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AI Training Dataset Market By Type (Text, Audio, Image/Video), By End User (IT and Telecom, BFSI, Automotive, Healthcare, Government and Defense, Retail, Others): Global Opportunity Analysis and Industry Forecast, 2021-2031

Market Report I 2023-03-01 I 353 Pages I Allied Market Research
Discounted by 10% to 2024-11-15

In a number of industrial uses, including manufacturing, IT, BFSI, retail & e-commerce, and healthcare, AI is indeed extremely relevant. Opportunities for new candidates are also emerging due to the rising demand for application-specific training data. Big data is increasingly dependent on artificial intelligence (AI), as the technology enables the extraction of highly complicated abstractions through a hierarchical learning process, necessitating the mining and extraction of meaningful patterns from vast amounts of data. Furthermore, AI gives machines the ability to execute human-like tasks, learn from experience, and adapt to new inputs. These machines are taught to analyze vast amounts of data and find patterns in order to carry out a specific job. Specific datasets are needed to teach these machines. To meet this need, there is a rising demand for AI training databases.
Furthermore, Factors such as machine learning and Intelligence are expanding quickly, and the production of large amounts of data and technological advancements primarily drive the growth of the AI training dataset market. However, poor expertise of technology in developing areas hampers market growth to some extent. Moreover, widening functionality of training data sets in multiple business verticals is expected to provide lucrative opportunities for the market growth during the forecast period.
Depending on the type, the text segment dominated the AI training dataset market share in 2021 and is expected to continue this dominance during the forecast period, owing to train AI text generators so they can learn the structure and style of writing. It may be used to automatically compose articles, blog posts, product descriptions, and other sorts of content after they have mastered the ability to produce writing that sounds human. However, the image/video segment is expected to witness the highest growth in the upcoming years, owing to creates its own parameters for how to represent or model those patterns in order to forecast fresh data (such to identify objects in a video) or create entirely new content that closely resembles the training data (such as synthesize images from a collection of paintings).
Region wise, the AI training dataset market was dominated by North America in 2021 and is expected to retain its position during the forecast period, owing to industries moving towards automation, there is a higher demand for AI and machine learning tools. The demand for analytical solutions to acquire the best visualization and strategy developments is being driven by the rapid digitalization of company. However, Asia-Pacific is expected to witness the highest growth in the upcoming years, owing to the widespread release of new datasets to speed up the usage of artificial intelligence technology in developing sectors. Emerging technologies are being quickly embraced by businesses in developing nations like India in order to modernize their operations. Other important players are also focusing their efforts in the area.
Segment review
The AI training dataset market is segmented on the basis of type, industry vertical and region. On the basis of type, it is segregated into Text, Audio, and Image/Video. On the basis industry vertical, it is classified into IT and telecom, BFSI, automotive, healthcare, government and defense, retail, and others. On the basis of region, it is analyzed across North America, Europe, Asia-Pacific, and LAMEA.
The global AI training dataset industry is dominated by key players such asGoogle LLC, Amazon Web Services Inc., Microsoft Corporation, SCALE AI, INC., APPEN LIMITED, Cogito Tech LLC, Lionbridge Technologies, Inc., Alegion, Deep Vision Data, Samasource Inc. These players have adopted various strategies to increase their market penetration and strengthen their position in AI training dataset industry.
Top impacting factors
Quick expansion of Machine learning (ML) and Artificial Intelligence (AI)
Since big data requires the recording, storing, and analysis of a sizable quantity of data, its emergence is expected to fuel the growth of the artificial intelligence market. End users are more concerned with the necessity of maintaining and improving the big data-related analytical models. They are adopting artificial intelligence solutions more rapidly as a result of this focus. The adoption of artificial intelligence is anticipated to significantly increase demand for AI training datasets because annotated data stimulates training AI models and machine learning systems in crucial areas like speech recognition and image identification. By clearly providing the data needed for decision-making and future prediction, data annotation strengthens AI. Many public and private organizations gather domain-specific data, including data from numerous applications like national espionage, fraud detection, marketing, medical informatics, and cyber security. Data annotation makes it possible to label such unstructured and unsupervised data by constantly increasing the accuracy of each individual piece of information.

Production of large amounts of data and technological advancements
Big data is used by businesses to enhance operations, deliver better customer service, develop individualized marketing campaigns, and carry out other tasks that can eventually boost sales and profits. Because they can act more quickly and with greater knowledge, businesses that use it successfully may have a competitive advantage over those that don't. Moreover, big data, for instance, offers insightful information about consumers that businesses can use to improve their marketing, advertising, and promotions and boost customer engagement and conversion rates. Furthermore, businesses can become more responsive to customer desires and requirements by analyzing historical and real-time data to evaluate the changing preferences of consumers or corporate buyers. Therefore, the demand for AI training datasets has grown as a result of the enormous volume of data generated by numerous technologies such as machine learning, big data, and artificial intelligence. These technologies generate a significant amount of unstructured and irrelevant data; as a result, it is crucial to feed a machine learning model accurate and pertinent data when training it.
Key Benefits For Stakeholders
-This report provides a quantitative analysis of the market segments, current trends, estimations, and dynamics of the ai training dataset market analysis from 2021 to 2031 to identify the prevailing ai training dataset market opportunities.
-The market research is offered along with information related to key drivers, restraints, and opportunities.
-Porter's five forces analysis highlights the potency of buyers and suppliers to enable stakeholders make profit-oriented business decisions and strengthen their supplier-buyer network.
-In-depth analysis of the ai training dataset market segmentation assists to determine the prevailing market opportunities.
-Major countries in each region are mapped according to their revenue contribution to the global market.
-Market player positioning facilitates benchmarking and provides a clear understanding of the present position of the market players.
-The report includes the analysis of the regional as well as global ai training dataset market trends, key players, market segments, application areas, and market growth strategies.
Key Market Segments
By Type
- Text
- Audio
- Image/Video
By End User
- IT and Telecom
- BFSI
- Automotive
- Healthcare
- Government and Defense
- Retail
- Others
By Region
- North America
- U.S.
- Canada
- Europe
- UK
- Germany
- France
- Italy
- Spain
- Rest of Europe
- Asia-Pacific
- China
- India
- Japan
- Australia
- South Korea
- Rest of Asia-Pacific
- LAMEA
- Latin America
- Middle East
- Africa
- Key Market Players
- Google LLC
- Amazon Web Services Inc.
- Microsoft Corporation
- SCALE AI, INC.
- APPEN LIMITED
- Cogito Tech LLC
- Lionbridge Technologies, Inc
- Alegion
- Deep Vision Data
- Samasource Inc.

CHAPTER 1: INTRODUCTION
1.1. Report description
1.2. Key market segments
1.3. Key benefits to the stakeholders
1.4. Research Methodology
1.4.1. Primary research
1.4.2. Secondary research
1.4.3. Analyst tools and models
CHAPTER 2: EXECUTIVE SUMMARY
2.1. CXO Perspective
CHAPTER 3: MARKET OVERVIEW
3.1. Market definition and scope
3.2. Key findings
3.2.1. Top impacting factors
3.2.2. Top investment pockets
3.3. Porter's five forces analysis
3.3.1. Bargaining power of suppliers
3.3.2. Bargaining power of buyers
3.3.3. Threat of substitutes
3.3.4. Threat of new entrants
3.3.5. Intensity of rivalry
3.4. Market dynamics
3.4.1. Drivers
3.4.1.1. Quick expansion of Machine learning (ML) and Artificial Intelligence (AI)
3.4.1.2. Production of large amounts of data and technological advancements

3.4.2. Restraints
3.4.2.1. Lack of technological expertise of technology in developing regions

3.4.3. Opportunities
3.4.3.1. Broad functionality of training datasets in multiple business verticals

3.5. COVID-19 Impact Analysis on the market
CHAPTER 4: AI TRAINING DATASET MARKET, BY TYPE
4.1. Overview
4.1.1. Market size and forecast
4.2. Text
4.2.1. Key market trends, growth factors and opportunities
4.2.2. Market size and forecast, by region
4.2.3. Market share analysis by country
4.3. Audio
4.3.1. Key market trends, growth factors and opportunities
4.3.2. Market size and forecast, by region
4.3.3. Market share analysis by country
4.4. Image/Video
4.4.1. Key market trends, growth factors and opportunities
4.4.2. Market size and forecast, by region
4.4.3. Market share analysis by country
CHAPTER 5: AI TRAINING DATASET MARKET, BY END USER
5.1. Overview
5.1.1. Market size and forecast
5.2. IT and Telecom
5.2.1. Key market trends, growth factors and opportunities
5.2.2. Market size and forecast, by region
5.2.3. Market share analysis by country
5.3. BFSI
5.3.1. Key market trends, growth factors and opportunities
5.3.2. Market size and forecast, by region
5.3.3. Market share analysis by country
5.4. Automotive
5.4.1. Key market trends, growth factors and opportunities
5.4.2. Market size and forecast, by region
5.4.3. Market share analysis by country
5.5. Healthcare
5.5.1. Key market trends, growth factors and opportunities
5.5.2. Market size and forecast, by region
5.5.3. Market share analysis by country
5.6. Government and Defense
5.6.1. Key market trends, growth factors and opportunities
5.6.2. Market size and forecast, by region
5.6.3. Market share analysis by country
5.7. Retail
5.7.1. Key market trends, growth factors and opportunities
5.7.2. Market size and forecast, by region
5.7.3. Market share analysis by country
5.8. Others
5.8.1. Key market trends, growth factors and opportunities
5.8.2. Market size and forecast, by region
5.8.3. Market share analysis by country
CHAPTER 6: AI TRAINING DATASET MARKET, BY REGION
6.1. Overview
6.1.1. Market size and forecast By Region
6.2. North America
6.2.1. Key trends and opportunities
6.2.2. Market size and forecast, by Type
6.2.3. Market size and forecast, by End User
6.2.4. Market size and forecast, by country
6.2.4.1. U.S.
6.2.4.1.1. Key market trends, growth factors and opportunities
6.2.4.1.2. Market size and forecast, by Type
6.2.4.1.3. Market size and forecast, by End User
6.2.4.2. Canada
6.2.4.2.1. Key market trends, growth factors and opportunities
6.2.4.2.2. Market size and forecast, by Type
6.2.4.2.3. Market size and forecast, by End User
6.3. Europe
6.3.1. Key trends and opportunities
6.3.2. Market size and forecast, by Type
6.3.3. Market size and forecast, by End User
6.3.4. Market size and forecast, by country
6.3.4.1. UK
6.3.4.1.1. Key market trends, growth factors and opportunities
6.3.4.1.2. Market size and forecast, by Type
6.3.4.1.3. Market size and forecast, by End User
6.3.4.2. Germany
6.3.4.2.1. Key market trends, growth factors and opportunities
6.3.4.2.2. Market size and forecast, by Type
6.3.4.2.3. Market size and forecast, by End User
6.3.4.3. France
6.3.4.3.1. Key market trends, growth factors and opportunities
6.3.4.3.2. Market size and forecast, by Type
6.3.4.3.3. Market size and forecast, by End User
6.3.4.4. Italy
6.3.4.4.1. Key market trends, growth factors and opportunities
6.3.4.4.2. Market size and forecast, by Type
6.3.4.4.3. Market size and forecast, by End User
6.3.4.5. Spain
6.3.4.5.1. Key market trends, growth factors and opportunities
6.3.4.5.2. Market size and forecast, by Type
6.3.4.5.3. Market size and forecast, by End User
6.3.4.6. Rest of Europe
6.3.4.6.1. Key market trends, growth factors and opportunities
6.3.4.6.2. Market size and forecast, by Type
6.3.4.6.3. Market size and forecast, by End User
6.4. Asia-Pacific
6.4.1. Key trends and opportunities
6.4.2. Market size and forecast, by Type
6.4.3. Market size and forecast, by End User
6.4.4. Market size and forecast, by country
6.4.4.1. China
6.4.4.1.1. Key market trends, growth factors and opportunities
6.4.4.1.2. Market size and forecast, by Type
6.4.4.1.3. Market size and forecast, by End User
6.4.4.2. India
6.4.4.2.1. Key market trends, growth factors and opportunities
6.4.4.2.2. Market size and forecast, by Type
6.4.4.2.3. Market size and forecast, by End User
6.4.4.3. Japan
6.4.4.3.1. Key market trends, growth factors and opportunities
6.4.4.3.2. Market size and forecast, by Type
6.4.4.3.3. Market size and forecast, by End User
6.4.4.4. Australia
6.4.4.4.1. Key market trends, growth factors and opportunities
6.4.4.4.2. Market size and forecast, by Type
6.4.4.4.3. Market size and forecast, by End User
6.4.4.5. South Korea
6.4.4.5.1. Key market trends, growth factors and opportunities
6.4.4.5.2. Market size and forecast, by Type
6.4.4.5.3. Market size and forecast, by End User
6.4.4.6. Rest of Asia-Pacific
6.4.4.6.1. Key market trends, growth factors and opportunities
6.4.4.6.2. Market size and forecast, by Type
6.4.4.6.3. Market size and forecast, by End User
6.5. LAMEA
6.5.1. Key trends and opportunities
6.5.2. Market size and forecast, by Type
6.5.3. Market size and forecast, by End User
6.5.4. Market size and forecast, by country
6.5.4.1. Latin America
6.5.4.1.1. Key market trends, growth factors and opportunities
6.5.4.1.2. Market size and forecast, by Type
6.5.4.1.3. Market size and forecast, by End User
6.5.4.2. Middle East
6.5.4.2.1. Key market trends, growth factors and opportunities
6.5.4.2.2. Market size and forecast, by Type
6.5.4.2.3. Market size and forecast, by End User
6.5.4.3. Africa
6.5.4.3.1. Key market trends, growth factors and opportunities
6.5.4.3.2. Market size and forecast, by Type
6.5.4.3.3. Market size and forecast, by End User
CHAPTER 7: COMPETITIVE LANDSCAPE
7.1. Introduction
7.2. Top winning strategies
7.3. Product Mapping of Top 10 Player
7.4. Competitive Dashboard
7.5. Competitive Heatmap
7.6. Top player positioning, 2021
CHAPTER 8: COMPANY PROFILES
8.1. Google LLC
8.1.1. Company overview
8.1.2. Key Executives
8.1.3. Company snapshot
8.1.4. Operating business segments
8.1.5. Product portfolio
8.1.6. Business performance
8.1.7. Key strategic moves and developments
8.2. APPEN LIMITED
8.2.1. Company overview
8.2.2. Key Executives
8.2.3. Company snapshot
8.2.4. Operating business segments
8.2.5. Product portfolio
8.2.6. Business performance
8.2.7. Key strategic moves and developments
8.3. Cogito Tech LLC
8.3.1. Company overview
8.3.2. Key Executives
8.3.3. Company snapshot
8.3.4. Operating business segments
8.3.5. Product portfolio
8.3.6. Key strategic moves and developments
8.4. Lionbridge Technologies, Inc
8.4.1. Company overview
8.4.2. Key Executives
8.4.3. Company snapshot
8.4.4. Operating business segments
8.4.5. Product portfolio
8.4.6. Key strategic moves and developments
8.5. Amazon Web Services Inc.
8.5.1. Company overview
8.5.2. Key Executives
8.5.3. Company snapshot
8.5.4. Operating business segments
8.5.5. Product portfolio
8.5.6. Business performance
8.5.7. Key strategic moves and developments
8.6. Microsoft Corporation
8.6.1. Company overview
8.6.2. Key Executives
8.6.3. Company snapshot
8.6.4. Operating business segments
8.6.5. Product portfolio
8.6.6. Business performance
8.6.7. Key strategic moves and developments
8.7. SCALE AI, INC.
8.7.1. Company overview
8.7.2. Key Executives
8.7.3. Company snapshot
8.7.4. Operating business segments
8.7.5. Product portfolio
8.7.6. Key strategic moves and developments
8.8. Samasource Inc.
8.8.1. Company overview
8.8.2. Key Executives
8.8.3. Company snapshot
8.8.4. Operating business segments
8.8.5. Product portfolio
8.8.6. Key strategic moves and developments
8.9. Alegion
8.9.1. Company overview
8.9.2. Key Executives
8.9.3. Company snapshot
8.9.4. Operating business segments
8.9.5. Product portfolio
8.9.6. Key strategic moves and developments
8.10. Deep Vision Data
8.10.1. Company overview
8.10.2. Key Executives
8.10.3. Company snapshot
8.10.4. Operating business segments
8.10.5. Product portfolio
8.10.6. Key strategic moves and developments

LIST OF TABLES
TABLE 01. GLOBAL AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 02. AI TRAINING DATASET MARKET FOR TEXT, BY REGION, 2021-2031 ($MILLION)
TABLE 03. AI TRAINING DATASET MARKET FOR AUDIO, BY REGION, 2021-2031 ($MILLION)
TABLE 04. AI TRAINING DATASET MARKET FOR IMAGE/VIDEO, BY REGION, 2021-2031 ($MILLION)
TABLE 05. GLOBAL AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 06. AI TRAINING DATASET MARKET FOR IT AND TELECOM, BY REGION, 2021-2031 ($MILLION)
TABLE 07. AI TRAINING DATASET MARKET FOR BFSI, BY REGION, 2021-2031 ($MILLION)
TABLE 08. AI TRAINING DATASET MARKET FOR AUTOMOTIVE, BY REGION, 2021-2031 ($MILLION)
TABLE 09. AI TRAINING DATASET MARKET FOR HEALTHCARE, BY REGION, 2021-2031 ($MILLION)
TABLE 10. AI TRAINING DATASET MARKET FOR GOVERNMENT AND DEFENSE, BY REGION, 2021-2031 ($MILLION)
TABLE 11. AI TRAINING DATASET MARKET FOR RETAIL, BY REGION, 2021-2031 ($MILLION)
TABLE 12. AI TRAINING DATASET MARKET FOR OTHERS, BY REGION, 2021-2031 ($MILLION)
TABLE 13. AI TRAINING DATASET MARKET, BY REGION, 2021-2031 ($MILLION)
TABLE 14. NORTH AMERICA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 15. NORTH AMERICA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 16. NORTH AMERICA AI TRAINING DATASET MARKET, BY COUNTRY, 2021-2031 ($MILLION)
TABLE 17. U.S. AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 18. U.S. AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 19. CANADA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 20. CANADA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 21. EUROPE AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 22. EUROPE AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 23. EUROPE AI TRAINING DATASET MARKET, BY COUNTRY, 2021-2031 ($MILLION)
TABLE 24. UK AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 25. UK AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 26. GERMANY AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 27. GERMANY AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 28. FRANCE AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 29. FRANCE AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 30. ITALY AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 31. ITALY AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 32. SPAIN AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 33. SPAIN AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 34. REST OF EUROPE AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 35. REST OF EUROPE AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 36. ASIA-PACIFIC AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 37. ASIA-PACIFIC AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 38. ASIA-PACIFIC AI TRAINING DATASET MARKET, BY COUNTRY, 2021-2031 ($MILLION)
TABLE 39. CHINA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 40. CHINA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 41. INDIA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 42. INDIA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 43. JAPAN AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 44. JAPAN AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 45. AUSTRALIA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 46. AUSTRALIA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 47. SOUTH KOREA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 48. SOUTH KOREA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 49. REST OF ASIA-PACIFIC AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 50. REST OF ASIA-PACIFIC AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 51. LAMEA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 52. LAMEA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 53. LAMEA AI TRAINING DATASET MARKET, BY COUNTRY, 2021-2031 ($MILLION)
TABLE 54. LATIN AMERICA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 55. LATIN AMERICA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 56. MIDDLE EAST AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 57. MIDDLE EAST AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 58. AFRICA AI TRAINING DATASET MARKET, BY TYPE, 2021-2031 ($MILLION)
TABLE 59. AFRICA AI TRAINING DATASET MARKET, BY END USER, 2021-2031 ($MILLION)
TABLE 60. GOOGLE LLC: KEY EXECUTIVES
TABLE 61. GOOGLE LLC: COMPANY SNAPSHOT
TABLE 62. GOOGLE LLC: SERVICE SEGMENTS
TABLE 63. GOOGLE LLC: PRODUCT PORTFOLIO
TABLE 64. GOOGLE LLC: KEY STRATERGIES
TABLE 65. APPEN LIMITED: KEY EXECUTIVES
TABLE 66. APPEN LIMITED: COMPANY SNAPSHOT
TABLE 67. APPEN LIMITED: SERVICE SEGMENTS
TABLE 68. APPEN LIMITED: PRODUCT PORTFOLIO
TABLE 69. APPEN LIMITED: KEY STRATERGIES
TABLE 70. COGITO TECH LLC: KEY EXECUTIVES
TABLE 71. COGITO TECH LLC: COMPANY SNAPSHOT
TABLE 72. COGITO TECH LLC: SERVICE SEGMENTS
TABLE 73. COGITO TECH LLC: PRODUCT PORTFOLIO
TABLE 74. COGITO TECH LLC: KEY STRATERGIES
TABLE 75. LIONBRIDGE TECHNOLOGIES, INC: KEY EXECUTIVES
TABLE 76. LIONBRIDGE TECHNOLOGIES, INC: COMPANY SNAPSHOT
TABLE 77. LIONBRIDGE TECHNOLOGIES, INC: SERVICE SEGMENTS
TABLE 78. LIONBRIDGE TECHNOLOGIES, INC: PRODUCT PORTFOLIO
TABLE 79. LIONBRIDGE TECHNOLOGIES, INC: KEY STRATERGIES
TABLE 80. AMAZON WEB SERVICES INC.: KEY EXECUTIVES
TABLE 81. AMAZON WEB SERVICES INC.: COMPANY SNAPSHOT
TABLE 82. AMAZON WEB SERVICES INC.: SERVICE SEGMENTS
TABLE 83. AMAZON WEB SERVICES INC.: PRODUCT PORTFOLIO
TABLE 84. AMAZON WEB SERVICES INC.: KEY STRATERGIES
TABLE 85. MICROSOFT CORPORATION: KEY EXECUTIVES
TABLE 86. MICROSOFT CORPORATION: COMPANY SNAPSHOT
TABLE 87. MICROSOFT CORPORATION: SERVICE SEGMENTS
TABLE 88. MICROSOFT CORPORATION: PRODUCT PORTFOLIO
TABLE 89. MICROSOFT CORPORATION: KEY STRATERGIES
TABLE 90. SCALE AI, INC.: KEY EXECUTIVES
TABLE 91. SCALE AI, INC.: COMPANY SNAPSHOT
TABLE 92. SCALE AI, INC.: SERVICE SEGMENTS
TABLE 93. SCALE AI, INC.: PRODUCT PORTFOLIO
TABLE 94. SCALE AI, INC.: KEY STRATERGIES
TABLE 95. SAMASOURCE INC.: KEY EXECUTIVES
TABLE 96. SAMASOURCE INC.: COMPANY SNAPSHOT
TABLE 97. SAMASOURCE INC.: SERVICE SEGMENTS
TABLE 98. SAMASOURCE INC.: PRODUCT PORTFOLIO
TABLE 99. SAMASOURCE INC.: KEY STRATERGIES
TABLE 100. ALEGION: KEY EXECUTIVES
TABLE 101. ALEGION: COMPANY SNAPSHOT
TABLE 102. ALEGION: SERVICE SEGMENTS
TABLE 103. ALEGION: PRODUCT PORTFOLIO
TABLE 104. ALEGION: KEY STRATERGIES
TABLE 105. DEEP VISION DATA: KEY EXECUTIVES
TABLE 106. DEEP VISION DATA: COMPANY SNAPSHOT
TABLE 107. DEEP VISION DATA: SERVICE SEGMENTS
TABLE 108. DEEP VISION DATA: PRODUCT PORTFOLIO
TABLE 109. DEEP VISION DATA: KEY STRATERGIES

LIST OF FIGURES
FIGURE 01. AI TRAINING DATASET MARKET, 2021-2031
FIGURE 02. SEGMENTATION OF AI TRAINING DATASET MARKET, 2021-2031
FIGURE 03. TOP INVESTMENT POCKETS IN AI TRAINING DATASET MARKET (2022-2031)
FIGURE 04. LOW BARGAINING POWER OF SUPPLIERS
FIGURE 05. LOW BARGAINING POWER OF BUYERS
FIGURE 06. LOW THREAT OF SUBSTITUTES
FIGURE 07. LOW THREAT OF NEW ENTRANTS
FIGURE 08. LOW INTENSITY OF RIVALRY
FIGURE 09. DRIVERS, RESTRAINTS AND OPPORTUNITIES: GLOBALAI TRAINING DATASET MARKET
FIGURE 10. AI TRAINING DATASET MARKET, BY TYPE, 2021(%)
FIGURE 11. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR TEXT, BY COUNTRY 2021 AND 2031(%)
FIGURE 12. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR AUDIO, BY COUNTRY 2021 AND 2031(%)
FIGURE 13. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR IMAGE/VIDEO, BY COUNTRY 2021 AND 2031(%)
FIGURE 14. AI TRAINING DATASET MARKET, BY END USER, 2021(%)
FIGURE 15. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR IT AND TELECOM, BY COUNTRY 2021 AND 2031(%)
FIGURE 16. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR BFSI, BY COUNTRY 2021 AND 2031(%)
FIGURE 17. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR AUTOMOTIVE, BY COUNTRY 2021 AND 2031(%)
FIGURE 18. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR HEALTHCARE, BY COUNTRY 2021 AND 2031(%)
FIGURE 19. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR GOVERNMENT AND DEFENSE, BY COUNTRY 2021 AND 2031(%)
FIGURE 20. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR RETAIL, BY COUNTRY 2021 AND 2031(%)
FIGURE 21. COMPARATIVE SHARE ANALYSIS OF AI TRAINING DATASET MARKET FOR OTHERS, BY COUNTRY 2021 AND 2031(%)
FIGURE 22. AI TRAINING DATASET MARKET BY REGION, 2021
FIGURE 23. U.S. AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 24. CANADA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 25. UK AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 26. GERMANY AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 27. FRANCE AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 28. ITALY AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 29. SPAIN AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 30. REST OF EUROPE AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 31. CHINA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 32. INDIA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 33. JAPAN AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 34. AUSTRALIA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 35. SOUTH KOREA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 36. REST OF ASIA-PACIFIC AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 37. LATIN AMERICA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 38. MIDDLE EAST AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 39. AFRICA AI TRAINING DATASET MARKET, 2021-2031 ($MILLION)
FIGURE 40. TOP WINNING STRATEGIES, BY YEAR
FIGURE 41. TOP WINNING STRATEGIES, BY DEVELOPMENT
FIGURE 42. TOP WINNING STRATEGIES, BY COMPANY
FIGURE 43. PRODUCT MAPPING OF TOP 10 PLAYERS
FIGURE 44. COMPETITIVE DASHBOARD
FIGURE 45. COMPETITIVE HEATMAP: AI TRAINING DATASET MARKET
FIGURE 46. TOP PLAYER POSITIONING, 2021
FIGURE 47. GOOGLE LLC: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 48. APPEN LIMITED: NET REVENUE, 2019-2021 ($MILLION)
FIGURE 49. APPEN LIMITED: REVENUE SHARE BY SEGMENT, 2021 (%)
FIGURE 50. APPEN LIMITED: REVENUE SHARE BY REGION, 2021 (%)
FIGURE 51. AMAZON WEB SERVICES INC.: NET SALES, 2019-2021 ($MILLION)
FIGURE 52. AMAZON WEB SERVICES INC.: REVENUE SHARE BY SEGMENT, 2021 (%)
FIGURE 53. AMAZON WEB SERVICES INC.: REVENUE SHARE BY REGION, 2021 (%)
FIGURE 54. MICROSOFT CORPORATION.: NET REVENUE, 2019-2021 ($MILLION)
FIGURE 55. MICROSOFT CORPORATION.: RESEARCH & DEVELOPMENT EXPENDITURE, 2019-2021 ($MILLION)
FIGURE 56. MICROSOFT CORPORATION.: REVENUE SHARE BY SEGMENT, 2021 (%)
FIGURE 57. MICROSOFT CORPORATION.: REVENUE SHARE BY REGION, 2021 (%)

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