查看购物车
  • Traditional Chinese
  • English
  • Japanese
  • Korean
封面
市场调查报告书
商品编码
1808048

AI 训练资料集市场（按资料类型、元件、註释类型、来源、技术、AI 类型、部署模式和应用）- 全球预测，2025-2030 年

AI Training Dataset Market by Data Type, Component, Annotation Type, Source, Technology, AI Type, Deployment Mode, Application - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 197 Pages | 商品交期: 最快1-2个工作天内

价格

※ 本网页内容可能与最新版本有所差异。详细情况请与我们联繫。

AI训练资料集市场预计2024年将达到29.2亿美元，2025年将达到33.9亿美元，2030年将达到78.2亿美元，复合年增长率为17.80%。

主要市场统计数据
基准年2024年 29.2亿美元
预计2025年 33.9亿美元
预测年份 2030 78.2亿美元
复合年增长率（%） 17.80%

为高阶主管决策者揭示塑造人工智慧训练资料市场格局的基本因素和策略动力

AI训练资料已成为驱动进阶机器学习和人工智慧应用的关键引擎，为自然语言理解、电脑视觉和自动决策领域的突破奠定了基础。随着各行各业的企业竞相将AI功能融入其产品和服务，训练资料的品质、多样性和数量已成为市场领先创新者脱颖而出的策略必要事项。

新的技术创新和监管动态将重塑人工智慧训练资料生态系统，并对价值链产生持久影响

技术进步和政策转变的结合，正在将人工智慧训练资料格局转变为一个充满活力的创新与监管舞台。生成模型的进步催生了合成资料生成的新方法，减少了对昂贵人工註释的依赖，并释放了可扩展、隐私保护资料集的潜力。同时，新兴的隐私法规正迫使各组织重塑其资料收集和处理实践，从而建构一个合规与创新并存的生态系统。

2025年美国关税对AI训练资料供应链、成本结构和策略采购的全面影响评估

2025年美国加征关税将给整个AI训练资料供应链带来新的成本压力，不仅影响用于资料处理的进口硬件，还会影响专用註释工具。高效能运算设备关税的提高将导致企业资本支出增加，因为企业正在寻求扩展其本地基础设施，并促使企业重新评估部署策略，转向混合云端和公共云端替代方案。

详细的细分洞察揭示了跨资料类型、元件、註释类型、来源、技术、人工智慧类型、部署模式和应用程式的关键机会

多层次細項分析揭示了不同细分市场中不同的成长模式和投资重点。按数据类型划分，企业越来越关注影片数据，尤其是手势姿态辨识和内容审核，而文字资料应用（例如文件分析）仍然是企业工作流程的基础。从音乐分析到语音辨识，音讯资料区段的细微差别凸显了专业註释技术的重要性。

揭示美洲、欧洲、中东和非洲以及亚太地区的区域动态和成长动力

区域分析突显了美洲、欧洲、中东和非洲以及亚太地区的市场驱动力，每个地区都由其独特的技术生态系统和法律规范塑造。在美洲，对云端基础设施的强劲投资和充满活力的人工智慧新兴企业生态系统正在推动高级数据註释和合成数据解决方案的快速采用，而大型企业客户正在寻求精简的流程来支持其数位转型议程。

竞争格局分析突显了塑造人工智慧训练资讯服务市场的关键策略创新和伙伴关係

人工智慧训练资讯服务的竞争格局呈现为：成熟的全球性公司和专业的创新企业混杂，每家公司都利用自身独特的能力来巩固市场份额。领先的供应商正在透过收购和策略联盟来扩展其服务组合，将资料标记平台与端到端检验和合成资料解决方案相结合，提供全面的承包解决方案。

产业领导者应对市场复杂性的可行蓝图：利用新的人工智慧训练资料机会推动永续成长

为了在不断变化的市场复杂性中蓬勃发展，产业领导者应优先对合成资料生成能力和强大的资料检验框架进行策略性投资。多元化筹资策略和建立多区域营运模式，可以帮助企业缓解供应链中断风险，并履行严格的隐私义务。

严谨的调查方法，结合一手资料和二手资料、二手资料以及全面的分析框架，提供可靠的见解

该分析基于严谨的研究框架，整合了对行业高管的直接访谈、专家的直接咨询以及权威的公共和私人二手资料来源。我们采用了多层检验流程，对定量资料点进行交叉检验，以确保不同资讯流的一致性和可靠性。

关键市场转型的结论：人工智慧训练资料领域的策略重要性与未来方向

摘要，AI训练资料产业正处于一个关键的十字路口，技术创新、监管演变和地缘政治因素正在汇聚，重新定义市场动态。合成资料产生和混合部署模型的快速崛起正在改变传统的服务范式，而资费政策则推动人们对弹性采购和成本最佳化的重新重视。

目录

第一章：前言

第二章调查方法

第三章执行摘要

第四章 市场概况

第五章市场动态

  • 在数位行销管道中采用生成式、人工智慧驱动的内容创作工具
  • 整合基于区块链的供应链透明度解决方案以确保道德采购
  • 人工智慧驱动的预测分析软体平台的订阅模式兴起
  • 利用基因组数据洞察的直接面向消费者的个人化健康产品的成长
  • 转向融合身临其境型虚拟实境和现场网路体验的混合活动平台
  • 扩展边缘运算基础设施，支援网路边缘的即时物联网资料处理
  • 消费品产业中采用可生物降解材料的永续包装创新的出现
  • 推动使用支援生物识别的行动钱包进行无现金支付的普及
  • 可扩展云端原生企业应用程式越来越多地采用微服务架构
  • 利用远端医疗平台和远端监控设备的非接触式医疗服务的需求

第六章 市场洞察

  • 波特五力分析
  • PESTEL分析

第七章：2025年美国关税的累积影响

8. AI 训练资料集市场（按资料类型）

  • 音讯数据
    • 音乐分析
    • 语音辨识
  • 影像资料
    • 脸部辨识
    • 影像识别
    • 物体侦测
  • 文字数据
    • 文件分析
    • 文字分类
  • 影片数据
    • 手势姿态辨识
    • 影片内容审核
    • 影片监控

9. AI训练资料集市场（按组件）

  • 服务
    • 数据品质保证服务
    • 资料检验服务
  • 解决方案
    • 资料收集软体
    • 资料标记和註释工具
    • 合成数据生成软体

第 10 章 AI 训练资料集市场（按註释类型）

  • 标记资料集
  • 未标记资料集

第 11 章 AI 训练资料集市场（按来源）

  • 私有资料集
  • 公共资料集

第 12 章：人工智慧训练资料集市场（按技术）

  • 电脑视觉
  • 机器学习
    • 强化学习
    • 监督学习
    • 无监督学习
  • 自然语言处理
  • 机器人流程自动化
    • 桌面自动化
    • 流程协作

第 13 章：以 AI 类型分類的 AI 训练资料集市场

  • 人工智慧世代
  • 预测性人工智慧

第 14 章 AI 训练资料集市场（按部署模式）

  • 云
    • 私有云端
    • 公共云端
  • 杂交种
  • 本地部署

第 15 章 AI 训练资料集市场（按应用）

  • 汽车和运输
    • 自动驾驶汽车
    • 车队管理
    • 交通管理
  • 银行、金融服务和保险
    • 演算法交易
    • 诈欺侦测
    • 风险管理
  • 卫生保健
    • 诊断
    • 医学影像
    • 精准医疗药物研发
    • 远端医疗虚拟助手
  • 零售与电子商务
    • 客户分析
    • 库存管理
    • 推荐系​​统
    • 供应链管理

16.美洲人工智慧训练资料集市场

  • 美国
  • 加拿大
  • 墨西哥
  • 巴西
  • 阿根廷

17. 欧洲、中东和非洲人工智慧训练资料集市场

  • 英国
  • 德国
  • 法国
  • 俄罗斯
  • 义大利
  • 西班牙
  • 阿拉伯聯合大公国
  • 沙乌地阿拉伯
  • 南非
  • 丹麦
  • 荷兰
  • 卡达
  • 芬兰
  • 瑞典
  • 奈及利亚
  • 埃及
  • 土耳其
  • 以色列
  • 挪威
  • 波兰
  • 瑞士

18. 亚太地区人工智慧训练资料集市场

  • 中国
  • 印度
  • 日本
  • 澳洲
  • 韩国
  • 印尼
  • 泰国
  • 菲律宾
  • 马来西亚
  • 新加坡
  • 越南
  • 台湾

第十九章 竞争态势

  • 2024年市占率分析
  • 2024年FPNV定位矩阵
  • 竞争分析
    • Amazon Web Services, Inc.
    • Oracle Corporation
    • Anolytics
    • Appen Limited
    • Automaton AI Infosystem Pvt. Ltd.
    • Clarifai, Inc.
    • LXT AI Inc.
    • Cogito Tech LLC
    • DataClap
    • DataRobot, Inc.
    • Deeply, Inc.
    • Defined.AI
    • Google LLC by Alphabet, Inc.
    • Gretel Labs, Inc.
    • Huawei Technologies Co., Ltd.
    • International Business Machines Corporation
    • Kinetic Vision, Inc.
    • Lionbridge Technologies, LLC
    • Meta Platforms, Inc.
    • Microsoft Corporation
    • Mindtech Global Limited
    • Mostly AI Solutions MP GmbH
    • NVIDIA Corporation
    • PIXTA Inc.
    • Samasource Impact Sourcing, Inc.
    • SanctifAI Inc.
    • SAP SE
    • Satellogic Inc.
    • Scale AI, Inc.
    • Snorkel AI, Inc.
    • Sony Group Corporation
    • SuperAnnotate AI, Inc.
    • TagX
    • Wisepl Private Limited

第20章 研究人工智慧

第21章 研究统计

第22章 研究联络人

第23章 研究报导

第24章 附录

Product Code: MRR-742BD517A2F2

The AI Training Dataset Market was valued at USD 2.92 billion in 2024 and is projected to grow to USD 3.39 billion in 2025, with a CAGR of 17.80%, reaching USD 7.82 billion by 2030.

KEY MARKET STATISTICS
Base Year [2024] USD 2.92 billion
Estimated Year [2025] USD 3.39 billion
Forecast Year [2030] USD 7.82 billion
CAGR (%) 17.80%

Unveiling the Foundational Drivers and Strategic Imperatives Shaping the AI Training Data Market Landscape for Executive Decision Makers

AI training data has emerged as the critical engine powering advanced machine learning and artificial intelligence applications, underpinning breakthroughs in natural language understanding, computer vision, and automated decision-making. As organizations across industries race to embed AI capabilities into products and services, the quality, diversity, and volume of training data have become strategic imperatives that separate leading innovators from the rest of the market.

This executive summary introduces the foundational drivers shaping the modern AI training data ecosystem. It highlights the convergence of technological innovation and evolving business requirements that have elevated data curation, annotation, and validation into complex, multi-layered processes. Against this backdrop, stakeholders must understand how data type preferences, component services, annotation approaches, and deployment modes interact to influence solution performance and commercial viability.

Through a rigorous examination of key market forces, this analysis frames the opportunities and challenges that define the current landscape. It sets the stage for an exploration of regulatory disruptions, tariff impacts, segmentation nuances, regional dynamics, competitive strategies, and actionable recommendations designed to equip decision-makers with the clarity needed to chart resilient growth trajectories in a rapidly evolving environment.

Emerging Technological Innovations and Regulatory Dynamics Reshaping the AI Training Data Ecosystem with Lasting Impact on Value Chains

Technological breakthroughs and policy shifts have combined to transform the AI training data landscape into a dynamic arena of innovation and regulation. Advances in generative modeling have sparked new approaches to synthetic data generation, reducing reliance on costly manual annotation and unlocking possibilities for scalable, privacy-preserving datasets. Meanwhile, emerging privacy regulations in major jurisdictions are driving organizations to reengineer data collection and handling practices, fostering an ecosystem where compliance and innovation must coalesce.

Concurrently, the maturation of cloud and hybrid deployment models has enabled more flexible collaboration between data service providers and end users, while on-premises solutions remain vital for industries with stringent security requirements. Partnerships between hyperscale cloud vendors and specialized data annotation firms have accelerated the delivery of integrated platforms, streamlining workflows from raw data acquisition to model training.

As the demand for high-quality, domain-specific datasets intensifies, stakeholders are investing in advanced validation and quality assurance services to safeguard model reliability and mitigate bias. This confluence of technological, regulatory, and operational shifts is reshaping traditional value chains and compelling market participants to recalibrate strategies for sustainable competitive advantage.

Assessing the Comprehensive Impact of 2025 United States Tariff Measures on AI Training Data Supply Chains Cost Structures and Strategic Sourcing

The imposition of targeted United States tariffs in 2025 has introduced new cost pressures across the AI training data supply chain, affecting both imported hardware for data processing and specialized annotation tools. Increased duties on high-performance computing equipment have elevated capital expenditures for organizations seeking to expand on-premises infrastructure, prompting a reassessment of deployment strategies toward hybrid and public cloud alternatives.

In parallel, tariff adjustments on data annotation software licenses and synthetic data generation modules have driven service providers to absorb a portion of the cost uptick, eroding margins and triggering price renegotiations with enterprise clients. The ripple effect has also emerged in prolonged lead times for critical hardware components, compelling adaptation through dual sourcing, regional nearshoring, and intensified collaboration with local technology partners.

Despite these headwinds, some market participants have leveraged the disruption as an impetus for innovation, accelerating investments in cloud-native pipelines and adopting leaner data validation processes. Consequently, the tariffs have not only elevated operational expenses but have also catalyzed strategic shifts toward more resilient, cost-effective frameworks for delivering AI training data services.

In Depth Segmentation Insights Revealing Key Opportunities Across Data Types Components Annotation Sources Technologies AI Types Deployments and Applications

A multilayered segmentation analysis reveals divergent growth patterns and investment priorities across distinct market domains. Based on data type, organizations are intensifying focus on video data, particularly within gesture recognition and content moderation, while text data applications such as document parsing remain foundational for enterprise workflows. The nuances within audio data segments, from music analysis to speech recognition, underscore the importance of specialized annotation technologies.

From a component perspective, solutions encompassing synthetic data generation software are commanding elevated interest, whereas traditional services like data quality assurance continue to secure budgets for critical pre-training validation. Annotation type segmentation highlights a persistent bifurcation between labeled and unlabeled datasets, with labeled datasets retaining strategic premium for supervised learning models.

Source-based distinctions between private and public datasets shape compliance strategies, especially under stringent data privacy regimes, while technology-focused segmentation underscores the parallel trajectories of computer vision and natural language processing advancements. The breakdown by AI type into generative and predictive AI delineates clear paths for differentiated data requirements and processing techniques.

Deployment mode analysis demonstrates an evolving equilibrium among cloud, hybrid, and on-premises models, with private cloud options gaining traction in regulated sectors. Finally, application-based segmentation-from autonomous vehicles and algorithmic trading to diagnostics and retail recommendation systems-illustrates the breadth of use cases driving tailored data annotation and enrichment methodologies.

Regional Dynamics and Growth Drivers Uncovered Through Americas Europe Middle East Africa and Asia Pacific Perspectives

Regional analysis uncovers distinct market drivers within the Americas, EMEA, and Asia-Pacific, each shaped by unique technological ecosystems and regulatory frameworks. In the Americas, robust investment in cloud infrastructure and a vibrant ecosystem of AI startups are fostering rapid adoption of advanced data annotation and synthetic data solutions, while large enterprise clients seek streamlined pipelines to support their digital transformation agendas.

Within Europe, Middle East & Africa, stringent data privacy laws and GDPR compliance requirements are driving strategic shifts toward private dataset ecosystems and localized data quality services. Regulatory rigor in these markets is simultaneously spurring innovation in secure on-premises and hybrid deployments, supported by regional partnerships that emphasize transparency and control.

Asia-Pacific continues to emerge as a dynamic frontier for AI training data services, underpinned by government-led AI initiatives and expanding digital economies. Rapid growth in sectors such as autonomous mobility, telehealth solutions, and intelligent manufacturing is fueling demand for domain-specific datasets, while strategic collaborations with global providers are facilitating knowledge transfer and scalability across diverse submarkets.

Competitive Landscape Analysis Highlighting Key Enterprise Strategies Innovations and Partnerships Shaping the AI Training Data Services Market

The competitive landscape in AI training data services is characterized by a mix of established global firms and specialized innovators, each leveraging unique capabilities to secure market share. Leading providers have deepened their service portfolios through acquisitions and strategic alliances, integrating data labeling platforms with end-to-end validation and synthetic data solutions to offer comprehensive turnkey offerings.

Meanwhile, nimble startups are capitalizing on niche opportunities, delivering targeted annotation tools for complex computer vision tasks and deploying advanced reinforcement learning frameworks to optimize labeling workflows. These innovators are collaborating with hyperscale cloud vendors to embed their solutions directly within AI development pipelines, thereby reducing friction and accelerating time to market.

In response, traditional service firms have invested heavily in proprietary tooling and data quality assurance protocols, strengthening their value propositions for heavily regulated industries such as healthcare and financial services. This competitive dynamism underscores the imperative for continuous innovation and strategic partnerships as companies seek to differentiate their offerings and expand global footprints.

Actionable Roadmap for Industry Leaders to Navigate Market Complexities Capitalize on Emerging AI Training Data Opportunities and Drive Sustainable Growth

To thrive amid evolving market complexities, industry leaders should prioritize strategic investments in synthetic data generation capabilities and robust data validation frameworks. By diversifying sourcing strategies and establishing multi-region operations, organizations can mitigate supply chain disruptions and align with stringent privacy mandates.

Furthermore, embracing hybrid deployment architectures will enable seamless integration of cloud-based analytics with secure on-premises processing, catering to both agility and compliance requirements. Collaboration with hyperscale cloud platforms and technology partners can unlock bundled service offerings that enhance scalability and reduce time to market.

Leaders must also cultivate specialized skill sets in advanced annotation techniques for vision and language tasks, ensuring that teams remain adept at handling emerging data types such as 3D point clouds and multi-modal inputs. Finally, fostering cross-functional governance structures that align data acquisition, quality assurance, and ethical AI considerations will safeguard model integrity and reinforce stakeholder trust.

Rigorous Research Methodology Integrating Primary Interviews Secondary Data Triangulation and Comprehensive Analytical Frameworks for Robust Insights

This analysis is grounded in a rigorous research framework that integrates primary interviews with industry executives, direct consultations with domain experts, and secondary data from authoritative public and private sources. A multi-tiered validation process was employed to cross-verify quantitative data points, ensuring consistency and reliability across diverse information streams.

Segmentation insights were derived through a bottom-up approach, mapping end-use applications to specific data type requirements, while regional dynamics were assessed using a top-down lens that accounted for macroeconomic indicators and policy developments. Qualitative inputs from vendor briefings and expert panels enriched the quantitative models, facilitating nuanced understanding of emerging trends and competitive strategies.

Risk factors and sensitivity analyses were incorporated to evaluate the potential impact of regulatory changes, tariff fluctuations, and technological disruptions. The resulting methodology provides a transparent, reproducible foundation for the findings, enabling stakeholders to replicate and adapt the analytical framework to evolving market conditions.

Concluding Reflections on Key Market Transformations Strategic Imperatives and Future Directions in the AI Training Data Landscape

In summary, the AI training data sector stands at a pivotal juncture where technological innovation, regulatory evolution, and geopolitical factors converge to redefine market dynamics. The rapid rise of synthetic data generation and hybrid deployment models is altering traditional service paradigms, while tariff policies are compelling renewed emphasis on resilient sourcing and cost optimization.

Segmentation insights underscore the importance of tailoring data solutions to specific use cases, whether in advanced computer vision applications or domain-focused language tasks. Regional analyses reveal differentiated priorities across the Americas, EMEA, and Asia-Pacific, highlighting the need for localized strategies and compliance-driven offerings.

Competitive pressures are driving both consolidation and specialization, as established players expand portfolios through strategic partnerships and emerging firms innovate in niche areas. Moving forward, success will hinge on an organization's ability to integrate robust data governance, agile deployment architectures, and ethical AI practices into end-to-end training data workflows.

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

  • 4.1. Introduction
  • 4.2. Market Sizing & Forecasting

5. Market Dynamics

  • 5.1. Adoption of generative AI-driven content creation tools across digital marketing channels
  • 5.2. Integration of blockchain-based supply chain transparency solutions to ensure ethical sourcing
  • 5.3. Increase in subscription-based models for software platforms with AI-driven predictive analytics
  • 5.4. Growth of direct-to-consumer personalized wellness products leveraging genomic data insights
  • 5.5. Shift toward hybrid event platforms combining immersive virtual reality and live networking experiences
  • 5.6. Expansion of edge computing infrastructure to support real-time IoT data processing at the network edge
  • 5.7. Emergence of sustainable packaging innovations using biodegradable materials in consumer goods industry
  • 5.8. Acceleration of cashless payment adoption through mobile wallets supported by biometric authentication
  • 5.9. Rise of microservice architecture adoption for scalable cloud-native enterprise applications
  • 5.10. Demand for contactless healthcare services powered by telemedicine platforms and remote monitoring devices

6. Market Insights

  • 6.1. Porter's Five Forces Analysis
  • 6.2. PESTLE Analysis

7. Cumulative Impact of United States Tariffs 2025

8. AI Training Dataset Market, by Data Type

  • 8.1. Introduction
  • 8.2. Audio Data
    • 8.2.1. Music Analysis
    • 8.2.2. Speech Recognition
  • 8.3. Image Data
    • 8.3.1. Facial Recognition
    • 8.3.2. Image Recognition
    • 8.3.3. Object Detection
  • 8.4. Text Data
    • 8.4.1. Document Parsing
    • 8.4.2. Text Classification
  • 8.5. Video Data
    • 8.5.1. Gesture Recognition
    • 8.5.2. Video Content Moderation
    • 8.5.3. Video Surveillance

9. AI Training Dataset Market, by Component

  • 9.1. Introduction
  • 9.2. Services
    • 9.2.1. Data Quality Assurance Services
    • 9.2.2. Data Validation Services
  • 9.3. Solutions
    • 9.3.1. Data Collection Software
    • 9.3.2. Data Labeling & Annotation Tools
    • 9.3.3. Synthetic Data Generation Software

10. AI Training Dataset Market, by Annotation Type

  • 10.1. Introduction
  • 10.2. Labeled Datasets
  • 10.3. Unlabeled Datasets

11. AI Training Dataset Market, by Source

  • 11.1. Introduction
  • 11.2. Private Datasets
  • 11.3. Public Datasets

12. AI Training Dataset Market, by Technology

  • 12.1. Introduction
  • 12.2. Computer Vision
  • 12.3. Machine Learning
    • 12.3.1. Reinforcement Learning
    • 12.3.2. Supervised Learning
    • 12.3.3. Unsupervised Learning
  • 12.4. Natural Language Processing
  • 12.5. Robotic Process Automation
    • 12.5.1. Desktop Automation
    • 12.5.2. Process Orchestration

13. AI Training Dataset Market, by AI Type

  • 13.1. Introduction
  • 13.2. Generative AI
  • 13.3. Predictive AI

14. AI Training Dataset Market, by Deployment Mode

  • 14.1. Introduction
  • 14.2. Cloud
    • 14.2.1. Private Cloud
    • 14.2.2. Public Cloud
  • 14.3. Hybrid
  • 14.4. On Premises

15. AI Training Dataset Market, by Application

  • 15.1. Introduction
  • 15.2. Automotive & Transportation
    • 15.2.1. Autonomous Vehicles
    • 15.2.2. Fleet Management
    • 15.2.3. Traffic Management
  • 15.3. Banking, Financial Services, and Insurance
    • 15.3.1. Algorithmic Trading
    • 15.3.2. Fraud Detection
    • 15.3.3. Risk Management
  • 15.4. Healthcare
    • 15.4.1. Diagnostics
    • 15.4.2. Medical Imaging
    • 15.4.3. Precision Medicine & Drug Discovery
    • 15.4.4. Telehealth Virtual Assistants
  • 15.5. Retail & Ecommerce
    • 15.5.1. Customer Analytics
    • 15.5.2. Inventory Management
    • 15.5.3. Recommendation Systems
    • 15.5.4. Supply Chain Management

16. Americas AI Training Dataset Market

  • 16.1. Introduction
  • 16.2. United States
  • 16.3. Canada
  • 16.4. Mexico
  • 16.5. Brazil
  • 16.6. Argentina

17. Europe, Middle East & Africa AI Training Dataset Market

  • 17.1. Introduction
  • 17.2. United Kingdom
  • 17.3. Germany
  • 17.4. France
  • 17.5. Russia
  • 17.6. Italy
  • 17.7. Spain
  • 17.8. United Arab Emirates
  • 17.9. Saudi Arabia
  • 17.10. South Africa
  • 17.11. Denmark
  • 17.12. Netherlands
  • 17.13. Qatar
  • 17.14. Finland
  • 17.15. Sweden
  • 17.16. Nigeria
  • 17.17. Egypt
  • 17.18. Turkey
  • 17.19. Israel
  • 17.20. Norway
  • 17.21. Poland
  • 17.22. Switzerland

18. Asia-Pacific AI Training Dataset Market

  • 18.1. Introduction
  • 18.2. China
  • 18.3. India
  • 18.4. Japan
  • 18.5. Australia
  • 18.6. South Korea
  • 18.7. Indonesia
  • 18.8. Thailand
  • 18.9. Philippines
  • 18.10. Malaysia
  • 18.11. Singapore
  • 18.12. Vietnam
  • 18.13. Taiwan

19. Competitive Landscape

  • 19.1. Market Share Analysis, 2024
  • 19.2. FPNV Positioning Matrix, 2024
  • 19.3. Competitive Analysis
    • 19.3.1. Amazon Web Services, Inc.
    • 19.3.2. Oracle Corporation
    • 19.3.3. Anolytics
    • 19.3.4. Appen Limited
    • 19.3.5. Automaton AI Infosystem Pvt. Ltd.
    • 19.3.6. Clarifai, Inc.
    • 19.3.7. LXT AI Inc.
    • 19.3.8. Cogito Tech LLC
    • 19.3.9. DataClap
    • 19.3.10. DataRobot, Inc.
    • 19.3.11. Deeply, Inc.
    • 19.3.12. Defined.AI
    • 19.3.13. Google LLC by Alphabet, Inc.
    • 19.3.14. Gretel Labs, Inc.
    • 19.3.15. Huawei Technologies Co., Ltd.
    • 19.3.16. International Business Machines Corporation
    • 19.3.17. Kinetic Vision, Inc.
    • 19.3.18. Lionbridge Technologies, LLC
    • 19.3.19. Meta Platforms, Inc.
    • 19.3.20. Microsoft Corporation
    • 19.3.21. Mindtech Global Limited
    • 19.3.22. Mostly AI Solutions MP GmbH
    • 19.3.23. NVIDIA Corporation
    • 19.3.24. PIXTA Inc.
    • 19.3.25. Samasource Impact Sourcing, Inc.
    • 19.3.26. SanctifAI Inc.
    • 19.3.27. SAP SE
    • 19.3.28. Satellogic Inc.
    • 19.3.29. Scale AI, Inc.
    • 19.3.30. Snorkel AI, Inc.
    • 19.3.31. Sony Group Corporation
    • 19.3.32. SuperAnnotate AI, Inc.
    • 19.3.33. TagX
    • 19.3.34. Wisepl Private Limited

20. ResearchAI

21. ResearchStatistics

22. ResearchContacts

23. ResearchArticles

24. Appendix

LIST OF FIGURES

  • FIGURE 1. AI TRAINING DATASET MARKET RESEARCH PROCESS
  • FIGURE 2. GLOBAL AI TRAINING DATASET MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 3. GLOBAL AI TRAINING DATASET MARKET SIZE, BY REGION, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 4. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2024 VS 2030 (%)
  • FIGURE 6. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 7. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2024 VS 2030 (%)
  • FIGURE 8. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 9. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2024 VS 2030 (%)
  • FIGURE 10. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 11. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2024 VS 2030 (%)
  • FIGURE 12. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 13. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2024 VS 2030 (%)
  • FIGURE 14. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 15. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2024 VS 2030 (%)
  • FIGURE 16. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 17. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2024 VS 2030 (%)
  • FIGURE 18. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 19. GLOBAL AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2024 VS 2030 (%)
  • FIGURE 20. GLOBAL AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 21. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
  • FIGURE 22. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 23. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY STATE, 2024 VS 2030 (%)
  • FIGURE 24. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY STATE, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 25. EUROPE, MIDDLE EAST & AFRICA AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
  • FIGURE 26. EUROPE, MIDDLE EAST & AFRICA AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 27. ASIA-PACIFIC AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
  • FIGURE 28. ASIA-PACIFIC AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
  • FIGURE 29. AI TRAINING DATASET MARKET SHARE, BY KEY PLAYER, 2024
  • FIGURE 30. AI TRAINING DATASET MARKET, FPNV POSITIONING MATRIX, 2024
  • FIGURE 31. AI TRAINING DATASET MARKET: RESEARCHAI
  • FIGURE 32. AI TRAINING DATASET MARKET: RESEARCHSTATISTICS
  • FIGURE 33. AI TRAINING DATASET MARKET: RESEARCHCONTACTS
  • FIGURE 34. AI TRAINING DATASET MARKET: RESEARCHARTICLES

LIST OF TABLES

  • TABLE 1. AI TRAINING DATASET MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
  • TABLE 3. GLOBAL AI TRAINING DATASET MARKET SIZE, 2018-2024 (USD MILLION)
  • TABLE 4. GLOBAL AI TRAINING DATASET MARKET SIZE, 2025-2030 (USD MILLION)
  • TABLE 5. GLOBAL AI TRAINING DATASET MARKET SIZE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 6. GLOBAL AI TRAINING DATASET MARKET SIZE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 7. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 8. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
  • TABLE 9. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2018-2024 (USD MILLION)
  • TABLE 10. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2025-2030 (USD MILLION)
  • TABLE 11. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 12. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 13. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MUSIC ANALYSIS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 14. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MUSIC ANALYSIS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 15. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SPEECH RECOGNITION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 16. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SPEECH RECOGNITION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 17. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2018-2024 (USD MILLION)
  • TABLE 18. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2025-2030 (USD MILLION)
  • TABLE 19. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 20. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 21. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FACIAL RECOGNITION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 22. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FACIAL RECOGNITION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 23. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE RECOGNITION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 24. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE RECOGNITION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 25. GLOBAL AI TRAINING DATASET MARKET SIZE, BY OBJECT DETECTION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 26. GLOBAL AI TRAINING DATASET MARKET SIZE, BY OBJECT DETECTION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 27. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2018-2024 (USD MILLION)
  • TABLE 28. GLOBAL AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2025-2030 (USD MILLION)
  • TABLE 29. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 30. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 31. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DOCUMENT PARSING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 32. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DOCUMENT PARSING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 33. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT CLASSIFICATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 34. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT CLASSIFICATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 35. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2018-2024 (USD MILLION)
  • TABLE 36. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2025-2030 (USD MILLION)
  • TABLE 37. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 38. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 39. GLOBAL AI TRAINING DATASET MARKET SIZE, BY GESTURE RECOGNITION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 40. GLOBAL AI TRAINING DATASET MARKET SIZE, BY GESTURE RECOGNITION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 41. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO CONTENT MODERATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 42. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO CONTENT MODERATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 43. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO SURVEILLANCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 44. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO SURVEILLANCE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 45. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2018-2024 (USD MILLION)
  • TABLE 46. GLOBAL AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2025-2030 (USD MILLION)
  • TABLE 47. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
  • TABLE 48. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
  • TABLE 49. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 50. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SERVICES, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 51. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA QUALITY ASSURANCE SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 52. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA QUALITY ASSURANCE SERVICES, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 53. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA VALIDATION SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 54. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA VALIDATION SERVICES, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 55. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 56. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
  • TABLE 57. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 58. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 59. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA COLLECTION SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 60. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA COLLECTION SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 61. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA LABELING & ANNOTATION TOOLS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 62. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DATA LABELING & ANNOTATION TOOLS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 63. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SYNTHETIC DATA GENERATION SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 64. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SYNTHETIC DATA GENERATION SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 65. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
  • TABLE 66. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
  • TABLE 67. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2018-2024 (USD MILLION)
  • TABLE 68. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2025-2030 (USD MILLION)
  • TABLE 69. GLOBAL AI TRAINING DATASET MARKET SIZE, BY LABELED DATASETS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 70. GLOBAL AI TRAINING DATASET MARKET SIZE, BY LABELED DATASETS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 71. GLOBAL AI TRAINING DATASET MARKET SIZE, BY UNLABELED DATASETS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 72. GLOBAL AI TRAINING DATASET MARKET SIZE, BY UNLABELED DATASETS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 73. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2018-2024 (USD MILLION)
  • TABLE 74. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2025-2030 (USD MILLION)
  • TABLE 75. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRIVATE DATASETS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 76. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRIVATE DATASETS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 77. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PUBLIC DATASETS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 78. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PUBLIC DATASETS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 79. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 80. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
  • TABLE 81. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPUTER VISION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 82. GLOBAL AI TRAINING DATASET MARKET SIZE, BY COMPUTER VISION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 83. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 84. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 85. GLOBAL AI TRAINING DATASET MARKET SIZE, BY REINFORCEMENT LEARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 86. GLOBAL AI TRAINING DATASET MARKET SIZE, BY REINFORCEMENT LEARNING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 87. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SUPERVISED LEARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 88. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SUPERVISED LEARNING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 89. GLOBAL AI TRAINING DATASET MARKET SIZE, BY UNSUPERVISED LEARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 90. GLOBAL AI TRAINING DATASET MARKET SIZE, BY UNSUPERVISED LEARNING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 91. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 92. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2025-2030 (USD MILLION)
  • TABLE 93. GLOBAL AI TRAINING DATASET MARKET SIZE, BY NATURAL LANGUAGE PROCESSING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 94. GLOBAL AI TRAINING DATASET MARKET SIZE, BY NATURAL LANGUAGE PROCESSING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 95. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 96. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 97. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DESKTOP AUTOMATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 98. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DESKTOP AUTOMATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 99. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PROCESS ORCHESTRATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 100. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PROCESS ORCHESTRATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 101. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2018-2024 (USD MILLION)
  • TABLE 102. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2025-2030 (USD MILLION)
  • TABLE 103. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2018-2024 (USD MILLION)
  • TABLE 104. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2025-2030 (USD MILLION)
  • TABLE 105. GLOBAL AI TRAINING DATASET MARKET SIZE, BY GENERATIVE AI, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 106. GLOBAL AI TRAINING DATASET MARKET SIZE, BY GENERATIVE AI, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 107. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PREDICTIVE AI, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 108. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PREDICTIVE AI, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 109. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
  • TABLE 110. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
  • TABLE 111. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CLOUD, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 112. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CLOUD, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 113. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRIVATE CLOUD, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 114. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRIVATE CLOUD, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 115. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PUBLIC CLOUD, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 116. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PUBLIC CLOUD, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 117. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
  • TABLE 118. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
  • TABLE 119. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HYBRID, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 120. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HYBRID, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 121. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ON PREMISES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 122. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ON PREMISES, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 123. GLOBAL AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 124. GLOBAL AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
  • TABLE 125. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 126. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 127. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTONOMOUS VEHICLES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 128. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTONOMOUS VEHICLES, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 129. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FLEET MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 130. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FLEET MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 131. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TRAFFIC MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 132. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TRAFFIC MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 133. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2018-2024 (USD MILLION)
  • TABLE 134. GLOBAL AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2025-2030 (USD MILLION)
  • TABLE 135. GLOBAL AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 136. GLOBAL AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 137. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ALGORITHMIC TRADING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 138. GLOBAL AI TRAINING DATASET MARKET SIZE, BY ALGORITHMIC TRADING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 139. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FRAUD DETECTION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 140. GLOBAL AI TRAINING DATASET MARKET SIZE, BY FRAUD DETECTION, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 141. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 142. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 143. GLOBAL AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2018-2024 (USD MILLION)
  • TABLE 144. GLOBAL AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2025-2030 (USD MILLION)
  • TABLE 145. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 146. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 147. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DIAGNOSTICS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 148. GLOBAL AI TRAINING DATASET MARKET SIZE, BY DIAGNOSTICS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 149. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MEDICAL IMAGING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 150. GLOBAL AI TRAINING DATASET MARKET SIZE, BY MEDICAL IMAGING, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 151. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRECISION MEDICINE & DRUG DISCOVERY, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 152. GLOBAL AI TRAINING DATASET MARKET SIZE, BY PRECISION MEDICINE & DRUG DISCOVERY, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 153. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TELEHEALTH VIRTUAL ASSISTANTS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 154. GLOBAL AI TRAINING DATASET MARKET SIZE, BY TELEHEALTH VIRTUAL ASSISTANTS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 155. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2018-2024 (USD MILLION)
  • TABLE 156. GLOBAL AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2025-2030 (USD MILLION)
  • TABLE 157. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 158. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 159. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CUSTOMER ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 160. GLOBAL AI TRAINING DATASET MARKET SIZE, BY CUSTOMER ANALYTICS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 161. GLOBAL AI TRAINING DATASET MARKET SIZE, BY INVENTORY MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 162. GLOBAL AI TRAINING DATASET MARKET SIZE, BY INVENTORY MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 163. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RECOMMENDATION SYSTEMS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 164. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RECOMMENDATION SYSTEMS, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 165. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 166. GLOBAL AI TRAINING DATASET MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
  • TABLE 167. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2018-2024 (USD MILLION)
  • TABLE 168. GLOBAL AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2025-2030 (USD MILLION)
  • TABLE 169. AMERICAS AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2018-2024 (USD MILLION)
  • TABLE 170. AMERICAS AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2025-2030 (USD MILLION)
  • TABLE 171. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2018-2024 (USD MILLION)
  • TABLE 172. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2025-2030 (USD MILLION)
  • TABLE 173. AMERICAS AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2018-2024 (USD MILLION)
  • TABLE 174. AMERICAS AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2025-2030 (USD MILLION)
  • TABLE 175. AMERICAS AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2018-2024 (USD MILLION)
  • TABLE 176. AMERICAS AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2025-2030 (USD MILLION)
  • TABLE 177. AMERICAS AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2018-2024 (USD MILLION)
  • TABLE 178. AMERICAS AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2025-2030 (USD MILLION)
  • TABLE 179. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
  • TABLE 180. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
  • TABLE 181. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 182. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
  • TABLE 183. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
  • TABLE 184. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
  • TABLE 185. AMERICAS AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2018-2024 (USD MILLION)
  • TABLE 186. AMERICAS AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2025-2030 (USD MILLION)
  • TABLE 187. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2018-2024 (USD MILLION)
  • TABLE 188. AMERICAS AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2025-2030 (USD MILLION)
  • TABLE 189. AMERICAS AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 190. AMERICAS AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
  • TABLE 191. AMERICAS AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 192. AMERICAS AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2025-2030 (USD MILLION)
  • TABLE 193. AMERICAS AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2018-2024 (USD MILLION)
  • TABLE 194. AMERICAS AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2025-2030 (USD MILLION)
  • TABLE 195. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2018-2024 (USD MILLION)
  • TABLE 196. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2025-2030 (USD MILLION)
  • TABLE 197. AMERICAS AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
  • TABLE 198. AMERICAS AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
  • TABLE 199. AMERICAS AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
  • TABLE 200. AMERICAS AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
  • TABLE 201. AMERICAS AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 202. AMERICAS AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
  • TABLE 203. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2018-2024 (USD MILLION)
  • TABLE 204. AMERICAS AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2025-2030 (USD MILLION)
  • TABLE 205. AMERICAS AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2018-2024 (USD MILLION)
  • TABLE 206. AMERICAS AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2025-2030 (USD MILLION)
  • TABLE 207. AMERICAS AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2018-2024 (USD MILLION)
  • TABLE 208. AMERICAS AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2025-2030 (USD MILLION)
  • TABLE 209. AMERICAS AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2018-2024 (USD MILLION)
  • TABLE 210. AMERICAS AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2025-2030 (USD MILLION)
  • TABLE 211. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 212. AMERICAS AI TRAINING DATASET MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
  • TABLE 213. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2018-2024 (USD MILLION)
  • TABLE 214. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2025-2030 (USD MILLION)
  • TABLE 215. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2018-2024 (USD MILLION)
  • TABLE 216. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2025-2030 (USD MILLION)
  • TABLE 217. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2018-2024 (USD MILLION)
  • TABLE 218. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2025-2030 (USD MILLION)
  • TABLE 219. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2018-2024 (USD MILLION)
  • TABLE 220. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2025-2030 (USD MILLION)
  • TABLE 221. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2018-2024 (USD MILLION)
  • TABLE 222. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2025-2030 (USD MILLION)
  • TABLE 223. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
  • TABLE 224. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
  • TABLE 225. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 226. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
  • TABLE 227. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
  • TABLE 228. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
  • TABLE 229. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2018-2024 (USD MILLION)
  • TABLE 230. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2025-2030 (USD MILLION)
  • TABLE 231. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2018-2024 (USD MILLION)
  • TABLE 232. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2025-2030 (USD MILLION)
  • TABLE 233. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 234. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
  • TABLE 235. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 236. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2025-2030 (USD MILLION)
  • TABLE 237. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2018-2024 (USD MILLION)
  • TABLE 238. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2025-2030 (USD MILLION)
  • TABLE 239. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2018-2024 (USD MILLION)
  • TABLE 240. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2025-2030 (USD MILLION)
  • TABLE 241. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
  • TABLE 242. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
  • TABLE 243. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
  • TABLE 244. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
  • TABLE 245. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 246. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
  • TABLE 247. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2018-2024 (USD MILLION)
  • TABLE 248. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2025-2030 (USD MILLION)
  • TABLE 249. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2018-2024 (USD MILLION)
  • TABLE 250. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2025-2030 (USD MILLION)
  • TABLE 251. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2018-2024 (USD MILLION)
  • TABLE 252. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2025-2030 (USD MILLION)
  • TABLE 253. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2018-2024 (USD MILLION)
  • TABLE 254. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2025-2030 (USD MILLION)
  • TABLE 255. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY STATE, 2018-2024 (USD MILLION)
  • TABLE 256. UNITED STATES AI TRAINING DATASET MARKET SIZE, BY STATE, 2025-2030 (USD MILLION)
  • TABLE 257. CANADA AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2018-2024 (USD MILLION)
  • TABLE 258. CANADA AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2025-2030 (USD MILLION)
  • TABLE 259. CANADA AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2018-2024 (USD MILLION)
  • TABLE 260. CANADA AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2025-2030 (USD MILLION)
  • TABLE 261. CANADA AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2018-2024 (USD MILLION)
  • TABLE 262. CANADA AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2025-2030 (USD MILLION)
  • TABLE 263. CANADA AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2018-2024 (USD MILLION)
  • TABLE 264. CANADA AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2025-2030 (USD MILLION)
  • TABLE 265. CANADA AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2018-2024 (USD MILLION)
  • TABLE 266. CANADA AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2025-2030 (USD MILLION)
  • TABLE 267. CANADA AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
  • TABLE 268. CANADA AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
  • TABLE 269. CANADA AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 270. CANADA AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
  • TABLE 271. CANADA AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
  • TABLE 272. CANADA AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
  • TABLE 273. CANADA AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2018-2024 (USD MILLION)
  • TABLE 274. CANADA AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2025-2030 (USD MILLION)
  • TABLE 275. CANADA AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2018-2024 (USD MILLION)
  • TABLE 276. CANADA AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2025-2030 (USD MILLION)
  • TABLE 277. CANADA AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 278. CANADA AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
  • TABLE 279. CANADA AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 280. CANADA AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2025-2030 (USD MILLION)
  • TABLE 281. CANADA AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2018-2024 (USD MILLION)
  • TABLE 282. CANADA AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2025-2030 (USD MILLION)
  • TABLE 283. CANADA AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2018-2024 (USD MILLION)
  • TABLE 284. CANADA AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2025-2030 (USD MILLION)
  • TABLE 285. CANADA AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
  • TABLE 286. CANADA AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
  • TABLE 287. CANADA AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
  • TABLE 288. CANADA AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
  • TABLE 289. CANADA AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 290. CANADA AI TRAINING DATASET MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
  • TABLE 291. CANADA AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2018-2024 (USD MILLION)
  • TABLE 292. CANADA AI TRAINING DATASET MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2025-2030 (USD MILLION)
  • TABLE 293. CANADA AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2018-2024 (USD MILLION)
  • TABLE 294. CANADA AI TRAINING DATASET MARKET SIZE, BY BANKING, FINANCIAL SERVICES, AND INSURANCE, 2025-2030 (USD MILLION)
  • TABLE 295. CANADA AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2018-2024 (USD MILLION)
  • TABLE 296. CANADA AI TRAINING DATASET MARKET SIZE, BY HEALTHCARE, 2025-2030 (USD MILLION)
  • TABLE 297. CANADA AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2018-2024 (USD MILLION)
  • TABLE 298. CANADA AI TRAINING DATASET MARKET SIZE, BY RETAIL & ECOMMERCE, 2025-2030 (USD MILLION)
  • TABLE 299. MEXICO AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2018-2024 (USD MILLION)
  • TABLE 300. MEXICO AI TRAINING DATASET MARKET SIZE, BY DATA TYPE, 2025-2030 (USD MILLION)
  • TABLE 301. MEXICO AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2018-2024 (USD MILLION)
  • TABLE 302. MEXICO AI TRAINING DATASET MARKET SIZE, BY AUDIO DATA, 2025-2030 (USD MILLION)
  • TABLE 303. MEXICO AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2018-2024 (USD MILLION)
  • TABLE 304. MEXICO AI TRAINING DATASET MARKET SIZE, BY IMAGE DATA, 2025-2030 (USD MILLION)
  • TABLE 305. MEXICO AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2018-2024 (USD MILLION)
  • TABLE 306. MEXICO AI TRAINING DATASET MARKET SIZE, BY TEXT DATA, 2025-2030 (USD MILLION)
  • TABLE 307. MEXICO AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2018-2024 (USD MILLION)
  • TABLE 308. MEXICO AI TRAINING DATASET MARKET SIZE, BY VIDEO DATA, 2025-2030 (USD MILLION)
  • TABLE 309. MEXICO AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
  • TABLE 310. MEXICO AI TRAINING DATASET MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
  • TABLE 311. MEXICO AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 312. MEXICO AI TRAINING DATASET MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
  • TABLE 313. MEXICO AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
  • TABLE 314. MEXICO AI TRAINING DATASET MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
  • TABLE 315. MEXICO AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2018-2024 (USD MILLION)
  • TABLE 316. MEXICO AI TRAINING DATASET MARKET SIZE, BY ANNOTATION TYPE, 2025-2030 (USD MILLION)
  • TABLE 317. MEXICO AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2018-2024 (USD MILLION)
  • TABLE 318. MEXICO AI TRAINING DATASET MARKET SIZE, BY SOURCE, 2025-2030 (USD MILLION)
  • TABLE 319. MEXICO AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 320. MEXICO AI TRAINING DATASET MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
  • TABLE 321. MEXICO AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 322. MEXICO AI TRAINING DATASET MARKET SIZE, BY MACHINE LEARNING, 2025-2030 (USD MILLION)
  • TABLE 323. MEXICO AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2018-2024 (USD MILLION)
  • TABLE 324. MEXICO AI TRAINING DATASET MARKET SIZE, BY ROBOTIC PROCESS AUTOMATION, 2025-2030 (USD MILLION)
  • TABLE 325. MEXICO AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2018-2024 (USD MILLION)
  • TABLE 326. MEXICO AI TRAINING DATASET MARKET SIZE, BY AI TYPE, 2025-2030 (USD MILLION)
  • TABLE 327. MEXICO AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
  • TABLE 328. MEXICO AI TRAINING DATASET MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
  • TABLE 329. MEXICO AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
  • TABLE 330. MEXICO AI TRAINING DATASET MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
  • TABLE 331. MEXICO AI TRAIN