Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Global Market Report 2024

Description

Generative artificial intelligence (AI) in data labeling solutions and services refers to the application of advanced AI models to assist in or automate the data labeling process. This approach utilizes sophisticated machine learning algorithms to automatically assign accurate labels to large volumes of data, thereby accelerating the labeling process and enhancing the overall quality and consistency of labeled datasets.

The primary types of generative artificial intelligence (AI) in data labeling solutions and services include audio-based, image or video-based, and text-based labeling. Audio-based generative AI refers to the use of AI models to automatically generate, transcribe, and label audio data for training machine learning algorithms, which improves the efficiency and accuracy of the annotation processes. Labeling methods can be categorized into automatic, manual, and semi-supervised approaches, with sourcing options available as in-house or outsourced. These solutions are employed across various industries, including automotive, financial services, government, healthcare, information technology (IT), retail, and others.

The generative artificial intelligence (AI) in data labeling solution and services market research report is one of a series of new reports from The Business Research Company that provides generative artificial intelligence (AI) in data labeling solution and services market statistics, including the generative artificial intelligence (AI) in data labeling solution and services industry's global market size, regional shares, competitors with a generative artificial intelligence (AI) in data labeling solution and services market share, detailed generative artificial intelligence (AI) in data labeling solution and services market segments, market trends and opportunities, and any further data you may need to thrive in the generative artificial intelligence (AI) in data labeling solution and services industry. This generative artificial intelligence (AI) in data labeling solution and services market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.

The generative artificial intelligence (AI) in data labeling solution and services market size has grown exponentially in recent years. It will grow from $12.46 billion in 2023 to $15.50 billion in 2024 at a compound annual growth rate (CAGR) of 24.4%. The growth during the historic period can be attributed to the rising demand for cost-effectiveness, increased investment in AI startups, a growing need for real-time data processing, heightened focus on data security, and an increasing emphasis on AI ethics.

The generative artificial intelligence (AI) in data labeling solution and services market size is expected to see exponential growth in the next few years. It will grow to $37.31 billion in 2028 at a compound annual growth rate (CAGR) of 24.6%. The projected growth during the forecast period can be attributed to the expansion of AI applications, the growth of e-commerce and digital platforms, advancements in AI research and development, increased support for low-resource languages and dialects, and customization for industry-specific needs. Key trends expected in this period include advanced data augmentation techniques, crowdsourcing enhanced by AI assistance, integration with machine learning operations (MLOps), improved object recognition capabilities, and the development of advanced natural language processing (NLP) models.

The increasing volume of data is anticipated to significantly drive the growth of the generative artificial intelligence (AI) in data labeling solutions and services market. This surge in data volume results from the widespread adoption of digital technologies that generate and collect vast amounts of information from diverse sources, including social media, IoT devices, and online transactions. Generative AI data labeling solutions and services address this growing volume by automating the creation of high-quality, annotated datasets. This automation accelerates the training of machine learning models while reducing the time and costs typically associated with manual labeling. For example, the UK Business Data Survey 2022 reported that 85% of UK businesses managed digital data in 2022, an increase from 81% in 2021, highlighting the growing reliance on data management.

Major companies in the generative AI data labeling solutions and services market are focusing on developing advanced solutions to enhance their data labeling capabilities and meet the rising demand. One such innovation is the implementation of in-house generative AI services, which involve systems or platforms developed and maintained internally to create and utilize AI models for generating content and data. A notable instance occurred in October 2023 when Sumitomo Chemical Co., Ltd., a Japan-based chemical manufacturer, launched ChatSCC. This platform is designed to boost productivity and optimize the utilization of proprietary data among its approximately 6,500 employees. It features real-time sentiment analysis within conversations, allowing users to gauge emotional tones and respond effectively, thereby enhancing engagement and communication.

In June 2024, TDCX, a Singapore-based provider of digital customer experience solutions, partnered with SUPA to improve the accuracy and efficiency of data labeling processes. This collaboration aims to empower companies to effectively train their AI models and unlock greater business value by integrating advanced technology with human expertise. SUPA, a Malaysia-based developer of data labeling platforms, utilizes generative AI in its solutions and services.

Major companies operating in the generative artificial intelligence (AI) in data labeling solution and services market are Microsoft Corporation, CloudFactory Limited, iMerit Technology Services Pvt. Ltd., Quantiphi Inc., Samasource Inc., Appen Limited, DataRobot Inc., Scale AI Inc., Cogito Technologies Pvt. Ltd., Clarify Inc., Osiz Technologies Private Limited, Clickworker GmbH, Snorkel AI Inc., Labelbox Inc., V7 Lab Inc., SuperAnnotate Inc., Dataloop AI Ltd., Prolific Ltd., Superb AI Inc., Roboflow Inc., Anolytics Inc., Datasaur, LabelMe, Nanonets Inc.

North America was the largest region in the generative artificial intelligence (AI) in data labeling solution and services market in 2023. The regions covered in the generative artificial intelligence (AI) in data labeling solution and services market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the generative artificial intelligence (AI) in data labeling solution and services market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The generative artificial intelligence (AI) in data labeling solution and services market consists of revenues earned by entities by providing services such as automated labeling, synthetic data generation, data augmentation, annotation assistance, and error detection and correction. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on generative artificial intelligence (AI) in data labeling solution and services market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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Where is the largest and fastest growing market for generative artificial intelligence (AI) in data labeling solution and services ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The generative artificial intelligence (AI) in data labeling solution and services market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:1) By Type: Audio-Based; Image Or Video-Based; Text-Based
2) By Labeling Type: Automatic; Manual; Semi-Supervised
3) By Sourcing Type: In-House; Outsourced
4) By Vertical: Automotive; Financial Services; Government; Healthcare; Information Technology (IT) Data; Retail; Other Verticals
Companies Mentioned: Microsoft Corporation; CloudFactory Limited; iMerit Technology Services Pvt. Ltd.; Quantiphi Inc.; Samasource Inc.
Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.

Product Code: r20250

1. Executive Summary

2. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Characteristics

3. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Trends And Strategies

4. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market - Macro Economic Scenario

4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market

5. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Size and Growth

5.1. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Drivers and Restraints
- 5.1.1. Drivers Of The Market
- 5.1.2. Restraints Of The Market
5.2. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Segmentation

6.1. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Audio-Based
Image Or Video-Based
Text-Based
6.2. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Automatic
Manual
Semi-Supervised
6.3. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
In-House
Outsourced
6.4. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Automotive
Financial Services
Government
Healthcare
Information Technology (IT) Data
Retail
Other Verticals

7. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Regional And Country Analysis

7.1. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

8.1. Asia-Pacific Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

9.1. China Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
9.2. China Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

10.1. India Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

11.1. Japan Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
11.2. Japan Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.4. Japan Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

12.1. Australia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

13.1. Indonesia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

14.1. South Korea Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
14.2. South Korea Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.4. South Korea Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

15.1. Western Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
15.2. Western Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

16.1. UK Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

17.1. Germany Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

18.1. France Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.2. France Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.3. France Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

19.1. Italy Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.2. Italy Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.3. Italy Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

20.1. Spain Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.2. Spain Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.3. Spain Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

21.1. Eastern Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
21.2. Eastern Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

22.1. Russia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

23.1. North America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
23.2. North America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

24.1. USA Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
24.2. USA Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

25.1. Canada Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
25.2. Canada Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

26.1. South America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
26.2. South America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

27.1. Brazil Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

28.1. Middle East Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
28.2. Middle East Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

29.1. Africa Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Overview
29.2. Africa Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Competitive Landscape And Company Profiles

30.1. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Competitive Landscape
30.2. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Company Profiles
- 30.2.1. Microsoft Corporation
  - 30.2.1.1. Overview
  - 30.2.1.2. Products and Services
  - 30.2.1.3. Strategy
  - 30.2.1.4. Financial Performance
- 30.2.2. CloudFactory Limited
  - 30.2.2.1. Overview
  - 30.2.2.2. Products and Services
  - 30.2.2.3. Strategy
  - 30.2.2.4. Financial Performance
- 30.2.3. iMerit Technology Services Pvt. Ltd.
  - 30.2.3.1. Overview
  - 30.2.3.2. Products and Services
  - 30.2.3.3. Strategy
  - 30.2.3.4. Financial Performance
- 30.2.4. Quantiphi Inc.
  - 30.2.4.1. Overview
  - 30.2.4.2. Products and Services
  - 30.2.4.3. Strategy
  - 30.2.4.4. Financial Performance
- 30.2.5. Samasource Inc.
  - 30.2.5.1. Overview
  - 30.2.5.2. Products and Services
  - 30.2.5.3. Strategy
  - 30.2.5.4. Financial Performance

31. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Other Major And Innovative Companies

31.1. Appen Limited
31.2. DataRobot Inc.
31.3. Scale AI Inc.
31.4. Cogito Technologies Pvt. Ltd.
31.5. Clarify Inc.
31.6. Osiz Technologies Private Limited
31.7. Clickworker GmbH
31.8. Snorkel AI Inc.
31.9. Labelbox Inc.
31.10. V7 Lab Inc.
31.11. SuperAnnotate Inc.
31.12. Dataloop AI Ltd.
31.13. Prolific Ltd.
31.14. Superb AI Inc.
31.15. Roboflow Inc.

32. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Competitive Benchmarking

33. Global Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market

35. Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market Future Outlook and Potential Analysis

35.1 Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market In 2028 - Countries Offering Most New Opportunities
35.2 Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market In 2028 - Segments Offering Most New Opportunities
35.3 Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Market In 2028 - Growth Strategies
- 35.3.1 Market Trend Based Strategies
- 35.3.2 Competitor Strategies

36. Appendix

36.1. Abbreviations
36.2. Currencies
36.3. Historic And Forecast Inflation Rates
36.4. Research Inquiries
36.5. The Business Research Company
36.6. Copyright And Disclaimer