AI Training Dataset Market by Dataset Creation (Data Collection, Data Annotation, Synthetic Data Generation), Dataset Selling (Off-the-Shelf Datasets, Dataset Marketplaces), Data Modality (Text, Image, Video, Audio, Multimodal) - Global Forecast to 2029

TABLE OF CONTENTS

1 INTRODUCTION

• 1.1 STUDY OBJECTIVES
• 1.2 MARKET DEFINITION
  • 1.2.1 INCLUSIONS AND EXCLUSIONS
• 1.3 MARKET SCOPE
  • 1.3.1 MARKET SEGMENTATION
  • 1.3.2 YEARS CONSIDERED
• 1.4 CURRENCY CONSIDERED
• 1.5 STAKEHOLDERS

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • 2.1.1 SECONDARY DATA
  • 2.1.2 PRIMARY DATA
    • 2.1.2.1 Breakup of primary profiles
    • 2.1.2.2 Key industry insights
• 2.2 MARKET BREAKUP AND DATA TRIANGULATION
• 2.3 MARKET SIZE ESTIMATION
  • 2.3.1 TOP-DOWN APPROACH
  • 2.3.2 BOTTOM-UP APPROACH
• 2.4 MARKET FORECAST
• 2.5 RESEARCH ASSUMPTIONS
• 2.6 RESEARCH LIMITATIONS

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

• 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI TRAINING DATASET MARKET
• 4.2 AI TRAINING DATASET MARKET, BY TOP THREE DATA MODALITIES
• 4.3 NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE AND END USER
• 4.4 AI TRAINING DATASET MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

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

6 AI TRAINING DATASET MARKET, BY OFFERING

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

7 AI TRAINING DATASET MARKET, BY DATASET CREATION

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

8 AI TRAINING DATASET MARKET, BY DATASET SELLING

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

9 AI TRAINING DATASET MARKET, BY ANNOTATION TYPE

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

10 AI TRAINING DATASET MARKET, BY DATA MODALITY

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

11 AI TRAINING DATASET MARKET, BY TYPE

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

12 AI TRAINING DATASET MARKET, BY END USER

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

13 AI TRAINING DATASET MARKET, BY REGION

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

14 COMPETITIVE LANDSCAPE

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

15 COMPANY PROFILES

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

16 ADJACENT AND RELATED MARKETS

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

17 APPENDIX

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

List of Tables

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

List of Figures

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