Data Annotation Tools Market Size, Share, Trends, Growth and Forecast 2032

Data Annotation Tools Market

Data Annotation Tools Market – By Annotation Approach (Automated Annotation and Manual Annotation), By Data Type (Text, Audio, and Image/Video), By Application (Healthcare, Automotive, IT & Telecom, BFSI, Agriculture, and Retail), and By Region: Industry Perspective, Comprehensive Analysis, and Forecast, 2024 – 2032-

Category: Semiconductor & Electronics Report Format : PDF Pages: 110 Report Code: ZMR-5301 Published Date: Oct-2024 Status : Published
Market Size in 2023 Market Forecast in 2032 CAGR (in %) Base Year
USD 102.38 Billion USD 908.57 Billion 24.4% 2023

Table Of Content

  • Chapter 1. Executive Summary
  • Chapter 2. Data Annotation Touls market – Annotation Approach Analysis
    • 2.1. Global Data Annotation Touls Market – Annotation Approach Overview
    • 2.2. Global Data Annotation Touls Market Share, by Annotation Approach, 2018 & 2025 (USD Million)
    • 2.3. Automated Annotation
      • 2.3.1. Global Automated Annotation Data Annotation Touls Market, 2015-2025 (USD Million)
    • 2.4. Manual Annotation
      • 2.4.1. Global Manual Annotation Data Annotation Touls Market, 2015-2025 (USD Million)
  • Chapter 3. Data Annotation Touls market – Data Type Analysis
    • 3.1. Global Data Annotation Touls Market – Data Type Overview
    • 3.2. Global Data Annotation Touls Market Share, by Data Type, 2018 & 2025 (USD Million)
    • 3.3. Text
      • 3.3.1. Global Text Data Annotation Touls Market, 2015-2025 (USD Million)
    • 3.4. Audio
      • 3.4.1. Global Audio Data Annotation Touls Market, 2015-2025 (USD Million)
    • 3.5. Image/Video
      • 3.5.1. Global Image/Video Data Annotation Touls Market, 2015-2025 (USD Million)
  • Chapter 4. Data Annotation Touls market – Application Analysis
    • 4.1. Global Data Annotation Touls Market – Application Overview
    • 4.2. Global Data Annotation Touls Market Share, by Application, 2018 & 2025 (USD Million)
    • 4.3. Healthcare
      • 4.3.1. Global Healthcare Data Annotation Touls Market, 2015-2025 (USD Million)
    • 4.4. Automotive
      • 4.4.1. Global Automotive Data Annotation Touls Market, 2015-2025 (USD Million)
    • 4.5. IT & Telecom
      • 4.5.1. Global IT & Telecom Data Annotation Touls Market, 2015-2025 (USD Million)
    • 4.6. BFSI
      • 4.6.1. Global BFSI Data Annotation Touls Market, 2015-2025 (USD Million)
    • 4.7. Agriculture
      • 4.7.1. Global Agriculture Data Annotation Touls Market, 2015-2025 (USD Million)
    • 4.8. Retail
      • 4.8.1. Global Retail Data Annotation Touls Market, 2015-2025 (USD Million)
  • Chapter 5. Data Annotation Touls market – Regional Analysis
    • 5.1. Global Data Annotation Touls Market Regional Overview
    • 5.2. Global Data Annotation Touls Market Share, by Region, 2018 & 2025 (Value)
    • 5.3. North America
      • 5.3.1. North America Data Annotation Touls Market size and forecast, 2015-2025
      • 5.3.2. North America Data Annotation Touls Market, by Country, 2018 & 2025 (USD Million)
      • 5.3.3. North America Data Annotation Touls Market, by Annotation Approach, 2015-2025
        • 5.3.3.1. North America Data Annotation Touls Market, by Annotation Approach, 2015-2025 (USD Million)
      • 5.3.4. North America Data Annotation Touls Market, by Data Type, 2015-2025
        • 5.3.4.1. North America Data Annotation Touls Market, by Data Type, 2015-2025 (USD Million)
      • 5.3.5. North America Data Annotation Touls Market, by Application, 2015-2025
        • 5.3.5.1. North America Data Annotation Touls Market, by Application, 2015-2025 (USD Million)
      • 5.3.6. U.S.
        • 5.3.6.1. U.S. Market size and forecast, 2015-2025 (USD Million)
      • 5.3.7. Canada
        • 5.3.7.1. Canada Market size and forecast, 2015-2025 (USD Million)
    • 5.4. Europe
      • 5.4.1. Europe Data Annotation Touls Market size and forecast, 2015-2025
      • 5.4.2. Europe Data Annotation Touls Market, by Country, 2018 & 2025 (USD Million)
      • 5.4.3. Europe Data Annotation Touls Market, by Annotation Approach, 2015-2025
        • 5.4.3.1. Europe Data Annotation Touls Market, by Annotation Approach, 2015-2025 (USD Million)
      • 5.4.4. Europe Data Annotation Touls Market, by Data Type, 2015-2025
        • 5.4.4.1. Europe Data Annotation Touls Market, by Data Type, 2015-2025 (USD Million)
      • 5.4.5. Europe Data Annotation Touls Market, by Application, 2015-2025
        • 5.4.5.1. Europe Data Annotation Touls Market, by Application, 2015-2025 (USD Million)
      • 5.4.6. Germany
        • 5.4.6.1. Germany Market size and forecast, 2015-2025 (USD Million)
      • 5.4.7. France
        • 5.4.7.1. France Market size and forecast, 2015-2025 (USD Million)
      • 5.4.8. U.K.
        • 5.4.8.1. U.K. Market size and forecast, 2015-2025 (USD Million)
      • 5.4.9. Rest of Europe
        • 5.4.9.1. Rest of Europe Market size and forecast, 2015-2025 (USD Million)
    • 5.5. Asia Pacific
      • 5.5.1. Asia Pacific Data Annotation Touls Market size and forecast, 2015-2025
      • 5.5.2. Asia Pacific Data Annotation Touls Market, by Country, 2018 & 2025 (USD Million)
      • 5.5.3. Asia Pacific Data Annotation Touls Market, by Annotation Approach, 2015-2025
        • 5.5.3.1. Asia Pacific Data Annotation Touls Market, by Annotation Approach, 2015-2025 (USD Million)
      • 5.5.4. Asia Pacific Data Annotation Touls Market, by Data Type, 2015-2025
        • 5.5.4.1. Asia Pacific Data Annotation Touls Market, by Data Type, 2015-2025 (USD Million)
      • 5.5.5. Asia Pacific Data Annotation Touls Market, by Application, 2015-2025
        • 5.5.5.1. Asia Pacific Data Annotation Touls Market, by Application, 2015-2025 (USD Million)
      • 5.5.6. China
        • 5.5.6.1. China Market size and forecast, 2015-2025 (USD Million)
      • 5.5.7. Japan
        • 5.5.7.1. Japan Market size and forecast, 2015-2025 (USD Million)
      • 5.5.8. India
        • 5.5.8.1. India Market size and forecast, 2015-2025 (USD Million)
      • 5.5.9. Rest of Asia Pacific
        • 5.5.9.1. Rest of Asia Pacific Market size and forecast, 2015-2025 (USD Million)
    • 5.6. Latin America
      • 5.6.1. Latin America Data Annotation Touls Market size and forecast, 2015-2025
      • 5.6.2. Latin America Data Annotation Touls Market, by Country, 2018 & 2025 (USD Million)
      • 5.6.3. Latin America Data Annotation Touls Market, by Annotation Approach, 2015-2025
        • 5.6.3.1. Latin America Data Annotation Touls Market, by Annotation Approach, 2015-2025 (USD Million)
      • 5.6.4. Latin America Data Annotation Touls Market, by Data Type, 2015-2025
        • 5.6.4.1. Latin America Data Annotation Touls Market, by Data Type, 2015-2025 (USD Million)
      • 5.6.5. Latin America Data Annotation Touls Market, by Application, 2015-2025
        • 5.6.5.1. Latin America Data Annotation Touls Market, by Application, 2015-2025 (USD Million)
      • 5.6.6. Brazil
        • 5.6.6.1. Brazil Market size and forecast, 2015-2025 (USD Million)
      • 5.6.7. Rest of Latin America
        • 5.6.7.1. Rest of Latin America Market size and forecast, 2015-2025 (USD Million)
    • 5.7. The Middle-East and Africa
      • 5.7.1. The Middle-East and Africa Data Annotation Touls Market size and forecast, 2015-2025
      • 5.7.2. The Middle-East and Africa Data Annotation Touls Market, by Country, 2018 & 2025 (USD Million)
      • 5.7.3. The Middle-East and Africa Data Annotation Touls Market, by Annotation Approach, 2015-2025
        • 5.7.3.1. The Middle-East and Africa Data Annotation Touls Market, by Annotation Approach, 2015-2025 (USD Million)
      • 5.7.4. The Middle-East and Africa Data Annotation Touls Market, by Data Type, 2015-2025
        • 5.7.4.1. The Middle-East and Africa Data Annotation Touls Market, by Data Type, 2015-2025 (USD Million)
      • 5.7.5. The Middle-East and Africa Data Annotation Touls Market, by Application, 2015-2025
        • 5.7.5.1. The Middle-East and Africa Data Annotation Touls Market, by Application, 2015-2025 (USD Million)
  • Chapter 6. Data Annotation Touls market – Competitive Landscape
    • 6.1. Competitor Market Share – Revenue
    • 6.2. Market Concentration Rate Analysis, Top 3 and Top 5 Players
    • 6.3. Strategic Development
      • 6.3.1. Acquisitions and Mergers
      • 6.3.2. New Products
      • 6.3.3. Research & Development Activities
  • Chapter 7. Company Profiles
    • 7.1. CloudApp Inc.
      • 7.1.1. Company Overview
      • 7.1.2. CloudApp Inc. Revenue and Gross Margin
      • 7.1.3. Product portfulio
      • 7.1.4. Recent initiatives
    • 7.2. iMerit
      • 7.2.1. Company Overview
      • 7.2.2. iMerit Revenue and Gross Margin
      • 7.2.3. Product portfulio
      • 7.2.4. Recent initiatives
    • 7.3. Playment Inc.
      • 7.3.1. Company Overview
      • 7.3.2. Playment Inc. Revenue and Gross Margin
      • 7.3.3. Product portfulio
      • 7.3.4. Recent initiatives
    • 7.4. Trilldata Technologies Pvt. Ltd.
      • 7.4.1. Company Overview
      • 7.4.2. Trilldata Technologies Pvt. Ltd. Revenue and Gross Margin
      • 7.4.3. Product portfulio
      • 7.4.4. Recent initiatives
    • 7.5. Amazon Web Services Inc.
      • 7.5.1. Company Overview
      • 7.5.2. Amazon Web Services Inc. Revenue and Gross Margin
      • 7.5.3. Product portfulio
      • 7.5.4. Recent initiatives
    • 7.6. LionBridge AI
      • 7.6.1. Company Overview
      • 7.6.2. LionBridge AI Revenue and Gross Margin
      • 7.6.3. Product portfulio
      • 7.6.4. Recent initiatives
    • 7.7. Mighty AI
      • 7.7.1. Company Overview
      • 7.7.2. Mighty AI Revenue and Gross Margin
      • 7.7.3. Product portfulio
      • 7.7.4. Recent initiatives
    • 7.8. Samasource Inc.
      • 7.8.1. Company Overview
      • 7.8.2. Samasource Inc. Revenue and Gross Margin
      • 7.8.3. Product portfulio
      • 7.8.4. Recent initiatives
    • 7.9. Google LLC
      • 7.9.1. Company Overview
      • 7.9.2. Google LLC Revenue and Gross Margin
      • 7.9.3. Product portfulio
      • 7.9.4. Recent initiatives
    • 7.10. Labelbox Inc.
      • 7.10.1. Company Overview
      • 7.10.2. Labelbox Inc. Revenue and Gross Margin
      • 7.10.3. Product portfulio
      • 7.10.4. Recent initiatives
    • 7.11. Webtunix AI
      • 7.11.1. Company Overview
      • 7.11.2. Webtunix AI Revenue and Gross Margin
      • 7.11.3. Product portfulio
      • 7.11.4. Recent initiatives
    • 7.12. Appen Limited
      • 7.12.1. Company Overview
      • 7.12.2. Appen Limited Revenue and Gross Margin
      • 7.12.3. Product portfulio
      • 7.12.4. Recent initiatives
    • 7.13. CloudFactory Limited
      • 7.13.1. Company Overview
      • 7.13.2. CloudFactory Limited Revenue and Gross Margin
      • 7.13.3. Product portfulio
      • 7.13.4. Recent initiatives
    • 7.14. IBM Corporation
      • 7.14.1. Company Overview
      • 7.14.2. IBM Corporation Revenue and Gross Margin
      • 7.14.3. Product portfulio
      • 7.14.4. Recent initiatives
    • 7.15. Neurala Inc.
      • 7.15.1. Company Overview
      • 7.15.2. Neurala Inc. Revenue and Gross Margin
      • 7.15.3. Product portfulio
      • 7.15.4. Recent initiatives
    • 7.16. Alegion Inc.
      • 7.16.1. Company Overview
      • 7.16.2. Alegion Inc. Revenue and Gross Margin
      • 7.16.3. Product portfulio
      • 7.16.4. Recent initiatives
    • 7.17. Cogito
      • 7.17.1. Company Overview
      • 7.17.2. Cogito Revenue and Gross Margin
      • 7.17.3. Product portfulio
      • 7.17.4. Recent initiatives
    • 7.18. Scale Inc.
      • 7.18.1. Company Overview
      • 7.18.2. Scale Inc. Revenue and Gross Margin
      • 7.18.3. Product portfulio
      • 7.18.4. Recent initiatives
    • 7.19. Clickworker GmbH
      • 7.19.1. Company Overview
      • 7.19.2. Clickworker GmbH Revenue and Gross Margin
      • 7.19.3. Product portfulio
      • 7.19.4. Recent initiatives
    • 7.20. MonkeyLearn Inc.
      • 7.20.1. Company Overview
      • 7.20.2. MonkeyLearn Inc. Revenue and Gross Margin
      • 7.20.3. Product portfulio
      • 7.20.4. Recent initiatives
    • 7.21. Hive
      • 7.21.1. Company Overview
      • 7.21.2. Hive Revenue and Gross Margin
      • 7.21.3. Product portfulio
      • 7.21.4. Recent initiatives
  • Chapter 8. Data Annotation Touls — Industry Analysis
    • 8.1. Data Annotation Touls Market – Key Trends
      • 8.1.1. Market Drivers
      • 8.1.2. Market Restraints
      • 8.1.3. Market Opportunities
    • 8.2. Value Chain Analysis
    • 8.3. Technology Roadmap and Timeline
    • 8.4. Data Annotation Touls Market – Attractiveness Analysis
      • 8.4.1. By Annotation Approach
      • 8.4.2. By Data Type
      • 8.4.3. By Application
      • 8.4.4. By Region
  • Chapter 9. Marketing Strategy Analysis, Distributors
    • 9.1. Marketing Channel
    • 9.2. Direct Marketing
    • 9.3. Indirect Marketing
    • 9.4. Marketing Channel Development Trend
    • 9.5. Economic/Pulitical Environmental Change
  • Chapter 10. Report Conclusion
  • Chapter 11. Research Approach & Methodology
    • 11.1. Report Description
    • 11.2. Research Scope
    • 11.3. Research Methodology
      • 11.3.1. Secondary Research
      • 11.3.2. Primary Research
      • 11.3.3. Models
        • 11.3.3.1. Company Share Analysis Model
        • 11.3.3.2. Revenue Based Modeling
        • 11.3.3.3. Research Limitations

Table Of Figures

List of Figures 

FIG. 1 Global Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 2 Global Data Annotation Tools Market Share, by Annotation Approach, 2018 & 2025 (USD Million)
FIG. 3 Global Automated Annotation Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 4 Global Manual Annotation Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 5 Global Data Annotation Tools Market Share, by Data Type, 2018 & 2025 (USD Million)
FIG. 6 Global Text Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 7 Global Audio Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 8 Global Image/Video Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 9 Global Data Annotation Tools Market Share, by Application, 2018 & 2025 (USD Million)
FIG. 10 Global Healthcare Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 11 Global Automotive Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 12 Global IT & Telecom Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 13 Global BFSI Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 14 Global Agriculture Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 15 Global Retail Data Annotation Tools Market, 2015-2025 (USD Million)
FIG. 16 Global Data Annotation Tools Market Share, by Region, 2018 & 2025
FIG. 17 North America Data Annotation Tools Market, 2015-2025
FIG. 18 U.S. Data Annotation Tools Market, 2015-2025
FIG. 19 Canada Data Annotation Tools Market, 2015-2025
FIG. 20 Europe Data Annotation Tools Market, 2015-2025
FIG. 21 Germany Data Annotation Tools Market, 2015-2025
FIG. 22 France Data Annotation Tools Market, 2015-2025
FIG. 23 U.K. Data Annotation Tools Market, 2015-2025
FIG. 24 Rest of Europe Data Annotation Tools Market, 2015-2025
FIG. 25 Asia Pacific Data Annotation Tools Market, 2015-2025
FIG. 26 China Data Annotation Tools Market, 2015-2025
FIG. 27 Japan Data Annotation Tools Market, 2015-2025
FIG. 28 India Data Annotation Tools Market, 2015-2025
FIG. 29 Rest of Asia Pacific Data Annotation Tools Market, 2015-2025
FIG. 30 Latin America Data Annotation Tools Market, 2015-2025
FIG. 31 Brazil Data Annotation Tools Market, 2015-2025
FIG. 32 Rest of Latin America Data Annotation Tools Market, 2015-2025
FIG. 33 The Middle-East and Africa Data Annotation Tools Market, 2015-2025
FIG. 34 Competitor Market Share – Revenue
FIG. 35 CloudApp Inc. Revenue and Growth Rate
FIG. 36 CloudApp Inc. Market Share
FIG. 37 iMerit Revenue and Growth Rate
FIG. 38 iMerit Market Share
FIG. 39 Playment Inc. Revenue and Growth Rate
FIG. 40 Playment Inc. Market Share
FIG. 41 Trilldata Technologies Pvt. Ltd. Revenue and Growth Rate
FIG. 42 Trilldata Technologies Pvt. Ltd. Market Share
FIG. 43 Amazon Web Services Inc. Revenue and Growth Rate
FIG. 44 Amazon Web Services Inc. Market Share
FIG. 45 LionBridge AI Revenue and Growth Rate
FIG. 46 LionBridge AI Market Share
FIG. 47 Mighty AI Revenue and Growth Rate
FIG. 48 Mighty AI Market Share
FIG. 49 Samasource Inc. Revenue and Growth Rate
FIG. 50 Samasource Inc. Market Share
FIG. 51 Google LLC Revenue and Growth Rate
FIG. 52 Google LLC Market Share
FIG. 53 Labelbox Inc. Revenue and Growth Rate
FIG. 54 Labelbox Inc. Market Share
FIG. 55 Webtunix AI Revenue and Growth Rate
FIG. 56 Webtunix AI Market Share
FIG. 57 Appen Limited Revenue and Growth Rate
FIG. 58 Appen Limited Market Share
FIG. 59 CloudFactory Limited Revenue and Growth Rate
FIG. 60 CloudFactory Limited Market Share
FIG. 61 IBM Corporation Revenue and Growth Rate
FIG. 62 IBM Corporation Market Share
FIG. 63 Neurala Inc. Revenue and Growth Rate
FIG. 64 Neurala Inc. Market Share
FIG. 65 Alegion Inc. Revenue and Growth Rate
FIG. 66 Alegion Inc. Market Share
FIG. 67 Cogito Revenue and Growth Rate
FIG. 68 Cogito Market Share
FIG. 69 Scale Inc. Revenue and Growth Rate
FIG. 70 Scale Inc. Market Share
FIG. 71 Clickworker GmbH Revenue and Growth Rate
FIG. 72 Clickworker GmbH Market Share
FIG. 73 MonkeyLearn Inc. Revenue and Growth Rate
FIG. 74 MonkeyLearn Inc. Market Share
FIG. 75 Hive Revenue and Growth Rate
FIG. 76 Hive Market Share
FIG. 77 Market Dynamics
FIG. 78 Global Data Annotation Tools – Value Chain Analysis
FIG. 79 Technology Roadmap and Timeline
FIG. 80 Market Attractiveness Analysis – By Annotation Approach
FIG. 81 Market Attractiveness Analysis – By Data Type
FIG. 82 Market Attractiveness Analysis – By Application
FIG. 83 Market Attractiveness Analysis – By Region
FIG. 84 Market Channel
FIG. 85 Marketing Channel Development Trend
FIG. 86 Growth in World Gross Product, 2008-2018
 


Table Of Tables

List of Tables 

TABLE 1 Global Data Annotation Tools Market, 2018 & 2025 (USD Million)
TABLE 2 Global Data Annotation Tools market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 3 Global Data Annotation Tools market, by Data Type, 2015-2025 (USD Million)
TABLE 4 Global Data Annotation Tools market, by Application, 2015-2025 (USD Million)
TABLE 5 Global Data Annotation Tools market, by Region, 2015-2025 (USD Million)
TABLE 6 North America Data Annotation Tools Market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 7 North America Data Annotation Tools Market, by Data Type, 2015-2025 (USD Million)
TABLE 8 North America Data Annotation Tools Market, by Application, 2015-2025 (USD Million)
TABLE 9 Europe Data Annotation Tools Market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 10 Europe Data Annotation Tools Market, by Data Type, 2015-2025 (USD Million)
TABLE 11 Europe Data Annotation Tools Market, by Application, 2015-2025 (USD Million)
TABLE 12 Asia Pacific Data Annotation Tools Market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 13 Asia Pacific Data Annotation Tools Market, by Data Type, 2015-2025 (USD Million)
TABLE 14 Asia Pacific Data Annotation Tools Market, by Application, 2015-2025 (USD Million)
TABLE 15 Latin America Data Annotation Tools Market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 16 Latin America Data Annotation Tools Market, by Data Type, 2015-2025 (USD Million)
TABLE 17 Latin America Data Annotation Tools Market, by Application, 2015-2025 (USD Million)
TABLE 18 The Middle-East and Africa Data Annotation Tools Market, by Annotation Approach, 2015-2025 (USD Million)
TABLE 19 The Middle-East and Africa Data Annotation Tools Market, by Data Type, 2015-2025 (USD Million)
TABLE 20 The Middle-East and Africa Data Annotation Tools Market, by Application, 2015-2025 (USD Million)
TABLE 21 Global Data Annotation Tools Market - Company Revenue Analysis 2015-2019 (USD Million)
TABLE 22 Global Data Annotation Tools Market - Company Revenue Share Analysis 2015-2019(%)
TABLE 23 Acquisitions and Mergers
TABLE 24 New Product/Service Launch
TABLE 25 Research & Development Activities
TABLE 26 Market Drivers
TABLE 27 Market Restraints
TABLE 28 Market Opportunities
 

Methodology

FrequentlyAsked Questions

global Data Annotation Tools Market, estimating its value at USD 102.38 Billion in 2023, with projections indicating that it will reach USD 908.57 Billion by 2032.

The market is expected to expand at a compound annual growth rate (CAGR) of 24.4% over the forecast period 2024-2032

The largest share of the Data Annotation Tools Market is held by Asia Pacific. Developing countries of Asia Pacific such as China, Japan, and India will be dominating the market scenario mainly due to the rising constructional activities. The growth of Asia-Pacific region is expected to be followed by the Middle East and North America. Also, significant growth is expected from Western Europe owing to the developments taking place in this region especially in countries such as Italy, Germany, the U.K, France, and Spain. However, growth in Africa, Latin America, and Eastern Europe is anticipated to be moderate over the forecast period.

CloudApp Inc., iMerit, Playment Inc., Trilldata Technologies Pvt. Ltd., Amazon Web Services Inc., LionBridge AI, Mighty AI, Samasource Inc., Google LLC, Labelbox Inc., Webtunix AI, Appen Limited, CloudFactory Limited, IBM Corporation, Neurala Inc., Alegion Inc., Cogito, Scale Inc., Clickworker GmbH, MonkeyLearn Inc., and Hive

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