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全球小型語言模型市場（按產品、部署模式、應用、資料形態、模型規模、最終用戶和地區分類）- 預測至 2032 年
市場調查報告書
商品編碼
1711374

全球小型語言模型市場（按產品、部署模式、應用、資料形態、模型規模、最終用戶和地區分類）- 預測至 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 | 訂單完成後即時交付

價格

小型語言模型 (SLM) 市場規模預計將從 2025 年的 9.3 億美元成長到 2032 年的 54.5 億美元，預測期內的複合年成長率為 28.7%。

SLM 需要較少的運算能力，使其成為金融、醫療保健和製造等行業的對話式 AI、詐欺偵測和預測性維護等任務的理想選擇。此外，人工智慧自動化和機器人流程自動化 (RPA) 的成長正在推動 SLM 的採用，企業正在尋求高效且經濟的人工智慧解決方案來實現工作流程自動化、資料提取和客戶支援。 SLM 支援設備上處理，減少對雲端基礎架構的依賴並增強隱私。由於參數數量少以及複雜推理、細微文本生成和深度上下文理解能力差，SLM 面臨性能限制。這會影響需要大量知識或複雜決策的任務的準確性和有效性。此外，由於訓練資料有限，SLM 在專門的應用中常常會遇到困難。 SLM 可能缺乏大規模領域特定專業知識所需的深度，並且在法律案件分析、醫學診斷和科學研究等領域效率較低。

研究範圍
調查年份 2020-2032
基準年 2024
預測期 2025-2032
對價單位 美元（十億美元）
部分 按產品、按部署模式、按應用程式、按資料模式、按模型大小、按最終用戶、按地區
目標區域 北美、歐洲、亞太地區、中東和非洲、拉丁美洲

由於各行各業對更快、更準確的搜尋結果的需求日益成長，語義搜尋和資訊搜尋預計將在小型語言模型市場中以最高的複合年成長率成長。與傳統的基於關鍵字的搜尋不同，語義搜尋可以理解查詢背後的意圖和上下文，並提供更相關的結果。企業正在採用 SLM 支援的搜尋解決方案來改善客戶支援、知識管理和資料分析。醫療保健、法律和金融等行業受益於 SLM 高效處理大量資訊的能力。此外，人工智慧聊天機器人、虛擬助理和企業搜尋工具的興起正在推動對語義搜尋功能的需求，使其成為 SLM 採用的主要成長領域。

由於各行業對即用型人工智慧模型的需求不斷增加，預計軟體產業將在預測期內佔據最大的市場佔有率。企業更喜歡基於軟體的 SLM 解決方案，因為它們為聊天機器人、內容生成、語義搜尋、自動化等提供了經濟高效、擴充性且易於部署的 AI 功能。此外，模型最佳化技術的進步使得 SLM 更加高效，並且可以在雲端、本地和邊緣設備上使用。公司擴大將 SLM 整合到其現有的軟體生態系統中，以提高生產力和決策能力。人工智慧演算法的不斷改進以及在 BFSI、醫療保健和零售等領域的日益普及，可能會使軟體產業主導 SLM 市場。

預計亞太地區將在小型語言模型市場中以最快的複合年成長率成長，而北美預計將佔據最大的市場佔有率。新加坡推出了耗資 5,200 萬美元的國家多模式語言模型計劃，以建立適合東南亞多種語言的人工智慧模型；馬來西亞的 Mesolitica 則推出了支援 16 種地區語言的人工智慧模型 MaLLaM，以增強客戶服務和資料分析能力。該地區的國家正在利用 SLM 實現客戶服務、財務分析和電子商務最佳化等應用，從而推動需求。此外，人工智慧新興企業數量的增加以及政府支持人工智慧研究的舉措正在刺激市場擴張。同時，北美佔據市場主導地位，企業大力採用人工智慧，建立技術基礎設施，並在人工智慧研發方面投入大量資金。 OpenAI、微軟和 Meta 等公司正在開發更小、更有效率的 AI 模型，以最佳化效能和可存取性。此外，企業擴大採用根據其特定需求量身定做的小型人工智慧模型，減少對大規模、一刀切人工智慧解決方案的依賴。

本報告研究了全球小型語言模型市場，並透過產品、部署模式、應用、資料模式、模型大小、最終用戶、區域趨勢和公司簡介對市場進行了詳細分析。

目錄

第1章 引言

第2章調查方法

第3章執行摘要

第4章重要考察

第5章市場概況及產業趨勢

  • 介紹
  • 市場動態
  • 小型語言模型市場：演變
  • 生態系分析
  • 供應鏈分析
  • 投資狀況及資金籌措情景
  • 案例研究分析
  • 技術分析
  • 監管狀況
  • 專利分析
  • 定價分析
  • 2025-2026 年重要會議與活動
  • 波特五力分析
  • 影響客戶業務的趨勢/中斷
  • 主要相關人員和採購標準

6. 小型語言模型市場（依產品提供）

  • 介紹
  • 軟體
  • 服務

7. 小型語言模型市場（依部署模式）

  • 介紹
  • 雲
  • 本地
  • 邊緣設備

8. 小型語言模型市場（按應用）

  • 介紹
  • 內容生成
  • 情緒分析
  • 語義搜尋和資訊搜尋
  • 對話式人工智慧
  • 翻譯和在地化
  • 資料提取和文件分析
  • 其他

9. 小型語言模型市場（依資料模態）

  • 介紹
  • 文字
  • 聲音的
  • 影片
  • 程式碼
  • 多模態

10. 小型語言模型市場（依模型規模）

  • 介紹
  • 少於 20 億個參數
  • 20億到80億個參數
  • 80 億到 120 億個參數
  • 120億到200億個參數
  • 按參數數量分類的主要小型語言模型

第 11 章 小型語言模型市場（依最終使用者分類）

  • 介紹
  • 企業
  • 個人用戶

第 12 章 小型語言模型市場（按地區）

  • 介紹
  • 北美洲
    • 北美：小語言模型市場促進因素
    • 北美：宏觀經濟展望
    • 美國
    • 加拿大
  • 歐洲
    • 歐洲：小語言模型市場促進因素
    • 歐洲：宏觀經濟展望
    • 英國
    • 德國
    • 法國
    • 義大利
    • 西班牙
    • 其他
  • 亞太地區
    • 亞太地區：小語言模型市場促進因素
    • 亞太地區：宏觀經濟展望
    • 中國
    • 日本
    • 印度
    • 韓國
    • 其他
  • 中東和非洲
    • 中東和非洲：小語言模型市場促進因素
    • 中東與非洲：宏觀經濟展望
    • 阿拉伯聯合大公國
    • 沙烏地阿拉伯
    • 南非
    • 其他
  • 拉丁美洲
    • 拉丁美洲：小語言模型市場促進因素
    • 拉丁美洲：宏觀經濟展望
    • 巴西
    • 墨西哥
    • 其他

第13章競爭格局

  • 概述
  • 主要參與企業的策略/優勢，2022-2025
  • 2020-2024年收益分析
  • 2024年市場佔有率分析
  • 產品比較分析
  • 估值和財務指標
  • 公司估值矩陣：主要參與企業（軟體供應商），2024 年
  • 公司估值矩陣：關鍵參與企業（服務供應商），2024 年
  • 競爭場景

第14章 公司簡介

  • 介紹
  • 商業 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服務供應商
    • TOGETHER AI
    • LAMINI
    • GROQ
    • MALTED AI
    • PREDIBASE
    • CEREBRAS SYSTEMS
    • OLLAMA
    • FIREWORKS AI
    • SNOWFLAKE
    • PREM AI
  • 非營利 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15章 相鄰及相關市場

第16章 附錄

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