况及资金筹措情景
  • 案例研究分析
  • 技术分析
  • 监管状况
  • 专利分析
  • 定价分析
  • 2025-2026 年重要会议与活动
  • 波特五力分析
  • 影响客户业务的趋势/中断
  • 主要相关人员和采购标准

6. 小型语言模型市场（依产品提供）

  • 介绍
  • 软体
  • 服务

7. 小型语言模型市场（依部署模式）

  • 介绍
  • 云
  • 本地
  • 边缘设备

8. 小型语言模型市场（按应用）

  • 介绍
  • 内容生成
  • 情绪分析
  • 语义搜寻和资讯搜寻
  • 对话式人工智慧
  • 翻译和在地化
  • 资料提取和文件分析
  • 其他的

9. 小型语言模型市场（依资料模态）

  • 介绍
  • 文字
  • 声音的
  • 影片
  • 程式码
  • 多模态

10. 小型语言模型市场（依模型规模）

  • 介绍
  • 少于 20 亿个参数
  • 20亿到80亿个参数
  • 80 亿到 120 亿个参数
  • 120亿到200亿个参数
  • 按参数数量分類的主要小型语言模型

第 11 章 小型语言模型市场（依最终使用者划分）

  • 介绍
  • 企业
  • 个人用户

第 12 章 小型语言模型市场（按地区）

  • 介绍
  • 北美洲
    • 北美：小语言模型市场驱动因素
    • 北美：宏观经济展望
    • 美国
    • 加拿大
  • 欧洲
    • 欧洲：小语言模型市场驱动因素
    • 欧洲：宏观经济展望
    • 英国
    • 德国
    • 法国
    • 义大利
    • 西班牙
    • 其他的
  • 亚太地区
    • 亚太地区：小语言模型市场驱动因素
    • 亚太地区：宏观经济展望
    • 中国
    • 日本
    • 印度
    • 韩国
    • 其他的
  • 中东和非洲
    • 中东和非洲：小语言模型市场驱动因素
    • 中东与非洲：宏观经济展望
    • 阿拉伯聯合大公国
    • 沙乌地阿拉伯
    • 南非
    • 其他的
  • 拉丁美洲
    • 拉丁美洲：小语言模型市场驱动因素
    • 拉丁美洲：宏观经济展望
    • 巴西
    • 墨西哥
    • 其他的

第十三章竞争格局

  • 概述
  • 主要参与企业的策略/优势，2022-2025
  • 2020-2024年收益分析
  • 2024年市场占有率分析
  • 产品比较分析
  • 估值和财务指标
  • 公司估值矩阵：主要参与企业（软体供应商），2024 年
  • 公司估值矩阵：关键参与企业（服务供应商），2024 年
  • 竞争场景

第十四章 公司简介

  • 介绍
  • 商业 SLM 提供者
    • INFOSYS
    • MICROSOFT
    • IBM
    • META
    • AMAZON WEB SERVICES（AWS）
    • MISTRAL AI
    • ARCEE AI
    • AI21 LABS
    • ANTHROPIC
    • OPENAI
    • COHERE
    • DEEPSEEK
    • KRUTRIM
    • STABILITY AI
    • UPSTAGE
    • ALIBABA GROUP
  • SLM服务供应商
    • TOGETHER AI
    • LAMINI
    • GROQ
    • MALTED AI
    • PREDIBASE
    • CEREBRAS SYSTEMS
    • OLLAMA
    • FIREWORKS AI
    • SNOWFLAKE
    • PREM AI
  • 非营利 SLM 提供者
    • NVIDIA
    • GOOGLE
    • HUGGING FACE
    • APPLE
    • SALESFORCE
    • DATABRICKS
    • SARVAM AI
    • SAKANA AI
    • EVOLUTIONARYSCALE
    • EDGERUNNER AI
    • ALMAWAVE
    • LG
    • H20.AI
    • NOUS RESEARCH
    • RHYMES AI
    • REFUEL
    • ELEUTHERAI

第十五章 相邻及相关市场

第十六章 附录

Product Code: TC 9343

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.

Scope of the Report
Years Considered for the Study2020-2032
Base Year2024
Forecast Period2025-2032
Units ConsideredUSD (Billion)
SegmentsOffering, Deployment Mode, Application, Data Modality, Model Size, End User, and Region
Regions coveredNorth America, Europe, Asia Pacific, Middle East & Africa, and Latin America

"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.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS AND EXCLUSIONS
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 YEARS CONSIDERED
  • 1.4 CURRENCY CONSIDERED
  • 1.5 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key industry insights
  • 2.2 MARKET BREAKUP AND DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
  • 2.4 MARKET FORECAST
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 RESEARCH LIMITATIONS

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN SMALL LANGUAGE MODELS MARKET
  • 4.2 SMALL LANGUAGE MODELS MARKET: TOP THREE APPLICATIONS
  • 4.3 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE AND DATA MODALITY
  • 4.4 SMALL LANGUAGE MODELS MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • 5.2.1 DRIVERS
      • 5.2.1.1 Regulatory compliance driving local AI adoption
      • 5.2.1.2 Affordable AI solutions expanding market reach
      • 5.2.1.3 Advancements in model compression enabling efficiency
      • 5.2.1.4 Industry-specific AI models enhancing performance
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Shallow contextual understanding limits accuracy
      • 5.2.2.2 Lack of multimodal processing restricts functionality
      • 5.2.2.3 Fragmented development tools slowing standardization
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Self-optimizing AI models enabling continuous improvement
      • 5.2.3.2 Automated AI model optimization via meta-learning
      • 5.2.3.3 Specialized AI infrastructure enhancing SLM efficiency
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Combating AI-generated misinformation and deepfakes
      • 5.2.4.2 Limited scalability restricting generalized AI applications
  • 5.3 SMALL LANGUAGE MODELS MARKET: EVOLUTION
  • 5.4 ECOSYSTEM ANALYSIS
    • 5.4.1 SOFTWARE PROVIDERS, BY PARAMETER COUNT
    • 5.4.2 COMMERCIAL (PAID) SLM PROVIDERS
    • 5.4.3 SLM SERVICE PROVIDERS
    • 5.4.4 FREE-TO-USE SLM PROVIDERS
  • 5.5 SUPPLY CHAIN ANALYSIS
  • 5.6 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
  • 5.7 CASE STUDY ANALYSIS
    • 5.7.1 CASE STUDY 1: GUILD EDUCATION ENHANCES CAREER GUIDANCE WITH DOMAIN-ADAPTED SLMS
    • 5.7.2 CASE STUDY 2: LAW&COMPANY REVOLUTIONIZES SOUTH KOREAN LEGAL SERVICES
    • 5.7.3 CASE STUDY 3: AT&T OPTIMIZES CALL CENTER OPERATIONS WITH H2O.AI
    • 5.7.4 CASE STUDY 4: ACTIVELOOP STREAMLINES PATENT SEARCH & GENERATION WITH PATENTPT
    • 5.7.5 CASE STUDY 5: UPSTAGE REVOLUTIONIZES MEDIA PROOFREADING WITH SOLAR-PROOFREAD ON PREDIBASE
  • 5.8 TECHNOLOGY ANALYSIS
    • 5.8.1 KEY TECHNOLOGIES
      • 5.8.1.1 Model quantization & pruning
      • 5.8.1.2 Knowledge distillation
      • 5.8.1.3 Transformer & efficient architectures
      • 5.8.1.4 Federated learning
      • 5.8.1.5 Sparse & low-rank adaptation
    • 5.8.2 COMPLEMENTARY TECHNOLOGIES
      • 5.8.2.1 Edge AI & neuromorphic computing
      • 5.8.2.2 Few-shot & zero-shot learning
      • 5.8.2.3 Adversarial training & security mechanisms
      • 5.8.2.4 Continual learning & adaptive AI
    • 5.8.3 ADJACENT TECHNOLOGIES
      • 5.8.3.1 Multimodal AI
      • 5.8.3.2 Digital twins & simulation AI
      • 5.8.3.3 AI-powered code generation & AutoML
      • 5.8.3.4 Blockchain & decentralized AI
  • 5.9 REGULATORY LANDSCAPE
    • 5.9.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.9.2 KEY REGULATIONS, BY REGION
      • 5.9.2.1 North America
        • 5.9.2.1.1 SCR 17: Artificial Intelligence Bill (California)
        • 5.9.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
        • 5.9.2.1.3 National Artificial Intelligence Initiative Act (NAIIA)
        • 5.9.2.1.4 Artificial Intelligence and Data Act (AIDA) - Canada
      • 5.9.2.2 Europe
        • 5.9.2.2.1 European Union (EU) - Artificial Intelligence Act (AIA)
        • 5.9.2.2.2 General Data Protection Regulation (Europe)
      • 5.9.2.3 Asia Pacific
        • 5.9.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
        • 5.9.2.3.2 National AI Strategy (Singapore)
        • 5.9.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan)
      • 5.9.2.4 Middle East & Africa
        • 5.9.2.4.1 National Strategy for Artificial Intelligence (UAE)
        • 5.9.2.4.2 National Artificial Intelligence Strategy (Qatar)
        • 5.9.2.4.3 AI Ethics Principles and Guidelines (Dubai)
    • 5.9.3 LATIN AMERICA
      • 5.9.3.1 Santiago Declaration (Chile)
      • 5.9.3.2 Brazilian Artificial Intelligence Strategy (EBIA)
  • 5.10 PATENT ANALYSIS
    • 5.10.1 METHODOLOGY
    • 5.10.2 PATENTS FILED, BY DOCUMENT TYPE
    • 5.10.3 INNOVATION AND PATENT APPLICATIONS
  • 5.11 PRICING ANALYSIS
    • 5.11.1 AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2024
    • 5.11.2 AVERAGE SELLING PRICE OF KEY PLAYERS, BY PARAMETER SIZE, 2024
  • 5.12 KEY CONFERENCES AND EVENTS, 2025-2026
  • 5.13 PORTER'S FIVE FORCES ANALYSIS
    • 5.13.1 THREAT OF NEW ENTRANTS
    • 5.13.2 THREAT OF SUBSTITUTES
    • 5.13.3 BARGAINING POWER OF SUPPLIERS
    • 5.13.4 BARGAINING POWER OF BUYERS
    • 5.13.5 INTENSITY OF COMPETITIVE RIVALRY
  • 5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
    • 5.14.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • 5.15 KEY STAKEHOLDERS & BUYING CRITERIA
    • 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • 5.15.2 BUYING CRITERIA

6 SMALL LANGUAGE MODELS MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 DRIVERS: SMALL LANGUAGE MODELS MARKET, BY OFFERING
  • 6.2 SOFTWARE
    • 6.2.1 OPTIMIZING SLM ARCHITECTURE FOR EFFICIENCY AND SCALABILITY
  • 6.3 SERVICES
    • 6.3.1 HELPING BUSINESSES DEVELOP, DEPLOY, AND OPTIMIZE AI SOLUTIONS
    • 6.3.2 CUSTOM MODEL DEVELOPMENT
    • 6.3.3 MODEL TRAINING AND FINE-TUNING SERVICES
    • 6.3.4 INTEGRATION & DEPLOYMENT
    • 6.3.5 CONSULTING & ADVISORY SERVICES
    • 6.3.6 OTHER SERVICES

7 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE

  • 7.1 INTRODUCTION
    • 7.1.1 DEPLOYMENT MODE: SMALL LANGUAGE MODELS MARKET DRIVERS
  • 7.2 CLOUD
    • 7.2.1 AUTOMATIC MAINTENANCE, SECURITY UPDATES, AND PERFORMANCE OPTIMIZATIONS
  • 7.3 ON-PREMISES
    • 7.3.1 CUSTOMIZE MODELS BASED ON SPECIFIC REQUIREMENTS
  • 7.4 EDGE DEVICES
    • 7.4.1 REAL-TIME RESPONSES, LOW LATENCY, AND MINIMAL RELIANCE ON CLOUD INFRASTRUCTURE

8 SMALL LANGUAGE MODELS MARKET, BY APPLICATION

  • 8.1 INTRODUCTION
    • 8.1.1 APPLICATION: SMALL LANGUAGE MODELS MARKET DRIVERS
  • 8.2 CONTENT GENERATION
    • 8.2.1 AUTOMATES MARKETING COPY AND SOCIAL MEDIA CONTENT
  • 8.3 SENTIMENT ANALYSIS
    • 8.3.1 INTEGRATES SLMS TO TRACK BRAND SENTIMENT
  • 8.4 SEMANTIC SEARCH & INFORMATION RETRIEVAL
    • 8.4.1 IMPROVES INFORMATION RETRIEVAL EFFICIENCY IN KNOWLEDGE-INTENSIVE DOMAINS
  • 8.5 CONVERSATIONAL AI
    • 8.5.1 ENABLES MORE NATURAL, REAL-TIME INTERACTIONS
  • 8.6 TRANSLATION & LOCALIZATION
    • 8.6.1 ENSURES ACCURACY IN SPECIALIZED FIELDS
  • 8.7 DATA EXTRACTION & DOCUMENT ANALYSIS
    • 8.7.1 FACILITATES AUTOMATED EXTRACTION OF KEY INSIGHTS FROM CONTRACTS, INVOICES, AND COMPLIANCE DOCUMENTS
  • 8.8 OTHER APPLICATIONS

9 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY

  • 9.1 INTRODUCTION
    • 9.1.1 DATA MODALITY: SMALL LANGUAGE MODELS MARKET DRIVERS
  • 9.2 TEXT
    • 9.2.1 ENHANCES NATURAL LANGUAGE PROCESSING
  • 9.3 VOICE
    • 9.3.1 ENABLES EFFICIENT SPEECH RECOGNITION, VOICE ASSISTANTS, TRANSCRIPTION, AND REAL-TIME LANGUAGE TRANSLATION
  • 9.4 VIDEO
    • 9.4.1 USED FOR AUTOMATED VIDEO INDEXING, INTERACTIVE CONTENT GENERATION, AND ACCESSIBILITY SOLUTIONS
  • 9.5 CODE
    • 9.5.1 INDUSTRY-WIDE ADOPTION FOR EFFICIENT DEVELOPMENT
  • 9.6 MULTIMODAL
    • 9.6.1 INTEGRATES DIFFERENT DATA MODALITIES TO ENHANCE AI CAPABILITIES

10 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE

  • 10.1 INTRODUCTION
    • 10.1.1 MODEL SIZE: SMALL LANGUAGE MODELS MARKET DRIVERS
  • 10.2 LESS THAN 2 BILLION PARAMETERS
    • 10.2.1 PREFERRED BY COMPANIES IN REGULATED INDUSTRIES FOR ON-PREMISES AI DEPLOYMENT
  • 10.3 2 BILLION TO LESS THAN 8 BILLION PARAMETERS
    • 10.3.1 PREFERRED BY ENTERPRISES FOR INTELLIGENT AUTOMATION, SEMANTIC SEARCH, FRAUD DETECTION, AND REAL-TIME CUSTOMER ENGAGEMENT
  • 10.4 8 BILLION TO LESS THAN 12 BILLION PARAMETERS
    • 10.4.1 PREFERRED BY ORGANIZATIONS REQUIRING ADAPTABLE AI SYSTEMS
  • 10.5 12 BILLION TO 20 BILLION PARAMETERS
    • 10.5.1 PREFERRED BY ORGANIZATIONS FOR HIGH-CONTEXT UNDERSTANDING, LONG-FORM CONTENT GENERATION, AND DECISION-SUPPORT SYSTEMS
  • 10.6 PROMINENT SMALL LANGUAGE MODELS, BY PARAMETER COUNT

11 SMALL LANGUAGE MODELS MARKET, BY END USER

  • 11.1 INTRODUCTION
    • 11.1.1 END USERS: SMALL LANGUAGE MODELS MARKET DRIVERS
  • 11.2 ENTERPRISES
    • 11.2.1 BFSI
      • 11.2.1.1 Cost reduction, enhanced customer experiences, and strengthened security measures
    • 11.2.2 HEALTHCARE & LIFE SCIENCES
      • 11.2.2.1 Enhanced patient care and advanced medical research
    • 11.2.3 RETAIL & E-COMMERCE
      • 11.2.3.1 Tailored product recommendations enhancing shopping experience
    • 11.2.4 TECHNOLOGY & SOFTWARE PROVIDERS
      • 11.2.4.1 Maintain competitive edge and meet dynamic needs
    • 11.2.5 MEDIA & ENTERTAINMENT
      • 11.2.5.1 Transform media workflows, making advanced AI capabilities accessible
    • 11.2.6 TELECOMMUNICATIONS
      • 11.2.6.1 More personalized and efficient solutions through SLMs
    • 11.2.7 AUTOMOTIVE
      • 11.2.7.1 Transform automotive functionalities, making advanced AI capabilities
    • 11.2.8 MANUFACTURING
      • 11.2.8.1 Enhanced risk management, automation of complex processes, and improved operational efficiency
    • 11.2.9 LAW FIRMS
      • 11.2.9.1 Enhanced document analysis, improved risk assessment, and streamlined administrative processes
    • 11.2.10 OTHER ENTERPRISES
  • 11.3 BY INDIVIDUAL USERS

12 SMALL LANGUAGE MODELS MARKET, BY REGION

  • 12.1 INTRODUCTION
  • 12.2 NORTH AMERICA
    • 12.2.1 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET DRIVERS
    • 12.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK
    • 12.2.3 US
      • 12.2.3.1 Advancements in SLMs and broader AI technologies align with national interests
    • 12.2.4 CANADA
      • 12.2.4.1 Canada's small language models market driven by key initiatives
  • 12.3 EUROPE
    • 12.3.1 EUROPE: SMALL LANGUAGE MODELS MARKET DRIVERS
    • 12.3.2 EUROPE: MACROECONOMIC OUTLOOK
    • 12.3.3 UK
      • 12.3.3.1 UK government's research and innovation ecosystem focused on responsible and trustworthy AI
    • 12.3.4 GERMANY
      • 12.3.4.1 Industry demand and government support drive market
    • 12.3.5 FRANCE
      • 12.3.5.1 AI demand and fundings drive market growth
    • 12.3.6 ITALY
      • 12.3.6.1 Growth of market driven by regulations and AI incorporation
    • 12.3.7 SPAIN
      • 12.3.7.1 Market growth fueled by strategic initiatives and industry innovation
    • 12.3.8 REST OF EUROPE
  • 12.4 ASIA PACIFIC
    • 12.4.1 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET DRIVERS
    • 12.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK
    • 12.4.3 CHINA
      • 12.4.3.1 Market driven by government policies, grants, research programs, and public-private partnerships
    • 12.4.4 JAPAN
      • 12.4.4.1 Government's focus on research and development drives growth
    • 12.4.5 INDIA
      • 12.4.5.1 Market driven by significant developments from key industry players, substantial funding activities, and notable technological advancements
    • 12.4.6 SOUTH KOREA
      • 12.4.6.1 Increase in AI adoption and innovation drives growth
    • 12.4.7 REST OF ASIA PACIFIC
  • 12.5 MIDDLE EAST & AFRICA
    • 12.5.1 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET DRIVERS
    • 12.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
    • 12.5.3 UAE
      • 12.5.3.1 Development and deployment of SLMs drive growth
    • 12.5.4 SAUDI ARABIA
      • 12.5.4.1 Saudi Arabia established SDAIA to spearhead AI strategies in line with Vision 2030
    • 12.5.5 SOUTH AFRICA
      • 12.5.5.1 Integration of SLMs presents significant opportunities across various sectors
    • 12.5.6 REST OF MIDDLE EAST & AFRICA
  • 12.6 LATIN AMERICA
    • 12.6.1 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET DRIVERS
    • 12.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK
    • 12.6.3 BRAZIL
      • 12.6.3.1 Rapid market growth driven by government initiatives
    • 12.6.4 MEXICO
      • 12.6.4.1 ANIA to strengthen Mexico's AI ecosystem and lay groundwork for future AI regulations
    • 12.6.5 REST OF LATIN AMERICA

13 COMPETITIVE LANDSCAPE

  • 13.1 OVERVIEW
  • 13.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2022-2025
  • 13.3 REVENUE ANALYSIS, 2020-2024
  • 13.4 MARKET SHARE ANALYSIS, 2024
    • 13.4.1 MARKET SHARE OF KEY PLAYERS OFFERING SMALL LANGUAGE MODELS
    • 13.4.2 MARKET RANKING ANALYSIS
  • 13.5 PRODUCT COMPARATIVE ANALYSIS
  • 13.6 COMPANY VALUATION AND FINANCIAL METRICS
  • 13.7 COMPANY EVALUATION MATRIX: KEY PLAYERS (SOFTWARE PROVIDERS), 2024
    • 13.7.1 STARS
    • 13.7.2 EMERGING LEADERS
    • 13.7.3 PERVASIVE PLAYERS
    • 13.7.4 PARTICIPANTS
    • 13.7.5 COMPANY FOOTPRINT: KEY PLAYERS (SOFTWARE PROVIDERS), 2024
      • 13.7.5.1 Company footprint
      • 13.7.5.2 Regional footprint
      • 13.7.5.3 Application footprint
      • 13.7.5.4 Data modality footprint
      • 13.7.5.5 End user footprint
  • 13.8 COMPANY EVALUATION MATRIX: KEY PLAYERS (SERVICE PROVIDERS), 2024
    • 13.8.1 STARS
    • 13.8.2 EMERGING LEADERS
    • 13.8.3 PERVASIVE PLAYERS
    • 13.8.4 PARTICIPANTS
    • 13.8.5 COMPANY FOOTPRINT: KEY PLAYERS (SERVICE PROVIDERS), 2024
      • 13.8.5.1 Company footprint
      • 13.8.5.2 Regional footprint
      • 13.8.5.3 Offering footprint
      • 13.8.5.4 Deployment mode footprint
      • 13.8.5.5 End user footprint
  • 13.9 COMPETITIVE SCENARIO
    • 13.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
    • 13.9.2 DEALS

14 COMPANY PROFILES

  • 14.1 INTRODUCTION
  • 14.2 COMMERCIAL SLM PROVIDERS
    • 14.2.1 INFOSYS
      • 14.2.1.1 Business overview
      • 14.2.1.2 Products/Solutions/Services offered
      • 14.2.1.3 Recent developments
        • 14.2.1.3.1 Product launches and enhancements
        • 14.2.1.3.2 Deals
      • 14.2.1.4 MnM view
        • 14.2.1.4.1 Right to win
        • 14.2.1.4.2 Strategic choices
        • 14.2.1.4.3 Weaknesses and competitive threats
    • 14.2.2 MICROSOFT
      • 14.2.2.1 Business overview
      • 14.2.2.2 Products/Solutions/Services offered
      • 14.2.2.3 Recent developments
        • 14.2.2.3.1 Product launches and enhancements
        • 14.2.2.3.2 Deals
      • 14.2.2.4 MnM view
        • 14.2.2.4.1 Right to win
        • 14.2.2.4.2 Strategic choices
        • 14.2.2.4.3 Weaknesses and competitive threats
    • 14.2.3 IBM
      • 14.2.3.1 Business overview
      • 14.2.3.2 Products/Solutions/Services offered
      • 14.2.3.3 Recent developments
        • 14.2.3.3.1 Product launches and enhancements
        • 14.2.3.3.2 Deals
      • 14.2.3.4 MnM view
        • 14.2.3.4.1 Right to win
        • 14.2.3.4.2 Strategic choices
        • 14.2.3.4.3 Weaknesses and competitive threats
    • 14.2.4 META
      • 14.2.4.1 Business overview
      • 14.2.4.2 Products/Solutions/Services offered
      • 14.2.4.3 Recent developments
        • 14.2.4.3.1 Product launches and enhancements
        • 14.2.4.3.2 Deals
      • 14.2.4.4 MnM view
        • 14.2.4.4.1 Right to win
        • 14.2.4.4.2 Strategic choices
        • 14.2.4.4.3 Weaknesses and competitive threats
    • 14.2.5 AMAZON WEB SERVICES (AWS)
      • 14.2.5.1 Business overview
      • 14.2.5.2 Products/Solutions/Services offered
      • 14.2.5.3 Recent developments
        • 14.2.5.3.1 Deals
      • 14.2.5.4 MnM view
        • 14.2.5.4.1 Right to win
        • 14.2.5.4.2 Strategic choices
        • 14.2.5.4.3 Weaknesses and competitive threats
    • 14.2.6 MISTRAL AI
      • 14.2.6.1 Business overview
      • 14.2.6.2 Products/Solutions/Services offered
      • 14.2.6.3 Recent developments
        • 14.2.6.3.1 Product launches and enhancements
        • 14.2.6.3.2 Deals
    • 14.2.7 ARCEE AI
      • 14.2.7.1 Business overview
      • 14.2.7.2 Products/Solutions/Services offered
      • 14.2.7.3 Recent developments
        • 14.2.7.3.1 Product launches and enhancements
        • 14.2.7.3.2 Deals
    • 14.2.8 AI21 LABS
      • 14.2.8.1 Business overview
      • 14.2.8.2 Products/Solutions/Services offered
      • 14.2.8.3 Recent developments
        • 14.2.8.3.1 Product launches and enhancements
        • 14.2.8.3.2 Deals
    • 14.2.9 ANTHROPIC
      • 14.2.9.1 Business overview
      • 14.2.9.2 Products/Solutions/Services offered
      • 14.2.9.3 Recent developments
        • 14.2.9.3.1 Product launches and enhancements
        • 14.2.9.3.2 Deals
    • 14.2.10 OPENAI
      • 14.2.10.1 Business overview
      • 14.2.10.2 Products/Solutions/Services offered
      • 14.2.10.3 Recent developments
        • 14.2.10.3.1 Product launches and enhancements
        • 14.2.10.3.2 Deals
    • 14.2.11 COHERE
    • 14.2.12 DEEPSEEK
    • 14.2.13 KRUTRIM
    • 14.2.14 STABILITY AI
    • 14.2.15 UPSTAGE
    • 14.2.16 ALIBABA GROUP
  • 14.3 SLM SERVICE PROVIDERS
    • 14.3.1 TOGETHER AI
    • 14.3.2 LAMINI
    • 14.3.3 GROQ
    • 14.3.4 MALTED AI
    • 14.3.5 PREDIBASE
    • 14.3.6 CEREBRAS SYSTEMS
    • 14.3.7 OLLAMA
    • 14.3.8 FIREWORKS AI
    • 14.3.9 SNOWFLAKE
    • 14.3.10 PREM AI
  • 14.4 NON-COMMERCIAL SLM PROVIDERS
    • 14.4.1 NVIDIA
    • 14.4.2 GOOGLE
    • 14.4.3 HUGGING FACE
    • 14.4.4 APPLE
    • 14.4.5 SALESFORCE
    • 14.4.6 DATABRICKS
    • 14.4.7 SARVAM AI
    • 14.4.8 SAKANA AI
    • 14.4.9 EVOLUTIONARYSCALE
    • 14.4.10 EDGERUNNER AI
    • 14.4.11 ALMAWAVE
    • 14.4.12 LG
    • 14.4.13 H20.AI
    • 14.4.14 NOUS RESEARCH
    • 14.4.15 RHYMES AI
    • 14.4.16 REFUEL
    • 14.4.17 ELEUTHERAI

15 ADJACENT AND RELATED MARKETS

  • 15.1 INTRODUCTION
  • 15.2 LARGE LANGUAGE MODEL MARKET - GLOBAL FORECAST TO 2030
    • 15.2.1 MARKET DEFINITION
    • 15.2.2 MARKET OVERVIEW
      • 15.2.2.1 Large language model market, by offering
      • 15.2.2.2 Large language model market, by architecture
      • 15.2.2.3 Large language model market, by modality
      • 15.2.2.4 Large language model market, by model size
      • 15.2.2.5 Large language model market, by application
      • 15.2.2.6 Large language model market, by end user
      • 15.2.2.7 Large language model market, by region
  • 15.3 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2030
    • 15.3.1 MARKET DEFINITION
    • 15.3.2 MARKET OVERVIEW
      • 15.3.2.1 Generative AI market, by offering
      • 15.3.2.2 Generative AI market, by data modality
      • 15.3.2.3 Generative AI market, by application
      • 15.3.2.4 Generative AI market, by end user
      • 15.3.2.5 Generative AI market, by region

16 APPENDIX

  • 16.1 DISCUSSION GUIDE
  • 16.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 16.3 CUSTOMIZATION OPTIONS
  • 16.4 RELATED REPORTS
  • 16.5 AUTHOR DETAILS

List of Tables

  • TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020-2024
  • TABLE 2 PRIMARY INTERVIEWS
  • TABLE 3 FACTOR ANALYSIS
  • TABLE 4 SMALL LANGUAGE MODELS MARKET: RESEARCH ASSUMPTIONS
  • TABLE 5 GLOBAL SMALL LANGUAGE MODELS MARKET SIZE AND GROWTH RATE, 2020-2024 (USD MILLION, Y-O-Y %)
  • TABLE 6 GLOBAL SMALL LANGUAGE MODELS MARKET SIZE AND GROWTH RATE, 2025-2032 (USD MILLION, Y-O-Y %)
  • TABLE 7 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 8 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 9 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 10 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 11 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 12 PATENTS FILED, 2016-2025
  • TABLE 13 LIST OF FEW PATENTS IN SMALL LANGUAGE MODELS MARKET, 2024-2025
  • TABLE 14 AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2024
  • TABLE 15 AVERAGE SELLING PRICE OF KEY PLAYERS, BY PARAMETER SIZE, 2024
  • TABLE 16 SMALL LANGUAGE MODELS MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2025-2026
  • TABLE 17 PORTER'S FIVE FORCES IMPACT ON SMALL LANGUAGE MODELS MARKET
  • TABLE 18 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • TABLE 19 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • TABLE 20 SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 21 SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 22 SOFTWARE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 23 SOFTWARE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 24 SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 25 SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 26 SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 27 SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 28 CUSTOM MODEL DEVELOPMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 29 CUSTOM MODEL DEVELOPMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 30 MODEL TRAINING & FINE-TUNING SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 31 MODEL TRAINING & FINE-TUNING SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 32 INTEGRATION & DEPLOYMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 33 INTEGRATION & DEPLOYMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 34 CONSULTING & ADVISORY SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 35 CONSULTING & ADVISORY SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 36 OTHER SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 37 OTHER SERVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 38 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 39 SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 40 CLOUD: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 41 CLOUD: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 42 ON-PREMISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 43 ON-PREMISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 44 EDGE DEVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 45 EDGE DEVICES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 46 SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 47 SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 48 CONTENT GENERATION: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 49 CONTENT GENERATION: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 50 SENTIMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 51 SENTIMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 52 SEMANTIC SEARCH & INFORMATION RETRIEVAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 53 SEMANTIC SEARCH & INFORMATION RETRIEVAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 54 CONVERSATIONAL AI: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 55 CONVERSATIONAL AI: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 56 TRANSLATION & LOCALIZATION: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 57 TRANSLATION & LOCALIZATION: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 58 DATA EXTRACTION & DOCUMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 59 DATA EXTRACTION & DOCUMENT ANALYSIS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 60 OTHER APPLICATIONS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 61 OTHER APPLICATIONS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 62 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 63 SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 64 TEXT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 65 TEXT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 66 VOICE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 67 VOICE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 68 VIDEO: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 69 VIDEO: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 70 CODE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 71 CODE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 72 MULTIMODAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 73 MULTIMODAL: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 74 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 75 SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 76 LESS THAN 2 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 77 LESS THAN 2 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 78 2 BILLION TO LESS THAN 8 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 79 2 BILLION TO LESS THAN 8 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 80 8 BILLION TO LESS THAN 12 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 81 8 BILLION TO LESS THAN 12 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 82 12 BILLION TO 20 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 83 12 BILLION TO 20 BILLION PARAMETERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 84 SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 85 SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 86 SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE TYPE, 2020-2024 (USD MILLION)
  • TABLE 87 SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE TYPE, 2025-2032 (USD MILLION)
  • TABLE 88 ENTERPRISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 89 ENTERPRISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 90 BFSI: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 91 BFSI: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 92 HEALTHCARE & LIFE SCIENCES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 93 HEALTHCARE & LIFE SCIENCES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 94 RETAIL & E-COMMERCE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 95 RETAIL & E-COMMERCE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 96 TECHNOLOGY & SOFTWARE PROVIDERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 97 TECHNOLOGY & SOFTWARE PROVIDERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 98 MEDIA & ENTERTAINMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 99 MEDIA & ENTERTAINMENT: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 100 TELECOMMUNICATIONS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 101 TELECOMMUNICATIONS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 102 AUTOMOTIVE: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 103 REAL ESTATE & CONSTRUCTION: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 104 MANUFACTURING: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 105 MANUFACTURING: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 106 LAW FIRMS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 107 LAW FIRMS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 108 OTHER ENTERPRISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 109 OTHER ENTERPRISES: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 110 INDIVIDUAL USERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 111 INDIVIDUAL USERS: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 112 SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 113 SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 114 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 115 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 116 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 117 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 118 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 119 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 120 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 121 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 122 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 123 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 124 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 125 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 126 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 127 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 128 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2020-2024 (USD MILLION)
  • TABLE 129 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2025-2032 (USD MILLION)
  • TABLE 130 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2020-2024 (USD MILLION)
  • TABLE 131 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 132 US: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 133 US: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 134 CANADA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 135 CANADA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 136 EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 137 EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 138 EUROPE: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 139 EUROPE: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 140 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 141 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 142 EUROPE: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 143 EUROPE: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 144 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 145 EUROPE: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 146 EUROPE: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 147 EUROPE: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 148 EUROPE: SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 149 EUROPE: SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 150 EUROPE: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2020-2024 (USD MILLION)
  • TABLE 151 EUROPE: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2025-2032 (USD MILLION)
  • TABLE 152 EUROPE: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2020-2024 (USD MILLION)
  • TABLE 153 EUROPE: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 154 UK: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 155 UK: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 156 GERMANY: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 157 GERMANY: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 158 FRANCE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 159 FRANCE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 160 ITALY: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 161 ITALY: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 162 SPAIN: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 163 SPAIN: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 164 REST OF EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 165 REST OF EUROPE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 166 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 167 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 168 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 169 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 170 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 171 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 172 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 173 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 174 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 175 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 176 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 177 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 178 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 179 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 180 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2020-2024 (USD MILLION)
  • TABLE 181 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2025-2032 (USD MILLION)
  • TABLE 182 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2020-2024 (USD MILLION)
  • TABLE 183 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 184 CHINA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 185 CHINA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 186 JAPAN: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 187 JAPAN: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 188 INDIA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 189 INDIA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 190 SOUTH KOREA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 191 SOUTH KOREA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 192 REST OF ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 193 REST OF ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 194 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 195 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 196 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 197 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 198 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 199 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 200 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 201 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 202 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 203 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 204 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 205 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 206 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 207 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 208 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2020-2024 (USD MILLION)
  • TABLE 209 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2025-2032 (USD MILLION)
  • TABLE 210 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY REGION, 2020-2024 (USD MILLION)
  • TABLE 211 MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 212 UAE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 213 UAE: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 214 SAUDI ARABIA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 215 SAUDI ARABIA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 216 SOUTH AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 217 SOUTH AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 218 REST OF MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 219 REST OF MIDDLE EAST & AFRICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 220 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 221 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 222 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2020-2024 (USD MILLION)
  • TABLE 223 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 224 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2020-2024 (USD MILLION)
  • TABLE 225 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY DEPLOYMENT MODE, 2025-2032 (USD MILLION)
  • TABLE 226 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
  • TABLE 227 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 228 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
  • TABLE 229 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
  • TABLE 230 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2020-2024 (USD MILLION)
  • TABLE 231 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY MODEL SIZE, 2025-2032 (USD MILLION)
  • TABLE 232 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2020-2024 (USD MILLION)
  • TABLE 233 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY END USER, 2025-2032 (USD MILLION)
  • TABLE 234 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2020-2024 (USD MILLION)
  • TABLE 235 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY ENTERPRISE, 2025-2032 (USD MILLION)
  • TABLE 236 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2020-2024 (USD MILLION)
  • TABLE 237 LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 238 BRAZIL: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 239 BRAZIL: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 240 MEXICO: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 241 MEXICO: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 242 REST OF LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2020-2024 (USD MILLION)
  • TABLE 243 REST OF LATIN AMERICA: SMALL LANGUAGE MODELS MARKET, BY OFFERING, 2025-2032 (USD MILLION)
  • TABLE 244 OVERVIEW OF STRATEGIES ADOPTED BY KEY SMALL LANGUAGE MODELS VENDORS
  • TABLE 245 SMALL LANGUAGE MODELS MARKET: DEGREE OF COMPETITION
  • TABLE 246 REGIONAL FOOTPRINT (16 COMPANIES)
  • TABLE 247 APPLICATION FOOTPRINT (16 COMPANIES)
  • TABLE 248 DATA MODALITY FOOTPRINT (16 COMPANIES)
  • TABLE 249 END USER FOOTPRINT (16 COMPANIES)
  • TABLE 250 REGIONAL FOOTPRINT (10 COMPANIES)
  • TABLE 251 OFFERING FOOTPRINT (10 COMPANIES)
  • TABLE 252 DEPLOYMENT MODE FOOTPRINT (10 COMPANIES)
  • TABLE 253 END USER FOOTPRINT (10 COMPANIES)
  • TABLE 254 SMALL LANGUAGE MODELS MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022- MARCH 2025
  • TABLE 255 SMALL LANGUAGE MODELS MARKET: DEALS, JANUARY 2022-FEBRUARY 2025
  • TABLE 256 INFOSYS: COMPANY OVERVIEW
  • TABLE 257 INFOSYS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 258 INFOSYS: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 259 INFOSYS: DEALS
  • TABLE 260 MICROSOFT: COMPANY OVERVIEW
  • TABLE 261 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 262 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 263 MICROSOFT: DEALS
  • TABLE 264 IBM: COMPANY OVERVIEW
  • TABLE 265 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 266 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 267 IBM: DEALS
  • TABLE 268 META: COMPANY OVERVIEW
  • TABLE 269 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 270 META: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 271 META: DEALS
  • TABLE 272 AWS: COMPANY OVERVIEW
  • TABLE 273 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 274 AWS: DEALS
  • TABLE 275 MISTRAL AI: COMPANY OVERVIEW
  • TABLE 276 MISTRAL AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 277 MISTRAL AI: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 278 MISTRAL AI: DEALS
  • TABLE 279 ARCEE AI: COMPANY OVERVIEW
  • TABLE 280 ARCEE AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 281 ARCEE AI: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 282 ARCEE AI: DEALS
  • TABLE 283 AI21 LABS: COMPANY OVERVIEW
  • TABLE 284 AI21 LABS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 285 AI21 LABS: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 286 AI21 LABS: DEALS
  • TABLE 287 ANTHROPIC: COMPANY OVERVIEW
  • TABLE 288 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 289 ANTHROPIC: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 290 ANTHROPIC: DEALS
  • TABLE 291 OPENAI: COMPANY OVERVIEW
  • TABLE 292 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 293 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 294 OPENAI: DEALS
  • TABLE 295 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2020-2023 (USD MILLION)
  • TABLE 296 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2024-2030 (USD MILLION)
  • TABLE 297 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2020-2023 (USD MILLION)
  • TABLE 298 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2024-2030 (USD MILLION)
  • TABLE 299 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2020-2023 (USD MILLION)
  • TABLE 300 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2024-2030 (USD MILLION)
  • TABLE 301 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2020-2023 (USD MILLION)
  • TABLE 302 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2024-2030 (USD MILLION)
  • TABLE 303 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2020-2023 (USD MILLION)
  • TABLE 304 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
  • TABLE 305 LARGE LANGUAGE MODEL MARKET, BY END USER, 2020-2023 (USD MILLION)
  • TABLE 306 LARGE LANGUAGE MODEL MARKET, BY END USER, 2024-2030 (USD MILLION)
  • TABLE 307 LARGE LANGUAGE MODEL MARKET, BY REGION, 2020-2023 (USD MILLION)
  • TABLE 308 LARGE LANGUAGE MODEL MARKET, BY REGION, 2024-2030 (USD MILLION)
  • TABLE 309 GENERATIVE AI MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 310 GENERATIVE AI MARKET, BY OFFERING, 2024-2030 (USD MILLION)
  • TABLE 311 GENERATIVE AI MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 312 GENERATIVE AI MARKET, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • TABLE 313 GENERATIVE AI MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 314 GENERATIVE AI MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
  • TABLE 315 GENERATIVE AI MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 316 GENERATIVE AI MARKET, BY END USER, 2024-2030 (USD MILLION)
  • TABLE 317 GENERATIVE AI MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 318 GENERATIVE AI MARKET, BY REGION, 2024-2030 (USD MILLION)

List of Figures

  • FIGURE 1 SMALL LANGUAGE MODELS MARKET: RESEARCH DESIGN
  • FIGURE 2 DATA TRIANGULATION
  • FIGURE 3 SMALL LANGUAGE MODELS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM OFFERINGS OF SMALL LANGUAGE MODELS MARKET
  • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE & SERVICES OF THE SMALL LANGUAGE MODELS MARKET
  • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE & SERVICES OF SMALL LANGUAGE MODELS MARKET
  • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF SMALL LANGUAGE MODELS THROUGH OVERALL AI SPENDING
  • FIGURE 8 SOFTWARE TO BECOME LARGEST OFFERING BY MARKET SIZE IN 2025
  • FIGURE 9 INTEGRATION & DEPLOYMENT SERVICES TO HOLD MAJOR SHARE IN 2025
  • FIGURE 10 CLOUD SEGMENT WILL BE LEADING DEPLOYMENT MODE IN 2025
  • FIGURE 11 TEXT DATA MODALITY WILL ACCOUNT FOR MAJORITY MARKET SHARE IN 2025
  • FIGURE 12 CONTENT GENERATION TO BE LARGEST APPLICATION SEGMENT IN 2025
  • FIGURE 13 MODELS BETWEEN 8 BILLION TO LESS THAN 12 BILLION PARAMETERS WILL BE LEADING SEGMENT BY MODEL SIZE IN 2025
  • FIGURE 14 ENTERPRISES TO BECOME LARGER END USER SEGMENT IN 2025
  • FIGURE 15 WITHIN ENTERPRISES SEGMENT, TECHNOLOGY & SOFTWARE PROVIDERS TO BE FASTEST-GROWING END USER OVER FORECAST PERIOD
  • FIGURE 16 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE DURING FORECAST PERIOD
  • FIGURE 17 HIGH COMPUTATIONAL EFFICIENCY, DOMAIN-SPECIFIC CUSTOMIZATION, AND PRIVACY-CENTRIC AI TO BOOST SMALL LANGUAGE MODEL ADOPTION
  • FIGURE 18 SEMANTIC SEARCH & INFORMATION RETRIEVAL SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • 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
  • FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025
  • FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES IN SMALL LANGUAGE MODELS MARKET
  • FIGURE 22 EVOLUTION OF SMALL LANGUAGE MODELS MARKET
  • FIGURE 23 KEY PLAYERS IN SMALL LANGUAGE MODELS MARKET ECOSYSTEM
  • FIGURE 24 SMALL LANGUAGE MODELS MARKET: SUPPLY CHAIN ANALYSIS
  • FIGURE 25 LEADING SMALL LANGUAGE MODEL VENDORS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND
  • FIGURE 26 NUMBER OF PATENTS GRANTED FOR SMALL LANGUAGE MODELS MARKET, 2016-2025
  • FIGURE 27 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016-2025
  • FIGURE 28 SMALL LANGUAGE MODELS MARKET: PORTER'S FIVE FORCES ANALYSIS
  • FIGURE 29 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • FIGURE 31 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • FIGURE 32 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 33 INTEGRATION & DEPLOYMENT SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025
  • FIGURE 34 EDGE DEVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 35 SEMANTIC SEARCH & INFORMATION RETRIEVAL TO BE THE FASTEST GROWING APPLICATION DURING FORECAST PERIOD
  • FIGURE 36 VIDEO SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 37 SMALL LANGUAGE MODELS WITH LESS THAN 2 BILLION PARAMETERS TO REGISTER FASTEST GROWTH OVER FORECAST PERIOD
  • FIGURE 38 INDIVIDUAL USERS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 39 TECHNOLOGY & SOFTWARE PROVIDERS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 40 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 41 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD
  • FIGURE 42 NORTH AMERICA: SMALL LANGUAGE MODELS MARKET SNAPSHOT
  • FIGURE 43 ASIA PACIFIC: SMALL LANGUAGE MODELS MARKET SNAPSHOT
  • FIGURE 44 TOP FIVE PUBLIC PLAYERS DOMINATING MARKET OVER LAST FIVE YEARS
  • FIGURE 45 SHARE OF LEADING COMPANIES IN SMALL LANGUAGE MODELS MARKET, 2024
  • FIGURE 46 PRODUCT COMPARATIVE ANALYSIS
  • FIGURE 47 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 48 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
  • FIGURE 49 SMALL LANGUAGE MODELS MARKET: COMPANY EVALUATION MATRIX (SOFTWARE PROVIDERS), 2024
  • FIGURE 50 COMPANY FOOTPRINT (16 COMPANIES)
  • FIGURE 51 SMALL LANGUAGE MODELS MARKET: COMPANY EVALUATION MATRIX (SERVICE PROVIDERS), 2024
  • FIGURE 52 COMPANY FOOTPRINT (10 COMPANIES)
  • FIGURE 53 INFOSYS: COMPANY SNAPSHOT
  • FIGURE 54 MICROSOFT: COMPANY SNAPSHOT
  • FIGURE 55 IBM: COMPANY SNAPSHOT
  • FIGURE 56 META: COMPANY SNAPSHOT
  • FIGURE 57 AWS: COMPANY SNAPSHOT