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市場調查報告書
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1605606

2024 年資料標籤解決方案和服務中產生人工智慧 (AI) 的全球市場報告

Generative Artificial Intelligence (AI) In Data Labeling Solution And Services Global Market Report 2024
出版日期: | 出版商: The Business Research Company | 英文 175 Pages | 商品交期: 2-10個工作天內

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簡介目錄

資料標籤解決方案和服務的生成人工智慧 (AI) 市場規模預計在未來幾年將呈指數級成長。 2028年，將以24.6%的複合年成長率成長至373.1億美元。預測期內的預期成長可歸因於人工智慧應用的擴展、電子商務和數位平台的成長、人工智慧研究和開發的進步、對資源匱乏的語言和方言的支持增加以及特定產業。需求。這段時期預計的主要趨勢包括先進的資料增強技術、人工智慧輔助群眾外包、與機器學習業務（MLOps）的整合、改進的物件辨識能力以及先進的自然語言處理（NLP）模型開發等。

資料量的增加預計將顯著推動資料標籤解決方案和服務領域的生成人工智慧 (AI) 市場的成長。資料量的快速成長是由於數位技術的廣泛採用，這些技術從社交媒體、物聯網設備和線上交易等不同來源產生和收集大量資訊。資料標籤解決方案和服務中的產生人工智慧 (AI) 透過自動建立高品質註釋的資料集集來應對不斷成長的資料量。這種自動化加速了機器學習模型的訓練，同時減少了通常與手動標記相關的時間和成本。例如，《2022 年英國商業數據調查》報告稱，到 2022 年，85% 的英國企業將管理數位資料，這一比例高於 2021 年的 81%，對資料管理的依賴程度明顯增加。

資料標籤解決方案和服務市場中的生成人工智慧 (AI)主要企業專注於增強其資料標籤能力並開發先進的解決方案，以滿足不斷成長的需求。其中一項創新是引入內部生成人工智慧服務，其中包括內部開發和維護的系統和平台，用於創建和利用人工智慧模型來產生內容和資料。一個著名的例子是日本化學品製造商住友化學於 2023 年 10 月推出的 ChatSCC。該平台旨在提高約 6,500 名員工的工作效率並最佳化專有資料的使用。該平台具有對話中的即時情緒分析功能，使用戶能夠判斷情緒基調並做出有效回應，以增強參與和溝通。

目錄

第1章執行摘要

第2章 市場特點

第3章 市場趨勢與策略

第4章宏觀經濟情景

  • 高通膨對市場的影響
  • 烏克蘭與俄羅斯戰爭對市場的影響
  • COVID-19 對市場的影響

第5章世界市場規模與成長

  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：促進因素和限制因素
    • 市場促進因素
    • 市場限制因素
  • 資料標籤解決方案和服務中的全球生成人工智慧 (AI) 市場表現：規模和成長，2018-2023 年
  • 資料標籤解決方案和服務中的全球生成人工智慧 (AI) 市場預測：規模和成長，2023-2028 年，2033F

第6章 市場細分

  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：按類型、實際和預測，2018-2023、2023-2028F、2033F
  • 音訊基地
  • 基於圖像或影片
  • 基於文本的
  • 資料標籤解決方案和服務領域的全球生成人工智慧 (AI) 市場：按標籤類型分類的實際情況和預測，2018-2023、2023-2028F、2033F
  • 自動的
  • 手動的
  • 半引導
  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：按採購類型分類的績效和預測，2018-2023、2023-2028F、2033F
  • 公司內部
  • 外包
  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：按行業、績效和預測，2018-2023、2023-2028F、2033F
  • 車
  • 金融服務
  • 政府
  • 衛生保健
  • 資訊科技 (IT)資料
  • 零售
  • 其他行業

第 7 章 區域/國家分析

  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：按地區分類的表現和預測，2018-2023、2023-2028F、2033F
  • 資料標籤解決方案和服務市場中的全球生成人工智慧 (AI)：按國家/地區、績效和預測，2018-2023、2023-2028F、2033F

第8章亞太市場

第9章 中國市場

第10章 印度市場

第11章 日本市場

第12章 澳洲市場

第13章 印尼市場

第14章 韓國市場

第15章 西歐市場

第16章英國市場

第17章 德國市場

第18章 法國市場

第19章 義大利市場

第20章 西班牙市場

第21章 東歐市場

第22章 俄羅斯市場

第23章 北美市場

第24章美國市場

第25章加拿大市場

第26章 南美洲市場

第27章 巴西市場

第28章 中東市場

第29章 非洲市場

第30章 競爭格局及公司概況

  • 資料標籤解決方案和服務的生成人工智慧 (AI) 市場：競爭格局
  • 資料標籤解決方案和服務的生成人工智慧 (AI) 市場：公司簡介
    • Microsoft Corporation
    • CloudFactory Limited
    • iMerit Technology Services Pvt. Ltd.
    • Quantiphi Inc.
    • Samasource Inc.

第31章 其他大型創新企業

  • 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.

第32章競爭基準化分析

第 33 章. 競爭對手儀表板

第34章 重大併購

第35章前瞻性與潛力分析

第36章附錄

簡介目錄
Product Code: r20250

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.

Reasons to Purchase

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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.

Table of Contents

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