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

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

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

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

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

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

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

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

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

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

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

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI training dataset market.

By Company: Tier I – 18%, Tier II – 52%, and Tier III – 30%

By Designation: C-Level Executives – 42%, D-Level Executives – 36%, and others – 22%

By Region: North America – 42%, Europe – 26%, Asia Pacific – 21%, Middle East & Africa – 4%, and Latin America – 7%

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

Research coverage

This research report categorizes the AI training dataset Market by Offering (Dataset Creation and Dataset Selling), by Dataset Creation (Dataset Creation Software, and Dataset Creation Services), by Dataset Selling (Off-The-Shelf (OTS) Datasets, and Dataset Marketplaces), by Annotation Type (Pre-Labeled Datasets, Unlabeled Datasets, and Synthetic Datasets), by Data Modality (Text, Image, Audio & Speech, Video and Multimodal), By Type (Generative AI and Other AI), by End User (BFSI, Software & Technology Providers, Telecommunications, Automotive, Media & Entertainment, Government & Defense, Healthcare & Life Sciences, Manufacturing, Retail & Consumer Goods, And Other End Users) and by Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the AI training dataset market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the AI training dataset market. Competitive analysis of upcoming startups in the AI training dataset market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI training dataset market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (increasing demand for diverse and continuously updated multimodal datasets for generative AI models, rising demand for multilingual datasets for conversational AI, demand for high-quality labeled data for autonomous vehicles, and Increased used of synthetic data for rare event simulation), restraints (legal risks of web-scraped data due to copyright infringement and limited access to high-quality medical datasets due to HIPAA compliance), opportunities (growing demand for specialized data annotation services in diverse fields, synthetic data generation and privacy-preserving techniques for augmented training data, and creation of customized AI Datasets and specialized formats (3D, AR/VR) for Enterprise Solutions), and challenges (data quality and relevance issues like inconsistency, bias, keeping datasets up to date, and diverse dataset formats and inconsistent annotation practices may hinder integration and reliability).

Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI training dataset market.

Market Development: Comprehensive information about lucrative markets – the report analyses the AI training dataset market across varied regions.

Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI training dataset market.

Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), Aimleap (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili technology (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and Data.world (US) among others in the AI training dataset market. The report also helps stakeholders understand the pulse of the AI training dataset market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Tables List

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)

Figures List

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