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市場調查報告書
商品編碼
1808048

AI 訓練資料集市場（按資料類型、元件、註釋類型、來源、技術、AI 類型、部署模式和應用）- 全球預測，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個工作天內

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AI訓練資料集市場預計2024年將達到29.2億美元，2025年將達到33.9億美元，2030年將達到78.2億美元，複合年成長率為17.80%。

主要市場統計數據
基準年2024年 29.2億美元
預計2025年 33.9億美元
預測年份 2030 78.2億美元
複合年成長率（%） 17.80%

為高階主管決策者揭示塑造人工智慧訓練資料市場格局的基本因素和策略動力

AI訓練資料已成為驅動進階機器學習和人工智慧應用的關鍵引擎，為自然語言理解、電腦視覺和自動決策領域的突破奠定了基礎。隨著各行各業的企業競相將AI功能融入其產品和服務，訓練資料的品質、多樣性和數量已成為市場領先創新者脫穎而出的策略必要事項。

新的技術創新和監管動態將重塑人工智慧訓練資料生態系統，並對價值鏈產生持久影響

技術進步和政策轉變的結合，正在將人工智慧訓練資料格局轉變為一個充滿活力的創新與監管舞台。生成模型的進步催生了合成資料生成的新方法，減少了對昂貴人工註釋的依賴，並釋放了可擴展、隱私保護資料集的潛力。同時，新興的隱私法規正迫使各組織重塑其資料收集和處理實踐，從而建構一個合規與創新並存的生態系統。

2025年美國關稅對AI訓練資料供應鏈、成本結構和策略採購的全面影響評估

2025年美國加徵關稅將給整個AI訓練資料供應鏈帶來新的成本壓力，不僅影響用於資料處理的進口硬體，還會影響專用註釋工具。高效能運算設備關稅的提高將導致企業資本支出增加，因為企業正在尋求擴展其本地基礎設施，並促使企業重新評估部署策略，轉向混合雲端和公共雲端替代方案。

詳細的細分洞察揭示了跨資料類型、元件、註釋類型、來源、技術、人工智慧類型、部署模式和應用程式的關鍵機會

多層次細分分析揭示了不同細分市場中不同的成長模式和投資重點。按數據類型分類，企業越來越關注影片數據，尤其是手勢姿態辨識和內容審核，而文字資料應用（例如文件分析）仍然是企業工作流程的基礎。從音樂分析到語音辨識，音訊資料區段的細微差別凸顯了專業註釋技術的重要性。

揭示美洲、歐洲、中東和非洲以及亞太地區的區域動態和成長動力

區域分析突顯了美洲、歐洲、中東和非洲以及亞太地區的市場驅動力，每個地區都由其獨特的技術生態系統和法律規範塑造。在美洲，對雲端基礎設施的強勁投資和充滿活力的人工智慧新興企業生態系統正在推動高級數據註釋和合成數據解決方案的快速採用，而大型企業客戶正在尋求精簡的流程來支持其數位轉型議程。

競爭格局分析突顯了塑造人工智慧訓練資訊服務市場的關鍵策略創新和夥伴關係

人工智慧訓練資訊服務的競爭格局呈現為：成熟的全球性公司和專業的創新企業混雜，每家公司都利用自身獨特的能力來鞏固市場佔有率。領先的供應商正在透過收購和策略聯盟來擴展其服務組合，將資料標記平台與端到端檢驗和合成資料解決方案相結合，提供全面的承包解決方案。

產業領導者應對市場複雜性的可行藍圖：利用新的人工智慧訓練資料機會推動永續成長

為了在不斷變化的市場複雜性中蓬勃發展，產業領導者應優先對合成資料生成能力和強大的資料檢驗框架進行策略性投資。多元化籌資策略和建立多區域營運模式，可以幫助企業緩解供應鏈中斷風險，並履行嚴格的隱私義務。

嚴謹的調查方法，結合一手資料和二手資料、二手資料以及全面的分析框架，提供可靠的見解

該分析基於嚴謹的研究框架，整合了對行業高管的直接訪談、專家的直接諮詢以及權威的公共和私人二手資料來源。我們採用了多層檢驗流程，對定量資料點進行交叉檢驗，以確保不同資訊流的一致性和可靠性。

關鍵市場轉型的結論：人工智慧訓練資料領域的策略重要性與未來方向

摘要，AI訓練資料產業正處於一個關鍵的十字路口，技術創新、監管演變和地緣政治因素正在匯聚，重新定義市場動態。合成資料產生和混合部署模型的快速崛起正在改變傳統的服務範式，而資費政策則推動人們對彈性採購和成本最佳化的重新重視。

目錄

第1章：前言

第2章調查方法

第3章執行摘要

第4章 市場概況

第5章市場動態

  • 在數位行銷管道中採用生成式、人工智慧驅動的內容創作工具
  • 整合基於區塊鏈的供應鏈透明度解決方案以確保道德採購
  • 人工智慧驅動的預測分析軟體平台的訂閱模式興起
  • 利用基因組數據洞察的直接面對消費者的個人化健康產品的成長
  • 轉向融合身臨其境型虛擬實境和現場網路體驗的混合活動平台
  • 擴展邊緣運算基礎設施，支援網路邊緣的即時物聯網資料處理
  • 消費品產業中採用可生物分解材料的永續包裝創新的出現
  • 推動使用支援生物識別的行動錢包進行無現金支付的普及
  • 可擴展雲端原生企業應用程式擴大採用微服務架構
  • 利用遠端醫療平台和遠端監控設備的非接觸式醫療服務的需求

第6章 市場洞察

  • 波特五力分析
  • PESTEL分析

第7章：2025年美國關稅的累積影響

8. AI 訓練資料集市場（按資料類型）

  • 音訊數據
    • 音樂分析
    • 語音辨識
  • 影像資料
    • 臉部辨識
    • 影像識別
    • 物體偵測
  • 文字數據
    • 文件分析
    • 文字分類
  • 影片數據
    • 手勢姿態辨識
    • 影片內容審核
    • 影片監控

9. AI訓練資料集市場（按組件）

  • 服務
    • 數據品質保證服務
    • 資料檢驗服務
  • 解決方案
    • 資料收集軟體
    • 資料標記和註釋工具
    • 合成數據生成軟體

第 10 章 AI 訓練資料集市場（按註釋類型）

  • 標記資料集
  • 未標記資料集

第 11 章 AI 訓練資料集市場（按來源）

  • 私有資料集
  • 公共資料集

第 12 章：人工智慧訓練資料集市場（按技術）

  • 電腦視覺
  • 機器學習
    • 強化學習
    • 監督學習
    • 無監督學習
  • 自然語言處理
  • 機器人流程自動化
    • 桌面自動化
    • 流程協作

第 13 章：以 AI 類型分類的 AI 訓練資料集市場

  • 人工智慧世代
  • 預測性人工智慧

第 14 章 AI 訓練資料集市場（按部署模式）

  • 雲
    • 私有雲端
    • 公共雲端
  • 混合
  • 本地部署

第 15 章 AI 訓練資料集市場（按應用）

  • 汽車和運輸
    • 自動駕駛汽車
    • 車隊管理
    • 交通管理
  • 銀行、金融服務和保險
    • 演算法交易
    • 詐欺偵測
    • 風險管理
  • 衛生保健
    • 診斷
    • 醫學影像
    • 精準醫療藥物研發
    • 遠端醫療虛擬助手
  • 零售與電子商務
    • 客戶分析
    • 庫存管理
    • 推薦系​​統
    • 供應鏈管理

16.美洲人工智慧訓練資料集市場

  • 美國
  • 加拿大
  • 墨西哥
  • 巴西
  • 阿根廷

17. 歐洲、中東和非洲人工智慧訓練資料集市場

  • 英國
  • 德國
  • 法國
  • 俄羅斯
  • 義大利
  • 西班牙
  • 阿拉伯聯合大公國
  • 沙烏地阿拉伯
  • 南非
  • 丹麥
  • 荷蘭
  • 卡達
  • 芬蘭
  • 瑞典
  • 奈及利亞
  • 埃及
  • 土耳其
  • 以色列
  • 挪威
  • 波蘭
  • 瑞士

18. 亞太地區人工智慧訓練資料集市場

  • 中國
  • 印度
  • 日本
  • 澳洲
  • 韓國
  • 印尼
  • 泰國
  • 菲律賓
  • 馬來西亞
  • 新加坡
  • 越南
  • 台灣

第19章 競爭態勢

  • 2024年市佔率分析
  • 2024年FPNV定位矩陣
  • 競爭分析
    • 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 研究統計

第22章 研究聯絡人

第23章 研究報導

第24章 附錄

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