+353-1-416-8900REST OF WORLD
+44-20-3973-8888REST OF WORLD
1-917-300-0470EAST COAST U.S
1-800-526-8630U.S. (TOLL FREE)
Sale

AI Training Dataset Market by Data Type (Audio Data, Image Data, Text Data), Component (Services, Solutions), Annotation Type, Source, Technology, AI Type, Deployment Mode, Application - Global Forecast 2025-2030

  • PDF Icon

    Report

  • 183 Pages
  • August 2025
  • Region: Global
  • 360iResearch™
  • ID: 5716499
UP TO OFF until Dec 31st 2025
1h Free Analyst Time
1h Free Analyst Time

Speak directly to the analyst to clarify any post sales queries you may have.

The AI training dataset market is rapidly transforming how organizations approach artificial intelligence initiatives, placing high-quality, diverse data at the center of model development, deployment, and governance. This evolving landscape elevates the importance of sourcing, managing, and optimizing training data to drive innovation and competitive advantage.

Market Snapshot: AI Training Dataset Market

The AI training dataset market grew from USD 2.92 billion in 2024 to USD 3.39 billion in 2025. It is expected to continue expanding at a compound annual growth rate (CAGR) of 17.80%, reaching USD 7.82 billion by 2030. This sustained momentum reflects enterprise commitment to leveraging robust data for improved machine learning outcomes and operational decision-making.

Scope & Segmentation

This comprehensive report provides a detailed outlook on key aspects shaping the AI training dataset market across major segments and regions.

  • Data Types: Audio data (music analysis, speech recognition), image data (facial recognition, image recognition, object detection), text data (document parsing, text classification), video data (gesture recognition, video content moderation, video surveillance)
  • Components: Services (data quality assurance, data validation), solutions (data collection software, data labeling and annotation tools, synthetic data generation software)
  • Annotation Types: Labeled datasets, unlabeled datasets
  • Sources: Private datasets, public datasets
  • Technologies: Computer vision, machine learning (reinforcement, supervised, unsupervised learning), natural language processing, robotic process automation (desktop automation, process orchestration)
  • AI Models: Generative AI, predictive AI
  • Deployment Modes: Cloud (private/public), hybrid, on-premises
  • Applications: Automotive and transportation (autonomous vehicles, fleet management, traffic management), banking and financial services (algorithmic trading, fraud detection, risk management), healthcare (diagnostics, imaging, precision medicine, telehealth), retail & ecommerce (customer analytics, inventory management, recommendation systems, supply chain management)
  • Regions: Americas (United States, Canada, Mexico, Brazil, Argentina), Europe, Middle East & Africa (including United Kingdom, Germany, France, Saudi Arabia, South Africa), Asia-Pacific (China, India, Japan, Australia, South Korea, and others)
  • Key Companies: Amazon Web Services, Oracle, Anolytics, Appen Limited, Clarifai, DataRobot, Google, IBM, Meta Platforms, Microsoft, NVIDIA, Scale AI, Sony, among others

Key Takeaways for Senior Decision-Makers

  • Integrating multi-modal datasets drives advanced AI capabilities, supporting use cases that require convergence of audio, image, text, and video sources.
  • Synthetic data generation provides a critical solution for bridging data gaps, reducing bias, and accelerating model development, complementing conventional annotation processes.
  • Regulatory requirements and data sovereignty concerns increasingly dictate data procurement and management strategies, influencing where and how organizations operate and invest.
  • Specialized annotation services and industry-specific solutions deliver higher quality control, relevance, and compliance in complex verticals such as healthcare and financial services.
  • Strategic alliances between technology providers, domain experts, and annotation specialists enhance the value chain, supporting rapid adaptation to evolving market demands.
  • Competitive differentiation relies on flexible deployment, ongoing monitoring, and talent development to support high-quality dataset curation and model performance.

Tariff Impact: United States Policy Effects

Recent tariff policies in the United States have raised costs for importing data storage hardware and annotation tools, instigating a noticeable shift toward domestic manufacturing, regional partnerships, and open-source annotation frameworks. These developments prompt enterprises to localize sourcing, strengthen their supply chains, and mitigate regulatory uncertainty. Investment in regional data centers and edge infrastructure has increased, enhancing dataset security and compliance, particularly in sectors sensitive to latency and privacy.

Methodology & Data Sources

This report uses a hybrid research approach, combining qualitative interviews with leading data scientists, technology executives, and policy makers alongside rigorous secondary research leveraging publicly available industry reports and academic resources. Data triangulation and thematic analysis are applied to ensure alignment of qualitative insights with quantitative findings. Adherence to industry best practices and data privacy requirements is strictly maintained.

Why This Report Matters

  • Provides actionable insights for aligning AI data strategies with emerging technology, compliance, and regional dynamics.
  • Enables benchmarking against best practices in data sourcing, annotation, and governance to strengthen AI capability planning.
  • Supports investment and partnership decisions by mapping the evolving competitive and regional landscape, giving leaders a decision-making advantage.

Conclusion

With the AI training dataset market defined by rapid advancement, regulatory shifts, and expanding applications, organizations that prioritize high-quality data sourcing and agile strategies are positioned for sustained value and leadership in the evolving AI ecosystem.

 

Additional Product Information:

  • Purchase of this report includes 1 year online access with quarterly updates.
  • This report can be updated on request. Please contact our Customer Experience team using the Ask a Question widget on our website.

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

Samples

Loading
LOADING...

Companies Mentioned

The companies profiled in this AI Training Dataset market report include:
  • 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

Table Information