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全球人工智慧培训资料集集市场：按产品、按资料集建立、按资料集销售、按註释类型、按资料模态、按类型、按最终用户、按地区 - 预测到 2029 年
市场调查报告书
商品编码
1580108

全球人工智慧培训资料集集市场：按产品、按资料集建立、按资料集销售、按註释类型、按资料模态、按类型、按最终用户、按地区 - 预测到 2029 年

AI Training Dataset Market by Dataset Creation (Data Collection, Data Annotation, Synthetic Data Generation), Dataset Selling (Off-the-Shelf Datasets, Dataset Marketplaces), Data Modality (Text, Image, Video, Audio, Multimodal) - Global Forecast to 2029
出版日期: | 出版商: MarketsandMarkets | 英文 447 Pages | 订单完成后即时交付

价格

AI训练资料集市场规模预计将从2024年的28.2亿美元增加到2029年的95.8亿美元，2024年至2029年的复合年增长率为27.7%。

随着各行业探索机器学习和人工智慧的使用，对人工智慧训练资料集集的需求正在迅速增加。推动市场成长的主要因素是对一流和多样化资料收集的需求不断增长，以正确训练人工智慧模型，特别是在医疗保健、金融和自动驾驶汽车等行业。然而，对资料隐私和监管合规性的担忧继续构成重大障碍，可能阻碍资料收集并限制对个人资料的存取。公司在协调创新和道德因素、同时捕获和管理符合绩效和监管要求的资料面临挑战。

调查范围
调查年份 2019-2029
基准年 2023年
预测期 2024-2029
考虑单位 美元（十亿美元）
部分 按提供、按资料集建立、按资料集销售、按註释类型、按资料模态、按类型、按最终使用者、按区域
目标区域 北美、欧洲、亚太地区、中东/非洲、拉丁美洲

由于各行业对一流资料的需求不断增加，预计在预测期内，资料集集创建领域将成为市场成长最快的领域。公司认识到製定资料驱动决策的重要性，因此他们投入大量资金开发全面、准确的资料集。这部分利用人工智慧和机器学习的进步来简化资料收集和处理，并允许公司更快、更大规模地创建资料集。此外，物联网设备的激增和数位互动产生的资料量的增加推动了该领域的快速成长。企业正在优先考虑创建大规模资料集，以执行预测分析、了解客户行为并制定量身定制的行销策略以改善结果。 GDPR 和 CCPA 等法规迫使公司专注于符合道德的资料收集方法，从而产生了对符合法规的客製化资料集的需求。公司需要满足其特定业务需求的客製化资料集，以保持行业竞争力并实现市场成长。

OTS资料集预计将在资料集销售市场中处于领先地位，因为它们价格便宜、易于取得且适合各种应用。公司越来越多地选择现成的资料集，以节省资料收集和准备的时间，并能够快速实施资料主导的策略。医疗保健、金融和行销等各个领域对资料分析的需求不断增长，这将加速这一趋势，因为公司希望利用现有资料来改善决策并获得有价值的见解。此外，人工智慧和机器学习技术的兴起增加了对一流资料训练模型的需求，增加了对现成资料集集的依赖。随着公司优先考虑适应性和保持竞争力，预计未来几年现成资料集集的使用将稳步增加。

本报告调查了全球人工智慧训练资料集市场，并透过提供、资料集建立、资料集销售、註释类型、资料模式、类型、最终使用者、地区和市场趋势来分析市场。

目录

第一章简介

第二章调查方法

第三章执行摘要

第 4 章重要考察

第五章市场概况及产业趋势

  • 介绍
  • 市场动态
  • AI训练资料集的演变
  • 供应链分析
  • 生态系分析
  • 投资金筹措场景
  • 生成式人工智慧对人工智慧训练资料集市场的影响
  • 案例研究分析
  • 技术分析
  • 监管状况
  • 专利分析
  • 价格分析
  • 2024-2025年重大会议和活动
  • 波特五力分析
  • 主要相关人员和采购标准
  • 影响客户业务的趋势/干扰

第 6 章：人工智慧训练资料集集市场（按产品）

  • 介绍
  • 建立资料集
  • 出售资料集集

第七章人工智慧训练资料集市场，按资料集创建

  • 介绍
  • 资料集创建软体
  • 资料集创建服务

第八章人工智慧训练资料集市场（按资料集销售情况）

  • 介绍
  • 现成的资料集(OTS)
  • 资料集市场

第 9 章：人工智慧训练资料集市场（按註释类型）

  • 介绍
  • 预标记资料集集
  • 标记资料集集
  • 综合资料集

第10章人工智慧训练资料集市场（按资料形态）

  • 介绍
  • 文字
  • 影像
  • 声音的
  • 影片
  • 多模态

第十一章人工智慧训练资料集市场，按类型

  • 介绍
  • 人工智慧世代
  • 其他的

第 12 章：人工智慧训练资料集集市场（按最终用户）

  • 介绍
  • BFSI
  • 通讯
  • 政府/国防
  • 医疗保健/生命科学
  • 製造业
  • 零售/消费品
  • 软体技术供应商
  • 车
  • 媒体娱乐
  • 其他的

第 13 章人工智慧训练资料集市场（按地区）

  • 介绍
  • 北美洲
  • 欧洲
  • 亚太地区
  • 中东/非洲
  • 拉丁美洲

第14章竞争格局

  • 概述
  • 主要参与企业的策略/秘密，2021-2024
  • 2019-2023年收益分析
  • 2023 年市场占有率分析
  • 产品比较分析
  • 2024年企业评价与财务指标
  • 企业评估矩阵：主要参与企业，2023
  • 企业评估矩阵：Start-Ups/小型企业，2023 年
  • 竞争场景

第十五章 公司简介

  • 介绍
  • 主要参与企业
    • GOOGLE
    • MICROSOFT
    • AWS
    • APPEN
    • NVIDIA
    • IBM
    • TELUS INTERNATIONAL
    • INNODATA
    • COGITO TECH
    • SAMA
    • CLICKWORKER
    • TRANSPERFECT
    • CLOUDFACTORY
    • IMERIT
    • LIONBRIDGE TECHNOLOGIES
    • SCALE AI
  • Start-Ups/小型企业
    • SNORKEL AI
    • GRETEL
    • SHAIP
    • NEXDATA
    • BITEXT
    • AIMLEAP
    • ALEGION
    • DEEP VISION DATA
    • LABELBOX
    • V7LABS
    • DEFINED.AI
    • SUPERANNOTATE
    • TOLOKA AI
    • KILI TECHNOLOGY
    • HUMANSIGNAL
    • SUPERB AI
    • HUGGING FACE
    • FILEMARKET
    • TAGX
    • ROBOFLOW
    • SUPERVISELY
    • ENCORD
    • KEYLABS
    • LXT
    • DATA.WORLD

第十六章 邻近市场及相关市场

第十七章附录

Product Code: TC 9212

The market for AI training datasets is expected to increase from USD 2.82 billion in 2024 to USD 9.58 billion in 2029, experiencing a compound annual growth rate (CAGR) of 27.7% from 2024 to 2029. The demand for AI training datasets is rapidly increasing as various sectors look for more machine learning and AI uses. A key factor driving the growth of the market is the increasing demand for top-notch, varied data collections to properly train AI models, especially in industries such as healthcare, finance, and autonomous vehicles. However, concerns regarding data privacy and compliance with regulations continue to pose a major barrier that could hinder data collection and restrict access to personal data. Businesses encounter difficulties in obtaining and controlling data that comply with performance and regulation requirements, while also harmonizing innovation and ethical factors.

Scope of the Report
Years Considered for the Study2019-2029
Base Year2023
Forecast Period2024-2029
Units ConsideredUSD (Billion)
SegmentsOffering, Dataset Creation, Dataset Selling, Type, Data Modality, Annotation Type, End User, and Region
Regions coveredNorth America, Europe, Asia Pacific, Middle East & Africa, and Latin America

"By offering, dataset creation segment is expected to register the fastest market growth rate during the forecast period."

The dataset creation segment is expected to have the quickest increase in the market in the forecast period, due to the growing need for top-notch data in different industries. Businesses are realizing the significance of making decisions based on data and are therefore making substantial investments in developing thorough and precise sets of data. This part takes advantage of AI and ML progress, which simplify data collection and processing, enabling businesses to create datasets more quickly and on a larger scale. Additionally, the rapid growth of this sector is fueled by the increasing number of IoT devices, and the growing amount of data produced from digital interactions. Companies are prioritizing the creation of large data sets to conduct predictive analysis, comprehend customer actions, and devise tailored marketing tactics to improve their results. Rules like GDPR and CCPA have prompted businesses to focus on ethical ways of collecting data, creating a demand for customized datasets that abide by the regulations. Companies require tailored data sets to meet specific business requirements in order to stay competitive in their respective industries and experience market growth.

"By dataset selling, Off-the-Shelf (OTS) datasets segment is expected to have the largest market share during the forecast period."

The OTS datasets are expected to lead the dataset selling segment in market because of their inexpensive price, easy access, and immediate suitability for various uses. Companies are opting for pre-made datasets more often as they save time on data collection and preparation, enabling a swift adoption of data-driven strategies. The rising demand for data analysis in different sectors such as healthcare, finance, and marketing are pushing this trend further, as companies seek to leverage existing data for improved decision-making and obtaining valuable insights. In addition, the rise of artificial intelligence and machine learning technologies has raised the demand for top-notch data to train models, resulting in a heavier reliance on pre-made datasets. The use of ready-made datasets is expected to rise steadily in the upcoming years as businesses prioritize adaptability and remaining competitive.

"By annotation type, synthetic datasets segment is expected to register the fastest market growth rate during the forecast period."

Throughout the predicted period, the synthetic datasets segment in the AI training dataset market is expected to experience the most significant increase in growth rate. Synthetic datasets generate abundant data simulating real-world scenarios, solving problems of insufficient data and privacy issues associated with authentic datasets. Customizing synthetic data to suit particular purposes increases its attractiveness, since it can be tailored to fulfill the diverse demands of artificial intelligence models across different industries. Progress in developing models and simulation techniques enhances the accuracy and authenticity of synthetic data, ultimately boosting its efficacy in training machine learning algorithms. The demand for robust and flexible datasets is projected to increase as companies focus on improving their AI capabilities, underscoring the importance of synthetic datasets in future AI projects. This phenomenon is encouraging ethical AI methods by employing artificial data to reduce prejudice and ensure fairer outcomes in AI uses.

"By Region, North America to have the largest market share in 2024, and Asia Pacific is slated to grow at the fastest rate during the forecast period."

In 2024, North America is expected to dominate the AI training dataset market with the largest market share. The reason for this dominance is the existence of big tech firms, significant investments in AI, and a strong network of data-centric advancements. Companies in North America are increasingly integrating artificial intelligence to enhance their operations, leading to a demand for high-quality training data. In the meantime, it is expected that the Asia Pacific region will show the highest rate of growth in the predicted period. The rapid expansion is due to additional investments in AI, higher internet usage, and a growing number of AI and machine learning startups. China and India are leading the way in embracing AI technologies, thanks to their abundant data and young population well-versed in technology.

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 AI training dataset market.

  • By Company: Tier I - 18%, Tier II - 52%, and Tier III - 30%
  • By Designation: C-Level Executives - 42%, D-Level Executives - 36%, and others - 22%
  • By Region: North America - 42%, Europe - 26%, Asia Pacific - 21%, Middle East & Africa - 4%, and Latin America - 7%

The report includes the study of key players offering AI training dataset solutions. It profiles major vendors in the AI training dataset market. The major players in the AI training dataset market include Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), Aimleap (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili technology (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and Data.world (US).

Research coverage

This research report categorizes the AI training dataset Market by Offering (Dataset Creation and Dataset Selling), by Dataset Creation (Dataset Creation Software, and Dataset Creation Services), by Dataset Selling (Off-The-Shelf (OTS) Datasets, and Dataset Marketplaces), by Annotation Type (Pre-Labeled Datasets, Unlabeled Datasets, and Synthetic Datasets), by Data Modality (Text, Image, Audio & Speech, Video and Multimodal), By Type (Generative AI and Other AI), by End User (BFSI, Software & Technology Providers, Telecommunications, Automotive, Media & Entertainment, Government & Defense, Healthcare & Life Sciences, Manufacturing, Retail & Consumer Goods, And Other End Users) and by Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the AI training dataset 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 AI training dataset market. Competitive analysis of upcoming startups in the AI training dataset market ecosystem is covered in this report.

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 AI training dataset 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 (increasing demand for diverse and continuously updated multimodal datasets for generative AI models, rising demand for multilingual datasets for conversational AI, demand for high-quality labeled data for autonomous vehicles, and Increased used of synthetic data for rare event simulation), restraints (legal risks of web-scraped data due to copyright infringement and limited access to high-quality medical datasets due to HIPAA compliance), opportunities (growing demand for specialized data annotation services in diverse fields, synthetic data generation and privacy-preserving techniques for augmented training data, and creation of customized AI Datasets and specialized formats (3D, AR/VR) for Enterprise Solutions), and challenges (data quality and relevance issues like inconsistency, bias, keeping datasets up to date, and diverse dataset formats and inconsistent annotation practices may hinder integration and reliability).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI training dataset market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the AI training dataset market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI training dataset market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), Aimleap (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili technology (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and Data.world (US) among others in the AI training dataset market. The report also helps stakeholders understand the pulse of the AI training dataset 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 AI TRAINING DATASET MARKET
  • 4.2 AI TRAINING DATASET MARKET, BY TOP THREE DATA MODALITIES
  • 4.3 NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE AND END USER
  • 4.4 AI TRAINING DATASET MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • 5.2.1 DRIVERS
      • 5.2.1.1 Increasing need for diverse and continuously updated multimodal datasets for generative AI models
      • 5.2.1.2 Rising use of multilingual datasets in conversational AI
      • 5.2.1.3 Growing demand for high-quality labeled data for autonomous vehicles
      • 5.2.1.4 Rising adoption of synthetic data for rare event simulation
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Legal risks of web-scraped data due to copyright infringement
      • 5.2.2.2 Limited access to high-quality medical datasets due to HIPAA compliance
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Growing demand for specialized data annotation services in diverse fields
      • 5.2.3.2 Synthetic data generation and privacy-preserving techniques for augmented training data
      • 5.2.3.3 Creation of customized AI datasets and specialized formats for enterprise solutions
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Data quality and relevance issues
      • 5.2.4.2 Diverse dataset formats and inconsistent annotation practices
  • 5.3 EVOLUTION OF AI TRAINING DATASET
  • 5.4 SUPPLY CHAIN ANALYSIS
  • 5.5 ECOSYSTEM ANALYSIS
    • 5.5.1 DATA COLLECTION SOFTWARE PROVIDERS
    • 5.5.2 DATA LABELING AND ANNOTATION PLATFORM PROVIDERS
    • 5.5.3 SYNTHETIC DATA PROVIDERS
    • 5.5.4 DATA AUGMENTATION TOOL PROVIDERS
    • 5.5.5 OFF-THE-SHELF (OTS) DATASET PROVIDERS
    • 5.5.6 AI TRAINING DATASET SERVICE PROVIDERS
  • 5.6 INVESTMENT AND FUNDING SCENARIO
  • 5.7 IMPACT OF GENERATIVE AI ON AI TRAINING DATASET MARKET
    • 5.7.1 DATA AUGMENTATION FOR IMAGE RECOGNITION
    • 5.7.2 SYNTHETIC TEXT GENERATION FOR NLP
    • 5.7.3 SPEECH AND AUDIO DATA SYNTHESIS
    • 5.7.4 SIMULATED USER INTERACTION DATA
    • 5.7.5 BIAS MITIGATION IN DATASETS
    • 5.7.6 SCENARIO TESTING FOR PREDICTIVE MODELS
  • 5.8 CASE STUDY ANALYSIS
    • 5.8.1 CASE STUDY 1: CLICKWORKER BOOSTS AI TRAINING DATASET FOR AUTOMOTIVE SYSTEMS, IMPROVING SPEECH RECOGNITION ACCURACY
    • 5.8.2 CASE STUDY 2: APPEN ENHANCES MICROSOFT TRANSLATOR WITH COMPREHENSIVE AI TRAINING DATASETS FOR 110 LANGUAGES
    • 5.8.3 CASE STUDY 3: COGITO TECH LLC ENHANCES CARDIAC SURGERY WITH AI-DRIVEN AORTIC VALVE DATASETS
    • 5.8.4 CASE STUDY 4: ENHANCING AI TRAINING DATASETS FOR PAIN REDUCTION THROUGH HINGE HEALTH'S SUCCESS WITH SUPERANNOTATE
    • 5.8.5 CASE STUDY 5: OUTREACH ENHANCES AI TRAINING WITH LABEL STUDIO
    • 5.8.6 CASE STUDY 6: ENCORD ADDRESSES KEY CHALLENGES IN SURGICAL VIDEO ANNOTATION FOR ENHANCED DATA QUALITY AND EFFICIENCY
  • 5.9 TECHNOLOGY ANALYSIS
    • 5.9.1 KEY TECHNOLOGIES
      • 5.9.1.1 Data labeling and annotation
      • 5.9.1.2 Synthetic data generation
      • 5.9.1.3 Data augmentation
      • 5.9.1.4 Human-in-the-loop (HITL) feedback systems
      • 5.9.1.5 Active learning
      • 5.9.1.6 Data cleansing and preprocessing
      • 5.9.1.7 Bias detection and mitigation
      • 5.9.1.8 Dataset versioning and management
    • 5.9.2 COMPLEMENTARY TECHNOLOGIES
      • 5.9.2.1 Cloud storage and data lakes
      • 5.9.2.2 MLOps and model management
      • 5.9.2.3 Data governance
      • 5.9.2.4 Machine learning frameworks
    • 5.9.3 ADJACENT TECHNOLOGIES
      • 5.9.3.1 Federated learning
      • 5.9.3.2 Edge AI for data processing
      • 5.9.3.3 Differential privacy
      • 5.9.3.4 AutoML
      • 5.9.3.5 Transfer learning
  • 5.10 REGULATORY LANDSCAPE
    • 5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.10.2 REGULATIONS: AI TRAINING DATASET
      • 5.10.2.1 North America
        • 5.10.2.1.1 Blueprint for an AI Bill of Rights (US)
        • 5.10.2.1.2 Directive on Automated Decision-Making (Canada)
      • 5.10.2.2 Europe
        • 5.10.2.2.1 UK AI Regulation White Paper
        • 5.10.2.2.2 Gesetz zur Regulierung Kunstlicher Intelligenz (AI Regulation Law - Germany)
        • 5.10.2.2.3 Loi pour une Republique numerique (Digital Republic Act - France)
        • 5.10.2.2.4 Codice in materia di protezione dei dati personali (Data Protection Code - Italy)
        • 5.10.2.2.5 Ley de Servicios Digitales (Digital Services Act - Spain)
        • 5.10.2.2.6 Dutch Data Protection Authority (Autoriteit Persoonsgegevens) Guidelines
        • 5.10.2.2.7 The Swedish National Board of Trade AI Guidelines
        • 5.10.2.2.8 Danish Data Protection Agency (Datatilsynet) AI Recommendations
        • 5.10.2.2.9 Artificial Intelligence 4.0 (AI 4.0) Program - Finland
      • 5.10.2.3 Asia Pacific
        • 5.10.2.3.1 Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI) - India
        • 5.10.2.3.2 The Basic Act on the Advancement of Utilizing Public and Private Sector Data & AI Guidelines - Japan
        • 5.10.2.3.3 New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines - China
        • 5.10.2.3.4 Framework Act on Intelligent Informatization - South Korea
        • 5.10.2.3.5 AI Ethics Framework (Australia) & AI Strategy (New Zealand)
        • 5.10.2.3.6 Model AI Governance Framework - Singapore
        • 5.10.2.3.7 National AI Framework - Malaysia
        • 5.10.2.3.8 National AI Roadmap - Philippines
      • 5.10.2.4 Middle East & Africa
        • 5.10.2.4.1 Saudi Data & Artificial Intelligence Authority (SDAIA) Regulations
        • 5.10.2.4.2 UAE National AI Strategy 2031
        • 5.10.2.4.3 Qatar National AI Strategy
        • 5.10.2.4.4 National Artificial Intelligence Strategy (2021-2025)- Turkey
        • 5.10.2.4.5 African Union (AU) AI Framework
        • 5.10.2.4.6 Egyptian Artificial Intelligence Strategy
        • 5.10.2.4.7 Kuwait National Development Plan (New Kuwait Vision 2035)
      • 5.10.2.5 Latin America
        • 5.10.2.5.1 Brazilian General Data Protection Law (LGPD)
        • 5.10.2.5.2 Federal Law on the Protection of Personal Data Held by Private Parties - Mexico
        • 5.10.2.5.3 Argentina Personal Data Protection Law (PDPL) & AI Ethics Framework
        • 5.10.2.5.4 Chilean Data Protection Law & National AI Policy
        • 5.10.2.5.5 Colombian Data Protection Law (Law 1581) & AI Ethics Guidelines
        • 5.10.2.5.6 Peruvian Personal Data Protection Law & National AI Strategy
  • 5.11 PATENT ANALYSIS
    • 5.11.1 METHODOLOGY
    • 5.11.2 PATENTS FILED, BY DOCUMENT TYPE
    • 5.11.3 INNOVATION AND PATENT APPLICATIONS
  • 5.12 PRICING ANALYSIS
    • 5.12.1 PRICING DATA, BY OFFERING
    • 5.12.2 PRICING DATA, BY PRODUCT TYPE
  • 5.13 KEY CONFERENCES AND EVENTS, 2024-2025
  • 5.14 PORTER'S FIVE FORCES ANALYSIS
    • 5.14.1 THREAT OF NEW ENTRANTS
    • 5.14.2 THREAT OF SUBSTITUTES
    • 5.14.3 BARGAINING POWER OF SUPPLIERS
    • 5.14.4 BARGAINING POWER OF BUYERS
    • 5.14.5 INTENSITY OF COMPETITIVE RIVALRY
  • 5.15 KEY STAKEHOLDERS AND BUYING CRITERIA
    • 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • 5.15.2 BUYING CRITERIA
  • 5.16 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS

6 AI TRAINING DATASET MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: AI TRAINING DATASET MARKET DRIVERS
  • 6.2 DATASET CREATION
    • 6.2.1 DATASET CREATION KEY TO DEVELOPING ROBUST AI APPLICATIONS
  • 6.3 DATASET SELLING
    • 6.3.1 MONETIZING DATA FOR AI DEVELOPMENT THROUGH ETHICAL DATA SELLING

7 AI TRAINING DATASET MARKET, BY DATASET CREATION

  • 7.1 INTRODUCTION
    • 7.1.1 DATASET CREATION: AI TRAINING DATASET MARKET DRIVERS
  • 7.2 DATASET CREATION SOFTWARE
    • 7.2.1 DATASET CREATION SOFTWARE FUELING INNOVATIONS ACROSS VARIOUS SECTORS
    • 7.2.2 DATA COLLECTION SOFTWARE
      • 7.2.2.1 Web scraping tools
      • 7.2.2.2 Data sourcing API
      • 7.2.2.3 Crowdsourcing platforms
      • 7.2.2.4 Sensor data collection software
    • 7.2.3 DATA LABELING & ANNOTATION
      • 7.2.3.1 Image annotation
      • 7.2.3.2 Text annotation
      • 7.2.3.3 Video annotation
      • 7.2.3.4 Audio annotation
      • 7.2.3.5 3D data annotation
    • 7.2.4 SYNTHETIC DATA GENERATION SOFTWARE
    • 7.2.5 DATA AUGMENTATION SOFTWARE
  • 7.3 DATASET CREATION SERVICES
    • 7.3.1 CUSTOMIZED DATA CREATION SERVICES FOR OPTIMAL AI MODEL ALIGNMENT
    • 7.3.2 DATA COLLECTION SERVICES
    • 7.3.3 DATA ANNOTATION & LABELING SERVICES
    • 7.3.4 DATA VALIDATION SERVICES

8 AI TRAINING DATASET MARKET, BY DATASET SELLING

  • 8.1 INTRODUCTION
    • 8.1.1 DATASET SELLING: AI TRAINING DATASET MARKET DRIVERS
  • 8.2 OFF-THE-SHELF (OTS) DATASETS
    • 8.2.1 SCALABILITY AND EASE OF DISTRIBUTION MAKE OTS DATASETS APPEALING FOR AI TRAINING
  • 8.3 DATASET MARKETPLACES
    • 8.3.1 DATASET MARKETPLACES ACCELERATE AI INNOVATION BY DEMOCRATIZING ACCESS TO CRITICAL RESOURCES

9 AI TRAINING DATASET MARKET, BY ANNOTATION TYPE

  • 9.1 INTRODUCTION
    • 9.1.1 ANNOTATION TYPE: AI TRAINING DATASET MARKET DRIVERS
  • 9.2 PRE-LABELED DATASETS
    • 9.2.1 HIGH-QUALITY PRE-LABELED DATASETS ACCELERATE AI DEVELOPMENT ACROSS VARIOUS SECTORS
  • 9.3 UNLABELED DATASETS
    • 9.3.1 UNLABELED DATASETS ENABLE ROBUST AI MODEL TRAINING
  • 9.4 SYNTHETIC DATASETS
    • 9.4.1 ADVANCEMENTS IN GENERATIVE MODELS ENHANCE QUALITY OF SYNTHETIC DATASETS

10 AI TRAINING DATASET MARKET, BY DATA MODALITY

  • 10.1 INTRODUCTION
    • 10.1.1 DATA TYPE: AI TRAINING DATASET MARKET DRIVERS
  • 10.2 TEXT
    • 10.2.1 BUSINESSES PRIORITIZE CURATING DIVERSE, LABELED TEXT DATASETS TO ENHANCE MODEL ACCURACY
    • 10.2.2 TEXT CLASSIFICATION
    • 10.2.3 CHATBOTS
    • 10.2.4 SENTIMENT ANALYSIS
    • 10.2.5 DOCUMENT PARSING
    • 10.2.6 OTHER TEXT DATA MODALITIES
  • 10.3 IMAGE
    • 10.3.1 ADVANCEMENTS IN DEEP LEARNING TECHNIQUES, PARTICULARLY CONVOLUTIONAL NEURAL NETWORKS, ELEVATE ROLE OF IMAGE DATA IN AI DEVELOPMENT
    • 10.3.2 OBJECT DETECTION
    • 10.3.3 FACIAL RECOGNITION
    • 10.3.4 MEDICAL IMAGING
    • 10.3.5 SATELLITE IMAGERY
    • 10.3.6 OTHER IMAGE DATA MODALITIES
  • 10.4 AUDIO & SPEECH
    • 10.4.1 RISING POPULARITY OF VOICE-ACTIVATED TECHNOLOGIES FUELS DEMAND FOR DIVERSE, HIGH-QUALITY AUDIO DATASETS
    • 10.4.2 SPEECH RECOGNITION
    • 10.4.3 AUDIO CLASSIFICATION
    • 10.4.4 MUSIC GENERATION
    • 10.4.5 VOICE SYNTHESIS
    • 10.4.6 OTHER AUDIO & SPEECH DATA MODALITIES
  • 10.5 VIDEO
    • 10.5.1 SURGE IN DEMAND FOR HIGH-QUALITY LABELED VIDEO DATASETS AS ORGANIZATIONS SEEK TO HARNESS VIDEO CONTENT POTENTIAL
    • 10.5.2 ACTION RECOGNITION
    • 10.5.3 AUTONOMOUS DRIVING
    • 10.5.4 VIDEO SURVEILLANCE
    • 10.5.5 VIDEO CONTENT MODERATION
    • 10.5.6 OTHER VIDEO DATA MODALITIES
  • 10.6 MULTIMODAL
    • 10.6.1 RISING DEMAND FOR MULTIMODAL DATASETS BOOSTS INNOVATION AND ADVANCES IN AI APPLICATIONS
    • 10.6.2 SPEECH-TO-TEXT
    • 10.6.3 CONTENT RECOMMENDATION
    • 10.6.4 VISUAL QUESTION ANSWERING (VQA)
    • 10.6.5 MULTIMODAL ANALYTICS
    • 10.6.6 OTHER MULTIMODALITIES

11 AI TRAINING DATASET MARKET, BY TYPE

  • 11.1 INTRODUCTION
    • 11.1.1 TYPE: AI TRAINING DATASET MARKET DRIVERS
  • 11.2 GENERATIVE AI
    • 11.2.1 GENERATIVE AI REVOLUTIONIZES CREATIVITY ACROSS INDUSTRIES THROUGH DIVERSE TRAINING DATASETS
    • 11.2.2 LLM EVALUATION
    • 11.2.3 RAG OPTIMIZATION
    • 11.2.4 LLM FINE TUNING
    • 11.2.5 CONVERSATIONAL AGENTS
    • 11.2.6 CONTENT CREATION
    • 11.2.7 CODE GENERATION
    • 11.2.8 OTHER GENERATIVE AI
  • 11.3 OTHER AI
    • 11.3.1 RISING ROLE OF NLP AND COMPUTER VISION IN ENTERPRISE AI APPLICATIONS TO BOOST OTHER AI DATASET DEMAND
    • 11.3.2 NATURAL LANGUAGE PROCESSING (NLP)
      • 11.3.2.1 Text classification
      • 11.3.2.2 Named entity recognition (NER)
      • 11.3.2.3 Sentiment analysis
      • 11.3.2.4 Document parsing and extraction
    • 11.3.3 COMPUTER VISION
      • 11.3.3.1 Image classification
      • 11.3.3.2 Object detection
      • 11.3.3.3 Video analysis
      • 11.3.3.4 Optical character recognition (OCR)
    • 11.3.4 PREDICTIVE ANALYTICS
      • 11.3.4.1 Time series forecasting
      • 11.3.4.2 Anomaly detection
      • 11.3.4.3 Customer behavior prediction
      • 11.3.4.4 Risk scoring and management
    • 11.3.5 RECOMMENDATION SYSTEMS
      • 11.3.5.1 Product and content recommendations
      • 11.3.5.2 Personalized marketing and ads
      • 11.3.5.3 Collaborative filtering
    • 11.3.6 SPEECH AND AUDIO PROCESSING
      • 11.3.6.1 Speech recognition
      • 11.3.6.2 Audio classification
      • 11.3.6.3 Voice command recognition
      • 11.3.6.4 Speech-to-text transcription
    • 11.3.7 OTHER TYPES

12 AI TRAINING DATASET MARKET, BY END USER

  • 12.1 INTRODUCTION
    • 12.1.1 END USER: AI TRAINING DATASET MARKET DRIVERS
  • 12.2 BFSI
    • 12.2.1 FINANCIAL INSTITUTIONS LEVERAGE AI TRAINING DATASETS TO ENHANCE FRAUD DETECTION AND RISK MANAGEMENT
    • 12.2.2 BANKING
    • 12.2.3 FINANCIAL SERVICES
    • 12.2.4 INSURANCE
  • 12.3 TELECOMMUNICATIONS
    • 12.3.1 TELECOM COMPANIES BOOST PERFORMANCE AND CUSTOMER SERVICES WITH AI-POWERED INTELLIGENT SYSTEMS
  • 12.4 GOVERNMENT & DEFENSE
    • 12.4.1 AI TRAINING DATASETS PROPEL ADVANCES IN NATIONAL SECURITY AND DEFENSE OPERATIONS
  • 12.5 HEALTHCARE & LIFE SCIENCES
    • 12.5.1 AI TRAINING DATASETS SPEARHEAD TRANSFORMATIVE BREAKTHROUGHS IN PRECISION MEDICINE AND DIAGNOSTICS
  • 12.6 MANUFACTURING
    • 12.6.1 AI TRAINING DATASETS DRIVE EFFICIENCY IN MANUFACTURING WITH AUTOMATION AND PREDICTIVE MAINTENANCE
  • 12.7 RETAIL & CONSUMER GOODS
    • 12.7.1 RETAILERS ENHANCE PERSONALIZED CUSTOMER EXPERIENCES WITH AI-DRIVEN RECOMMENDATIONS AND OPTIMIZED SUPPLY CHAINS
  • 12.8 SOFTWARE & TECHNOLOGY PROVIDERS
    • 12.8.1 INNOVATION ACCELERATES AS SOFTWARE AND TECHNOLOGY PROVIDERS HARNESS AI TRAINING DATASETS FOR CUTTING-EDGE SOLUTIONS
    • 12.8.2 CLOUD HYPERSCALERS
    • 12.8.3 FOUNDATION MODEL/LLM PROVIDERS
    • 12.8.4 AI TECHNOLOGY PROVIDERS
    • 12.8.5 IT & IT-ENABLED SERVICE PROVIDERS
  • 12.9 AUTOMOTIVE
    • 12.9.1 RAPID ADVANCEMENTS IN AUTONOMOUS VEHICLE DEVELOPMENT FUELED BY AI TRAINING DATASETS CAPTURING REAL-WORLD DRIVING BEHAVIORS AND CONDITIONS
  • 12.10 MEDIA & ENTERTAINMENT
    • 12.10.1 AI TRAINING DATASETS FUEL INNOVATION IN CONTENT CREATION ACROSS MEDIA, GAMING, AND ENTERTAINMENT INDUSTRIES
  • 12.11 OTHER END USERS

13 AI TRAINING DATASET MARKET, BY REGION

  • 13.1 INTRODUCTION
  • 13.2 NORTH AMERICA
    • 13.2.1 NORTH AMERICA: AI TRAINING DATASET MARKET DRIVERS
    • 13.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK
    • 13.2.3 US
      • 13.2.3.1 Reliance of companies across various sectors on large, diverse datasets to improve accuracy and performance of AI algorithms to drive market
    • 13.2.4 CANADA
      • 13.2.4.1 Government focus on gathering insights from stakeholders to maximize AI investment benefits to drive market
  • 13.3 EUROPE
    • 13.3.1 EUROPE: AI TRAINING DATASET MARKET DRIVERS
    • 13.3.2 EUROPE: MACROECONOMIC OUTLOOK
    • 13.3.3 UK
      • 13.3.3.1 Rising demand for quality data and innovative solutions from various sectors to drive market
    • 13.3.4 GERMANY
      • 13.3.4.1 Industry demand, government support, and data privacy regulations to drive market
    • 13.3.5 FRANCE
      • 13.3.5.1 Increasing adoption of AI solutions by tech companies and startups to maintain competitive edge
    • 13.3.6 ITALY
      • 13.3.6.1 Advances in data collection and management enable companies to access diverse datasets tailored to various AI applications
    • 13.3.7 SPAIN
      • 13.3.7.1 Strategic government initiatives and industry innovation to drive market
    • 13.3.8 NETHERLANDS
      • 13.3.8.1 Focus on ethical AI and expanding digital infrastructure to accelerate demand for high-quality, diverse training datasets
    • 13.3.9 REST OF EUROPE
  • 13.4 ASIA PACIFIC
    • 13.4.1 ASIA PACIFIC: AI TRAINING DATASET MARKET DRIVERS
    • 13.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK
    • 13.4.3 CHINA
      • 13.4.3.1 Increasing demand for high-quality data for training models from various sectors to drive market
    • 13.4.4 JAPAN
      • 13.4.4.1 Supportive government policies and strategic corporate initiatives to drive market
    • 13.4.5 INDIA
      • 13.4.5.1 Increasing demand for AI solutions across various sectors to drive market
    • 13.4.6 SOUTH KOREA
      • 13.4.6.1 Increasing AI adoption and necessity for high-quality datasets to drive market
    • 13.4.7 AUSTRALIA
      • 13.4.7.1 Demand for quality data and ethical standards to drive market
    • 13.4.8 SINGAPORE
      • 13.4.8.1 Initiatives like Infocomm Media Development Authority (IMDA) promote data literacy and use of AI
    • 13.4.9 REST OF ASIA PACIFIC
  • 13.5 MIDDLE EAST & AFRICA
    • 13.5.1 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET DRIVERS
    • 13.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
    • 13.5.3 MIDDLE EAST
      • 13.5.3.1 UAE
        • 13.5.3.1.1 Initiatives by healthcare sector to build vast medical datasets for predictive analytics and disease detection to drive market
      • 13.5.3.2 Saudi Arabia
        • 13.5.3.2.1 Launch of Saudi Open Data Platform and partnership with global tech firms to accelerate AI training dataset development
      • 13.5.3.3 Qatar
        • 13.5.3.3.1 Strategic investments in startups specializing in streaming data to drive market
      • 13.5.3.4 Turkey
        • 13.5.3.4.1 Government initiatives and increasing demand for high-quality datasets from various sectors to drive market
      • 13.5.3.5 Rest of Middle East
    • 13.5.4 AFRICA
      • 13.5.4.1 Increasing potential for AI application in various sectors to drive market
  • 13.6 LATIN AMERICA
    • 13.6.1 LATIN AMERICA: AI TRAINING DATASET MARKET DRIVERS
    • 13.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK
    • 13.6.3 BRAZIL
      • 13.6.3.1 Growth in IT and healthcare sectors to drive market
    • 13.6.4 MEXICO
      • 13.6.4.1 Government initiatives and private sector investments to drive market
    • 13.6.5 ARGENTINA
      • 13.6.5.1 Government transparency initiatives and startup support to drive market
    • 13.6.6 REST OF LATIN AMERICA

14 COMPETITIVE LANDSCAPE

  • 14.1 OVERVIEW
  • 14.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2021-2024
  • 14.3 REVENUE ANALYSIS, 2019-2023
  • 14.4 MARKET SHARE ANALYSIS, 2023
    • 14.4.1 MARKET RANKING ANALYSIS
  • 14.5 PRODUCT COMPARATIVE ANALYSIS
    • 14.5.1 AWS SAGEMAKER (AWS)
    • 14.5.2 AI DATA PLATFORM (APPEN)
    • 14.5.3 SAMA PLATFORM (SAMA)
    • 14.5.4 DATA ENGINE, SCALE GEN AI PLATFORM (SCALE AI)
    • 14.5.5 IMERIT PLATFORMS (IMERIT)
  • 14.6 COMPANY VALUATION AND FINANCIAL METRICS, 2024
  • 14.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
    • 14.7.1 STARS
    • 14.7.2 EMERGING LEADERS
    • 14.7.3 PERVASIVE PLAYERS
    • 14.7.4 PARTICIPANTS
    • 14.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
      • 14.7.5.1 Company footprint
      • 14.7.5.2 Region footprint
      • 14.7.5.3 Offering footprint
      • 14.7.5.4 Data modality footprint
      • 14.7.5.5 End user footprint
  • 14.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
    • 14.8.1 PROGRESSIVE COMPANIES
    • 14.8.2 RESPONSIVE COMPANIES
    • 14.8.3 DYNAMIC COMPANIES
    • 14.8.4 STARTING BLOCKS
    • 14.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
      • 14.8.5.1 Detailed list of key startups/SMEs
      • 14.8.5.2 Competitive benchmarking of key startups/SMEs
  • 14.9 COMPETITIVE SCENARIO
    • 14.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
    • 14.9.2 DEALS

15 COMPANY PROFILES

  • 15.1 INTRODUCTION
  • 15.2 KEY PLAYERS
    • 15.2.1 GOOGLE
      • 15.2.1.1 Business overview
      • 15.2.1.2 Products/Solutions/Services offered
      • 15.2.1.3 Recent developments
        • 15.2.1.3.1 Product launches and enhancements
        • 15.2.1.3.2 Deals
      • 15.2.1.4 MnM view
        • 15.2.1.4.1 Key strengths
        • 15.2.1.4.2 Strategic choices
        • 15.2.1.4.3 Weaknesses and competitive threats
    • 15.2.2 MICROSOFT
      • 15.2.2.1 Business overview
      • 15.2.2.2 Products/Solutions/Services offered
      • 15.2.2.3 Recent developments
        • 15.2.2.3.1 Product launches and enhancements
      • 15.2.2.4 MnM view
        • 15.2.2.4.1 Key strengths
        • 15.2.2.4.2 Strategic choices
        • 15.2.2.4.3 Weaknesses and competitive threats
    • 15.2.3 AWS
      • 15.2.3.1 Business overview
      • 15.2.3.2 Products/Solutions/Services offered
      • 15.2.3.3 Recent developments
        • 15.2.3.3.1 Product launches and enhancements
        • 15.2.3.3.2 Deals
      • 15.2.3.4 MnM view
        • 15.2.3.4.1 Key strengths
        • 15.2.3.4.2 Strategic choices
        • 15.2.3.4.3 Weaknesses and competitive threats
    • 15.2.4 APPEN
      • 15.2.4.1 Business overview
      • 15.2.4.2 Products/Solutions/Services offered
      • 15.2.4.3 Recent developments
        • 15.2.4.3.1 Product launches and enhancements
        • 15.2.4.3.2 Deals
      • 15.2.4.4 MnM view
        • 15.2.4.4.1 Key strengths
        • 15.2.4.4.2 Strategic choices
        • 15.2.4.4.3 Weaknesses and competitive threats
    • 15.2.5 NVIDIA
      • 15.2.5.1 Business overview
      • 15.2.5.2 Products/Solutions/Services offered
      • 15.2.5.3 Recent developments
        • 15.2.5.3.1 Product launches and enhancements
      • 15.2.5.4 MnM view
        • 15.2.5.4.1 Key strengths
        • 15.2.5.4.2 Strategic choices
        • 15.2.5.4.3 Weaknesses and competitive threats
    • 15.2.6 IBM
      • 15.2.6.1 Business overview
      • 15.2.6.2 Products/Solutions/Services offered
    • 15.2.7 TELUS INTERNATIONAL
      • 15.2.7.1 Business overview
      • 15.2.7.2 Products/Solutions/Services offered
    • 15.2.8 INNODATA
      • 15.2.8.1 Business overview
      • 15.2.8.2 Products/Solutions/Services offered
      • 15.2.8.3 Recent developments
        • 15.2.8.3.1 Product launches and enhancements
    • 15.2.9 COGITO TECH
      • 15.2.9.1 Business overview
      • 15.2.9.2 Products/Solutions/Services offered
    • 15.2.10 SAMA
      • 15.2.10.1 Business overview
      • 15.2.10.2 Products/Solutions/Services offered
      • 15.2.10.3 Recent developments
        • 15.2.10.3.1 Product launches and enhancements
    • 15.2.11 CLICKWORKER
    • 15.2.12 TRANSPERFECT
    • 15.2.13 CLOUDFACTORY
    • 15.2.14 IMERIT
    • 15.2.15 LIONBRIDGE TECHNOLOGIES
    • 15.2.16 SCALE AI
  • 15.3 STARTUPS/SMES
    • 15.3.1 SNORKEL AI
    • 15.3.2 GRETEL
    • 15.3.3 SHAIP
    • 15.3.4 NEXDATA
    • 15.3.5 BITEXT
    • 15.3.6 AIMLEAP
    • 15.3.7 ALEGION
    • 15.3.8 DEEP VISION DATA
    • 15.3.9 LABELBOX
    • 15.3.10 V7LABS
    • 15.3.11 DEFINED.AI
    • 15.3.12 SUPERANNOTATE
    • 15.3.13 TOLOKA AI
    • 15.3.14 KILI TECHNOLOGY
    • 15.3.15 HUMANSIGNAL
    • 15.3.16 SUPERB AI
    • 15.3.17 HUGGING FACE
    • 15.3.18 FILEMARKET
    • 15.3.19 TAGX
    • 15.3.20 ROBOFLOW
    • 15.3.21 SUPERVISELY
    • 15.3.22 ENCORD
    • 15.3.23 KEYLABS
    • 15.3.24 LXT
    • 15.3.25 DATA.WORLD

16 ADJACENT AND RELATED MARKETS

  • 16.1 INTRODUCTION
  • 16.2 DATA ANNOTATION AND LABELING MARKET
    • 16.2.1 MARKET DEFINITION
    • 16.2.2 MARKET OVERVIEW
      • 16.2.2.1 Data annotation and labeling market, by component
      • 16.2.2.2 Data annotation and labeling market, by data type
      • 16.2.2.3 Data annotation and labeling market, by deployment type
      • 16.2.2.4 Data annotation and labeling market, by organization size
      • 16.2.2.5 Data annotation and labeling market, by annotation type
      • 16.2.2.6 Data annotation and labeling market, by application
      • 16.2.2.7 Data annotation and labeling market, by vertical
      • 16.2.2.8 Data annotation and labeling market, by region
  • 16.3 SYNTHETIC DATA GENERATION MARKET
    • 16.3.1 MARKET DEFINITION
    • 16.3.2 MARKET OVERVIEW
      • 16.3.2.1 Synthetic data generation market, by offering
      • 16.3.2.2 Synthetic data generation market, by data type
      • 16.3.2.3 Synthetic data generation market, by application
      • 16.3.2.4 Synthetic data generation market, by vertical
      • 16.3.2.5 Synthetic data generation market, by region

17 APPENDIX

  • 17.1 DISCUSSION GUIDE
  • 17.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 17.3 CUSTOMIZATION OPTIONS
  • 17.4 RELATED REPORTS
  • 17.5 AUTHOR DETAILS

List of Tables

  • TABLE 1 AI TRAINING DATASET MARKET DETAILED SEGMENTATION
  • TABLE 2 USD EXCHANGE RATE, 2019-2023
  • TABLE 3 PRIMARY INTERVIEWS
  • TABLE 4 FACTOR ANALYSIS
  • TABLE 5 AI TRAINING DATASET MARKET SIZE AND GROWTH RATE, 2019-2023 (USD MILLION, Y-O-Y %)
  • TABLE 6 AI TRAINING DATASET MARKET SIZE AND GROWTH RATE, 2024-2029 (USD MILLION, Y-O-Y %)
  • TABLE 7 ROLE OF COMPANIES IN ECOSYSTEM
  • TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 PATENTS FILED, 2015-2024
  • TABLE 14 LIST OF FEW PATENTS IN AI TRAINING DATASET MARKET, 2022-2024
  • TABLE 15 PRICING DATA OF AI TRAINING DATASETS, BY OFFERING
  • TABLE 16 PRICING DATA OF AI TRAINING DATASETS, BY PRODUCT TYPE
  • TABLE 17 AI TRAINING DATASET MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2024-2025
  • TABLE 18 IMPACT OF PORTER'S FIVE FORCES ON AI TRAINING DATASET MARKET
  • TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
  • TABLE 20 KEY BUYING CRITERIA FOR TOP THREE END USERS
  • TABLE 21 AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 22 AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 23 DATASET CREATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 24 DATASET CREATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 25 DATASET SELLING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 26 DATASET SELLING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 27 AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 28 AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 29 DATASET CREATION SOFTWARE: AI TRAINING DATASET MARKET, BY SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 30 DATASET CREATION SOFTWARE: AI TRAINING DATASET MARKET, BY SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 31 DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 32 DATA COLLECTION: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 33 WEB SCRAPING TOOLS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 34 WEB SCRAPING TOOLS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 35 DATA SOURCING API: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 36 DATA SOURCING API: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 37 CROWDSOURCING PLATFORMS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 38 CROWDSOURCING PLATFORMS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 39 SENSOR DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 40 SENSOR DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 41 DATA LABELING & ANNOTATION SOFTWARE: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 42 DATA LABELING & ANNOTATION: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 43 IMAGE ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 44 IMAGE ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 45 TEXT ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 46 TEXT ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 47 VIDEO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 48 VIDEO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 49 AUDIO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 50 AUDIO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 51 3D DATA ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 52 3D DATA ANNOTATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 53 SYNTHETIC DATA GENERATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 54 SYNTHETIC DATA GENERATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 55 DATA AUGMENTATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 56 DATA AUGMENTATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 57 DATASET CREATION SERVICES: AI TRAINING DATASET MARKET, BY SERVICE TYPE, 2019-2023 (USD MILLION)
  • TABLE 58 DATASET CREATION SERVICES: AI TRAINING DATASET MARKET, BY SERVICE TYPE, 2024-2029 (USD MILLION)
  • TABLE 59 DATA COLLECTION SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 60 DATA COLLECTION SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 61 DATA ANNOTATION & LABELING SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 62 DATA ANNOTATION & LABELING SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 63 DATA VALIDATION SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 64 DATA VALIDATION SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 65 AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 66 AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 67 OFF-THE-SHELF (OTS) DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 68 OFF-THE-SHELF (OTS) DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 69 DATASET MARKETPLACES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 70 DATASET MARKETPLACES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 71 AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 72 AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 73 PRE-LABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 74 PRE-LABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 75 UNLABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 76 UNLABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 77 SYNTHETIC DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 78 SYNTHETIC DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 79 AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 80 AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 81 TEXT: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 82 TEXT: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 83 TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 84 TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 85 CHATBOTS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 86 CHATBOTS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 87 SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 88 SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 89 DOCUMENT PARSING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 90 DOCUMENT PARSING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 91 OTHER TEXT DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 92 OTHER TEXT DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 93 IMAGE: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 94 IMAGE: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 95 OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 96 OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 97 FACIAL RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 98 FACIAL RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 99 MEDICAL IMAGING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 100 MEDICAL IMAGING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 101 SATELLITE IMAGERY: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 102 SATELLITE IMAGERY: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 103 OTHER IMAGE DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 104 OTHER IMAGE DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 105 AUDIO & SPEECH: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 106 AUDIO & SPEECH: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 107 SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 108 SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 109 AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 110 AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 111 MUSIC GENERATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 112 MUSIC GENERATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 113 VOICE SYNTHESIS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 114 VOICE SYNTHESIS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 115 OTHER AUDIO & SPEECH DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 116 OTHER AUDIO & SPEECH DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 117 VIDEO: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 118 VIDEO: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 119 ACTION RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 120 ACTION RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 121 AUTONOMOUS DRIVING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 122 AUTONOMOUS DRIVING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 123 VIDEO SURVEILLANCE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 124 VIDEO SURVEILLANCE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 125 VIDEO CONTENT MODERATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 126 VIDEO CONTENT MODERATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 127 OTHER VIDEO DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 128 OTHER VIDEO DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 129 MULTIMODAL: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 130 MULTIMODAL: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 131 SPEECH-TO-TEXT: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 132 SPEECH-TO-TEXT: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 133 CONTENT RECOMMENDATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 134 CONTENT RECOMMENDATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 135 VISUAL QUESTION ANSWERING (VQA): AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 136 VISUAL QUESTION ANSWERING (VQA): AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 137 MULTIMODAL ANALYTICS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 138 MULTIMODAL ANALYTICS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 139 OTHER MULTIMODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 140 OTHER MULTIMODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 141 AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 142 AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 143 GENERATIVE AI: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 144 GENERATIVE AI: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 145 LLM EVALUATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 146 LLM EVALUATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 147 RAG OPTIMIZATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 148 RAG OPTIMIZATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 149 LLM FINE TUNING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 150 LLM FINE TUNING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 151 CONVERSATIONAL AGENTS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 152 CONVERSATIONAL AGENTS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 153 CONTENT CREATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 154 CONTENT CREATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 155 CODE GENERATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 156 CODE GENERATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 157 OTHER GENERATIVE AI: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 158 OTHERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 159 OTHER AI: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 160 OTHER AI: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 161 NATURAL LANGUAGE PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 162 NATURAL LANGUAGE PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 163 TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 164 TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 165 NAMED ENTITY RECOGNITION (NER): AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 166 NAMED ENTITY RECOGNITION (NER): AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 167 SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 168 SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 169 DOCUMENT PARSING AND EXTRACTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 170 DOCUMENT PARSING AND EXTRACTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 171 COMPUTER VISION: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 172 COMPUTER VISION: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 173 IMAGE CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 174 IMAGE CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 175 OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 176 OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 177 VIDEO ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 178 VIDEO ANALYSIS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 179 OPTICAL CHARACTER RECOGNITION (OCR): AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 180 OPTICAL CHARACTER RECOGNITION (OCR): AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 181 PREDICTIVE ANALYTICS: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 182 PREDICTIVE ANALYTICS: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 183 TIME SERIES FORECASTING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 184 TIME SERIES FORECASTING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 185 ANOMALY DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 186 ANOMALY DETECTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 187 CUSTOMER BEHAVIOR PREDICTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 188 CUSTOMER BEHAVIOR PREDICTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 189 RISK SCORING AND MANAGEMENT: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 190 RISK SCORING AND MANAGEMENT: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 191 RECOMMENDATION SYSTEMS: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 192 RECOMMENDATION SYSTEMS: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 193 PRODUCT AND CONTENT RECOMMENDATIONS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 194 PRODUCT AND CONTENT RECOMMENDATIONS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 195 PERSONALIZED MARKETING AND ADS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 196 PERSONALIZED MARKETING AND ADS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 197 COLLABORATIVE FILTERING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 198 COLLABORATIVE FILTERING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 199 SPEECH AND AUDIO PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 200 SPEECH AND AUDIO PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 201 SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 202 SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 203 AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 204 AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 205 VOICE COMMAND RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 206 VOICE COMMAND RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 207 SPEECH-TO-TEXT TRANSCRIPTION: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 208 SPEECH-TO-TEXT TRANSCRIPTION: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 209 OTHER TYPES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 210 OTHER TYPES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 211 AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 212 AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 213 BFSI: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 214 BFSI: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 215 BANKING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 216 BANKING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 217 FINANCIAL SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 218 FINANCIAL SERVICES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 219 INSURANCE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 220 INSURANCE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 221 TELECOMMUNICATIONS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 222 TELECOMMUNICATIONS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 223 GOVERNMENT & DEFENSE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 224 GOVERNMENT & DEFENSE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 225 HEALTHCARE & LIFE SCIENCES: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 226 HEALTHCARE & LIFE SCIENCES: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 227 MANUFACTURING: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 228 MANUFACTURING: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 229 RETAIL & CONSUMER GOODS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 230 RETAIL & CONSUMER GOODS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 231 SOFTWARE & TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 232 SOFTWARE & TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 233 CLOUD HYPERSCALERS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 234 CLOUD HYPERSCALERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 235 FOUNDATION MODEL/LLM PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 236 FOUNDATION MODEL/LLM PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 237 AI TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 238 AI TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 239 IT & IT-ENABLED SERVICE PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 240 IT & IT-ENABLED SERVICE PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 241 AUTOMOTIVE: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 242 AUTOMOTIVE: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 243 MEDIA & ENTERTAINMENT: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 244 MEDIA & ENTERTAINMENT: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 245 OTHER END USERS: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 246 OTHER END USERS: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 247 AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 248 AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 249 NORTH AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 250 NORTH AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 251 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 252 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 253 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019-2023 (USD MILLION)
  • TABLE 254 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024-2029 (USD MILLION)
  • TABLE 255 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019-2023 (USD MILLION)
  • TABLE 256 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024-2029 (USD MILLION)
  • TABLE 257 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 258 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 259 NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 260 NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 261 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 262 NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 263 NORTH AMERICA: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 264 NORTH AMERICA: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 265 NORTH AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019-2023 (USD MILLION)
  • TABLE 266 NORTH AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024-2029 (USD MILLION)
  • TABLE 267 NORTH AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2019-2023 (USD MILLION)
  • TABLE 268 NORTH AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2024-2029 (USD MILLION)
  • TABLE 269 NORTH AMERICA: AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 270 NORTH AMERICA: AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 271 NORTH AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 272 NORTH AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 273 US: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 274 US: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 275 CANADA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 276 CANADA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 277 EUROPE: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 278 EUROPE: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 279 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 280 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 281 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019-2023 (USD MILLION)
  • TABLE 282 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024-2029 (USD MILLION)
  • TABLE 283 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019-2023 (USD MILLION)
  • TABLE 284 EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024-2029 (USD MILLION)
  • TABLE 285 EUROPE: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 286 EUROPE: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 287 EUROPE: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 288 EUROPE: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 289 EUROPE: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 290 EUROPE: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 291 EUROPE: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 292 EUROPE: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 293 EUROPE: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019-2023 (USD MILLION)
  • TABLE 294 EUROPE: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024-2029 (USD MILLION)
  • TABLE 295 EUROPE: AI TRAINING DATASET MARKET, BY OTHER AI, 2019-2023 (USD MILLION)
  • TABLE 296 EUROPE: AI TRAINING DATASET MARKET, BY OTHER AI, 2024-2029 (USD MILLION)
  • TABLE 297 EUROPE: AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 298 EUROPE: AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 299 EUROPE: AI TRAINING DATASET MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 300 EUROPE: AI TRAINING DATASET MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 301 UK: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 302 UK: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 303 GERMANY: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 304 GERMANY: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 305 FRANCE: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 306 FRANCE: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 307 ITALY: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 308 ITALY: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 309 SPAIN: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 310 SPAIN: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 311 NETHERLANDS: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 312 NETHERLANDS: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 313 REST OF EUROPE: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 314 REST OF EUROPE: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 315 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 316 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 317 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 318 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 319 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019-2023 (USD MILLION)
  • TABLE 320 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024-2029 (USD MILLION)
  • TABLE 321 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019-2023 (USD MILLION)
  • TABLE 322 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024-2029 (USD MILLION)
  • TABLE 323 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 324 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 325 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 326 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 327 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 328 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 329 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 330 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 331 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019-2023 (USD MILLION)
  • TABLE 332 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024-2029 (USD MILLION)
  • TABLE 333 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OTHER AI, 2019-2023 (USD MILLION)
  • TABLE 334 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OTHER AI, 2024-2029 (USD MILLION)
  • TABLE 335 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 336 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 337 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 338 ASIA PACIFIC: AI TRAINING DATASET MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 339 CHINA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 340 CHINA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 341 JAPAN: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 342 JAPAN: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 343 INDIA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 344 INDIA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 345 SOUTH KOREA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 346 SOUTH KOREA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 347 AUSTRALIA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 348 AUSTRALIA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 349 SINGAPORE: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 350 SINGAPORE: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 351 REST OF ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 352 REST OF ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 353 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 354 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 355 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 356 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 357 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019-2023 (USD MILLION)
  • TABLE 358 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024-2029 (USD MILLION)
  • TABLE 359 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019-2023 (USD MILLION)
  • TABLE 360 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024-2029 (USD MILLION)
  • TABLE 361 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 362 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 363 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 364 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 365 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 366 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 367 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 368 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 369 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019-2023 (USD MILLION)
  • TABLE 370 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024-2029 (USD MILLION)
  • TABLE 371 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2019-2023 (USD MILLION)
  • TABLE 372 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2024-2029 (USD MILLION)
  • TABLE 373 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 374 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 375 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 376 MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 377 MIDDLE EAST: AI TRAINING DATASET MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 378 MIDDLE EAST: AI TRAINING DATASET MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 379 UAE: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 380 UAE: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 381 SAUDI ARABIA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 382 SAUDI ARABIA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 383 QATAR: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 384 QATAR: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 385 TURKEY: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 386 TURKEY: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 387 REST OF MIDDLE EAST: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 388 REST OF MIDDLE EAST: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 389 AFRICA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 390 AFRICA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 391 LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 392 LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 393 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019-2023 (USD MILLION)
  • TABLE 394 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024-2029 (USD MILLION)
  • TABLE 395 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019-2023 (USD MILLION)
  • TABLE 396 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024-2029 (USD MILLION)
  • TABLE 397 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019-2023 (USD MILLION)
  • TABLE 398 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024-2029 (USD MILLION)
  • TABLE 399 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019-2023 (USD MILLION)
  • TABLE 400 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024-2029 (USD MILLION)
  • TABLE 401 LATIN AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019-2023 (USD MILLION)
  • TABLE 402 LATIN AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024-2029 (USD MILLION)
  • TABLE 403 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 404 LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024-2029 (USD MILLION)
  • TABLE 405 LATIN AMERICA: AI TRAINING DATASET MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 406 LATIN AMERICA: AI TRAINING DATASET MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 407 LATIN AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019-2023 (USD MILLION)
  • TABLE 408 LATIN AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024-2029 (USD MILLION)
  • TABLE 409 LATIN AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2019-2023 (USD MILLION)
  • TABLE 410 LATIN AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI, 2024-2029 (USD MILLION)
  • TABLE 411 LATIN AMERICA: AI TRAINING DATASET MARKET, BY END USER, 2019-2023 (USD MILLION)
  • TABLE 412 LATIN AMERICA: AI TRAINING DATASET MARKET, BY END USER, 2024-2029 (USD MILLION)
  • TABLE 413 LATIN AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 414 LATIN AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 415 BRAZIL: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 416 BRAZIL: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 417 MEXICO: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 418 MEXICO: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 419 ARGENTINA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 420 ARGENTINA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 421 REST OF LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 422 REST OF LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 423 AI TRAINING DATASET MARKET: DEGREE OF COMPETITION
  • TABLE 424 AI TRAINING DATASET MARKET: REGION FOOTPRINT
  • TABLE 425 AI TRAINING DATASET MARKET: OFFERING FOOTPRINT
  • TABLE 426 AI TRAINING DATASET MARKET: DATA MODALITY FOOTPRINT
  • TABLE 427 AI TRAINING DATASET MARKET: END USER FOOTPRINT
  • TABLE 428 AI TRAINING DATASET MARKET: KEY STARTUPS/SMES
  • TABLE 429 AI TRAINING DATASET MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
  • TABLE 430 AI TRAINING DATASET MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021-OCTOBER 2024
  • TABLE 431 AI TRAINING DATASET MARKET: DEALS, JANUARY 2021-OCTOBER 2024
  • TABLE 432 GOOGLE: COMPANY OVERVIEW
  • TABLE 433 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 434 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 435 GOOGLE: DEALS
  • TABLE 436 MICROSOFT: COMPANY OVERVIEW
  • TABLE 437 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 438 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 439 AWS: COMPANY OVERVIEW
  • TABLE 440 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 441 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 442 AWS: DEALS
  • TABLE 443 APPEN: COMPANY OVERVIEW
  • TABLE 444 APPEN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 445 APPEN: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 446 APPEN: DEALS
  • TABLE 447 NVIDIA: COMPANY OVERVIEW
  • TABLE 448 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 449 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 450 IBM: COMPANY OVERVIEW
  • TABLE 451 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 452 TELUS INTERNATIONAL: COMPANY OVERVIEW
  • TABLE 453 TELUS INTERNATIONAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 454 INNODATA: COMPANY OVERVIEW
  • TABLE 455 INNODATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 456 INNODATA: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 457 COGITO TECH: COMPANY OVERVIEW
  • TABLE 458 COGITO TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 459 SAMA: COMPANY OVERVIEW
  • TABLE 460 SAMA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 461 SAMA: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 462 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
  • TABLE 463 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
  • TABLE 464 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
  • TABLE 465 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
  • TABLE 466 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2019-2021 (USD MILLION)
  • TABLE 467 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2022-2027 (USD MILLION)
  • TABLE 468 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
  • TABLE 469 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
  • TABLE 470 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
  • TABLE 471 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
  • TABLE 472 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
  • TABLE 473 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
  • TABLE 474 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
  • TABLE 475 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
  • TABLE 476 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
  • TABLE 477 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • TABLE 478 SYNTHETIC DATA GENERATION MARKET, BY OFFERING, 2019-2022 (USD MILLION)
  • TABLE 479 SYNTHETIC DATA GENERATION MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 480 SYNTHETIC DATA GENERATION MARKET, BY DATA TYPE, 2019-2022 (USD MILLION)
  • TABLE 481 SYNTHETIC DATA GENERATION MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
  • TABLE 482 SYNTHETIC DATA GENERATION MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
  • TABLE 483 SYNTHETIC DATA GENERATION MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • TABLE 484 SYNTHETIC DATA GENERATION MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
  • TABLE 485 SYNTHETIC DATA GENERATION MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 486 SYNTHETIC DATA GENERATION MARKET, BY REGION, 2019-2022 (USD MILLION)
  • TABLE 487 SYNTHETIC DATA GENERATION MARKET, BY REGION, 2023-2028 (USD MILLION)

List of Figures

  • FIGURE 1 AI TRAINING DATASET MARKET: RESEARCH DESIGN
  • FIGURE 2 DATA TRIANGULATION
  • FIGURE 3 AI TRAINING DATASET MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM PRODUCT TYPES OF AI TRAINING DATASET MARKET
  • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF AI TRAINING DATASET MARKET
  • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF AI TRAINING DATASET MARKET
  • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AI TRAINING DATASETS THROUGH OVERALL AI SPENDING
  • FIGURE 8 DATASET CREATION SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 9 DATASET CREATION SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE THAN DATASET CREATION SERVICES SEGMENT IN 2024
  • FIGURE 10 DATA LABELING & ANNOTATION SOFTWARE SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 11 DATA LABELING & ANNOTATION SERVICES SEGMENT TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024
  • FIGURE 12 OFF-THE-SHELF (OTS) DATASETS SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 13 PRE-LABELED DATASETS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2024
  • FIGURE 14 TEXT DATA MODALITY SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 15 OTHER AI SEGMENT TO DOMINATE MARKET IN 2024
  • FIGURE 16 LLM FINE TUNING SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 17 NATURAL LANGUAGE PROCESSING SEGMENT TO EMERGE MARKET LEADER IN 2024
  • FIGURE 18 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 19 ASIA PACIFIC TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • FIGURE 20 SOARING DEMAND FOR HIGH-QUALITY, SCALABLE, AND PRIVACY-COMPLIANT DATASETS TO DRIVE MARKET
  • FIGURE 21 MULTIMODAL SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • FIGURE 22 PRE-LABELED DATASETS AND SOFTWARE & TECHNOLOGY PROVIDERS TO ACCOUNT FOR LARGEST MARKET SHARES IN NORTH AMERICA IN 2024
  • FIGURE 23 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024
  • FIGURE 24 AI TRAINING DATASET MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • FIGURE 25 EVOLUTION OF AI TRAINING DATASET
  • FIGURE 26 AI TRAINING DATASET MARKET: SUPPLY CHAIN ANALYSIS
  • FIGURE 27 AI TRAINING DATASET MARKET: ECOSYSTEM ANALYSIS
  • FIGURE 28 AI TRAINING DATASET MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)
  • FIGURE 29 VALUATION OF PROMINENT AI TRAINING DATASET PROVIDERS
  • FIGURE 30 MARKET POTENTIAL OF GENERATIVE AI IN VARIOUS AI TRAINING DATASET USE CASES
  • FIGURE 31 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2015-2024
  • FIGURE 32 REGIONAL ANALYSIS OF PATENTS GRANTED, 2015-2024
  • FIGURE 33 AI TRAINING DATASET MARKET: PORTER'S FIVE FORCES ANALYSIS
  • FIGURE 34 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
  • FIGURE 35 KEY BUYING CRITERIA FOR TOP THREE END USERS
  • FIGURE 36 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • FIGURE 37 DATASET SELLING SEGMENT TO REGISTER HIGHER CAGR THAN DATASET CREATION SEGMENT DURING FORECAST PERIOD
  • FIGURE 38 DATASET CREATION SOFTWARE SEGMENT TO LEAD MARKET DURING FORECAST PERIOD
  • FIGURE 39 OFF-THE-SHELF (OTS) DATASETS SEGMENT TO REGISTER HIGHER CAGR THAN DATASET MARKETPLACES SEGMENT DURING FORECAST PERIOD
  • FIGURE 40 SYNTHETIC DATASETS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 41 MULTIMODAL SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 42 GENERATIVE AI SEGMENT TO REGISTER HIGHER CAGR THAN OTHER AI SEGMENT DURING FORECAST PERIOD
  • FIGURE 43 LLM FINE TUNING SEGMENT TO LEAD MARKET FROM 2024 TO 2029
  • FIGURE 44 RECOMMENDATION SYSTEMS TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 45 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST RATE DURING FORECAST PERIOD
  • FIGURE 46 NORTH AMERICA TO BE LARGEST MARKET DURING FORECAST PERIOD
  • FIGURE 47 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD
  • FIGURE 48 NORTH AMERICA: AI TRAINING DATASET MARKET SNAPSHOT
  • FIGURE 49 ASIA PACIFIC: AI TRAINING DATASET MARKET SNAPSHOT
  • FIGURE 50 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI TRAINING DATASET VENDORS, 2021-2024
  • FIGURE 51 AI TRAINING DATASET MARKET: REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2019-2023
  • FIGURE 52 SHARE ANALYSIS OF LEADING COMPANIES IN AI TRAINING DATASET MARKET, 2023
  • FIGURE 53 PRODUCT COMPARATIVE ANALYSIS
  • FIGURE 54 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 55 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
  • FIGURE 56 AI TRAINING DATASET MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
  • FIGURE 57 AI TRAINING DATASET MARKET: COMPANY FOOTPRINT
  • FIGURE 58 AI TRAINING DATASET MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
  • FIGURE 59 GOOGLE: COMPANY SNAPSHOT
  • FIGURE 60 MICROSOFT: COMPANY SNAPSHOT
  • FIGURE 61 AWS: COMPANY SNAPSHOT
  • FIGURE 62 APPEN: COMPANY SNAPSHOT
  • FIGURE 63 NVIDIA: COMPANY SNAPSHOT
  • FIGURE 64 IBM: COMPANY SNAPSHOT
  • FIGURE 65 TELUS INTERNATIONAL: COMPANY SNAPSHOT
  • FIGURE 66 INNODATA: COMPANY SNAPSHOT