2025-2029年全球人工智慧資料標註市場

全球人工智慧數據標註市場預計在2024年至2029年間成長14.149億美元，預測期內複合年成長率（CAGR）為21.1%。本報告對全球人工智慧數據標註市場進行了全面分析，包括市場規模和預測、趨勢、成長要素和挑戰，以及對約25家公司的供應商分析。

該報告對當前市場狀況、最新趨勢和促進因素以及整體市場環境進行了最新分析。市場成長的促進因素包括人工智慧機器學習的日益普及、對高精度和無偏數據的需求不斷成長以及機器學習技術的進步。

本研究採用客觀的方法，結合一手和二手訊息，包括來自主要行業相關人員的意見。報告包含全面的市場規模數據、區域細分分析、供應商格局以及對主要企業的分析。報告提供歷史數據和預測數據。

研究指出，自動化和半自動化標註工具的出現是未來幾年推動全球人工智慧數據標註市場成長的主要因素之一。此外，以數據為中心的人工智慧方法的興起、專業化程度的提高以及領域專業知識的積累，預計也將為市場帶來顯著的需求。

目錄

第1章執行摘要

第2章 Technavio 分析

• 價格、生命週期、顧客購買籃、採用率和購買標準分析
• 投入與差異化因素的重要性
• 混淆來源
• 促進因素和挑戰的影響

第3章 市場情勢

• 市場生態系統
• 市場特徵
• 價值鏈分析

第4章 市場規模

• 市場定義
• 市場區隔分析
• 2024年市場規模
• 2024-2029年市場展望

第5章 市場規模表現

• 2019-2023年全球人工智慧資料標註市場
• 類型細分市場分析 2019-2023
• 方法論細分市場分析 2019-2023
• 2019-2023年最終用戶細分市場分析
• 2019-2023年區域細分市場分析
• 2019-2023年國家細分市場分析

第6章五力分析

• 五力分析概述
• 買方的議價能力
• 供應商的議價能力
• 新進入者的威脅
• 替代品的威脅
• 競爭威脅
• 市場狀況

7. 按類型分類的市場細分

• 比較：按類型
• 文字
• 影片
• 影像
• 聲音或言語
• 按類型分類的市場機會

第8章 依方法進行市場細分

• 比較：依方法
• 手動的
• 半監督
• 自動的
• 按方法論分類的市場機會

9. 按最終用戶進行市場區隔

• 比較：按最終用戶
• 資訊科技與科技
• 車
• 衛生保健
• 其他
• 按最終用戶分類的市場機會

第10章 客戶情況

第11章 區域情勢

• 區域細分
• 區域比較
• 北美洲
  • 美國
  • 加拿大
  • 墨西哥
• 亞太地區
  • 中國
  • 印度
  • 日本
  • 韓國
  • 澳洲
  • 印尼
• 歐洲
  • 德國
  • 英國
  • 法國
  • 義大利
  • 西班牙
  • 荷蘭
• 南美洲
  • 巴西
  • 阿根廷
  • 哥倫比亞
• 中東和非洲
  • 阿拉伯聯合大公國
  • 沙烏地阿拉伯
  • 南非
  • 以色列
  • 土耳其
• 各區域的市場機遇

第12章：促進因素、挑戰與機遇

• 市場促進因素
• 市場挑戰
• 促進因素和挑戰的影響
• 市場機遇

第13章 競爭格局

• 概述
• 競爭格局
• 令人困惑的局面
• 產業風險

第14章 競爭分析

• 公司簡介
• 企業排名指數
• 公司市場定位
• ALEGION
• APPEN Ltd.
• Clickworker GmbH
• Cloudfactory
• Cogito Tech LLC
• DefinedCrowd Corp.
• Hive
• iMerit
• Kili Technology
• Labelbox
• Samasource
• Scale
• SuperAnnotate
• TaskUs Inc.
• TELUS International Inc.

第15章附錄

The global AI data labeling market is forecasted to grow by USD 1414.9 mn during 2024-2029, accelerating at a CAGR of 21.1% during the forecast period. The report on the global AI data labeling market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by increasing adoption of AI machine learning, growing demand for highly accurate and unbiased data, advancements in machine learning techniques.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global AI data labeling market is segmented as below:

By Type

• Text
• Video
• Image
• Audio or speech

By Method

• Manual
• Semi-supervised
• Automatic

By End-User

• IT and technology
• Automotive
• Healthcare
• Others

Geography

• North America
  • US
  • Canada
  • Mexico
• APAC
  • China
  • India
  • Japan
  • South Korea
  • Australia
  • Indonesia
• Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • The Netherlands
• South America
  • Brazil
  • Argentina
  • Colombia
• Middle East and Africa
  • UAE
  • South Africa
  • Turkey
• Rest of World (ROW)

This study identifies the emergence of automated and semi-automated labeling tools as one of the prime reasons driving the global AI data labeling market growth during the next few years. Also, rise of data centric AI approaches and specialization and domain expertise will lead to sizable demand in the market.

The report on the global AI data labeling market covers the following areas:

• Global AI data labeling market sizing
• Global AI data labeling market forecast
• Global AI data labeling market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global AI data labeling market vendors that include ALEGION, APPEN Ltd., Aurora Innovation Inc., Clickworker GmbH, Cloudfactory, Cogito Tech LLC, DefinedCrowd Corp., Hive, Humans In The Loop, iMerit, Kili Technology, Labelbox, Samasource, Scale, SuperAnnotate, tagtog Sp. z o.o., TaskUs Inc., TELUS International Inc.. Also, the global AI data labeling market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Type
  • Executive Summary - Chart on Market Segmentation by Method
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2024
• 4.4 Market outlook: Forecast for 2024-2029

5 Historic Market Size

• 5.1 Global AI Data Labeling Market 2019 - 2023
  • Historic Market Size - Data Table on Global AI Data Labeling Market 2019 - 2023 ($ million)
• 5.2 Type segment analysis 2019 - 2023
  • Historic Market Size - Type Segment 2019 - 2023 ($ million)
• 5.3 Method segment analysis 2019 - 2023
  • Historic Market Size - Method Segment 2019 - 2023 ($ million)
• 5.4 End-user segment analysis 2019 - 2023
  • Historic Market Size - End-user Segment 2019 - 2023 ($ million)
• 5.5 Geography segment analysis 2019 - 2023
  • Historic Market Size - Geography Segment 2019 - 2023 ($ million)
• 5.6 Country segment analysis 2019 - 2023
  • Historic Market Size - Country Segment 2019 - 2023 ($ million)

6 Five Forces Analysis

• 6.1 Five forces summary
  • Five forces analysis - Comparison between 2024 and 2029
• 6.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2024 and 2029
• 6.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2024 and 2029
• 6.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2024 and 2029
• 6.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2024 and 2029
• 6.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2024 and 2029
• 6.7 Market condition

7 Market Segmentation by Type

• 7.1 Market segments
• 7.2 Comparison by Type
• 7.3 Text - Market size and forecast 2024-2029
• 7.4 Video - Market size and forecast 2024-2029
• 7.5 Image - Market size and forecast 2024-2029
• 7.6 Audio or speech - Market size and forecast 2024-2029
• 7.7 Market opportunity by Type
  • Market opportunity by Type ($ million)

8 Market Segmentation by Method

• 8.1 Market segments
• 8.2 Comparison by Method
• 8.3 Manual - Market size and forecast 2024-2029
• 8.4 Semi-supervised - Market size and forecast 2024-2029
• 8.5 Automatic - Market size and forecast 2024-2029
• 8.6 Market opportunity by Method
  • Market opportunity by Method ($ million)

9 Market Segmentation by End-user

• 9.1 Market segments
• 9.2 Comparison by End-user
• 9.3 IT and technology - Market size and forecast 2024-2029
• 9.4 Automotive - Market size and forecast 2024-2029
• 9.5 Healthcare - Market size and forecast 2024-2029
• 9.6 Others - Market size and forecast 2024-2029
• 9.7 Market opportunity by End-user
  • Market opportunity by End-user ($ million)

10 Customer Landscape

• 10.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

11 Geographic Landscape

• 11.1 Geographic segmentation
• 11.2 Geographic comparison
• 11.3 North America - Market size and forecast 2024-2029
  • 11.3.1 US - Market size and forecast 2024-2029
  • 11.3.2 Canada - Market size and forecast 2024-2029
  • 11.3.3 Mexico - Market size and forecast 2024-2029
• 11.4 APAC - Market size and forecast 2024-2029
  • 11.4.1 China - Market size and forecast 2024-2029
  • 11.4.2 India - Market size and forecast 2024-2029
  • 11.4.3 Japan - Market size and forecast 2024-2029
  • 11.4.4 South Korea - Market size and forecast 2024-2029
  • 11.4.5 Australia - Market size and forecast 2024-2029
  • 11.4.6 Indonesia - Market size and forecast 2024-2029
• 11.5 Europe - Market size and forecast 2024-2029
  • 11.5.1 Germany - Market size and forecast 2024-2029
  • 11.5.2 UK - Market size and forecast 2024-2029
  • 11.5.3 France - Market size and forecast 2024-2029
  • 11.5.4 Italy - Market size and forecast 2024-2029
  • 11.5.5 Spain - Market size and forecast 2024-2029
  • 11.5.6 The Netherlands - Market size and forecast 2024-2029
• 11.6 South America - Market size and forecast 2024-2029
  • 11.6.1 Brazil - Market size and forecast 2024-2029
  • 11.6.2 Argentina - Market size and forecast 2024-2029
  • 11.6.3 Colombia - Market size and forecast 2024-2029
• 11.7 Middle East and Africa - Market size and forecast 2024-2029
  • 11.7.1 UAE - Market size and forecast 2024-2029
  • 11.7.2 Saudi Arabia - Market size and forecast 2024-2029
  • 11.7.3 South Africa - Market size and forecast 2024-2029
  • 11.7.4 Israel - Market size and forecast 2024-2029
  • 11.7.5 Turkey - Market size and forecast 2024-2029
• 11.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

12 Drivers, Challenges, and Opportunity

• 12.1 Market drivers
  • Increasing adoption of AI machine learning
  • Growing demand for highly accurate and unbiased data
  • Advancements in machine learning techniques
• 12.2 Market challenges
  • Data quality and Consistency Issues
  • Scalability and Cost Management
  • Data Privacy and Security Concerns
• 12.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2024 and 2029
• 12.4 Market opportunities
  • Emergence of automated and semi-Automated labeling tools
  • Rise of data centric AI approaches
  • Specialization and domain expertise

13 Competitive Landscape

• 13.1 Overview
• 13.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 13.3 Landscape disruption
  • Overview on factors of disruption
• 13.4 Industry risks
  • Impact of key risks on business

14 Competitive Analysis

• 14.1 Companies profiled
  • Companies covered
• 14.2 Company ranking index
  • Company ranking index
• 14.3 Market positioning of companies
  • Matrix on companies position and classification
• 14.4 ALEGION
  • ALEGION - Overview
  • ALEGION - Product / Service
  • ALEGION - Key offerings
  • SWOT
• 14.5 APPEN Ltd.
  • APPEN Ltd. - Overview
  • APPEN Ltd. - Product / Service
  • APPEN Ltd. - Key offerings
  • SWOT
• 14.6 Clickworker GmbH
  • Clickworker GmbH - Overview
  • Clickworker GmbH - Product / Service
  • Clickworker GmbH - Key offerings
  • SWOT
• 14.7 Cloudfactory
  • Cloudfactory - Overview
  • Cloudfactory - Product / Service
  • Cloudfactory - Key offerings
  • SWOT
• 14.8 Cogito Tech LLC
  • Cogito Tech LLC - Overview
  • Cogito Tech LLC - Product / Service
  • Cogito Tech LLC - Key offerings
  • SWOT
• 14.9 DefinedCrowd Corp.
  • DefinedCrowd Corp. - Overview
  • DefinedCrowd Corp. - Product / Service
  • DefinedCrowd Corp. - Key offerings
  • SWOT
• 14.10 Hive
  • Hive - Overview
  • Hive - Product / Service
  • Hive - Key offerings
  • SWOT
• 14.11 iMerit
  • iMerit - Overview
  • iMerit - Product / Service
  • iMerit - Key offerings
  • SWOT
• 14.12 Kili Technology
  • Kili Technology - Overview
  • Kili Technology - Product / Service
  • Kili Technology - Key offerings
  • SWOT
• 14.13 Labelbox
  • Labelbox - Overview
  • Labelbox - Product / Service
  • Labelbox - Key offerings
  • SWOT
• 14.14 Samasource
  • Samasource - Overview
  • Samasource - Product / Service
  • Samasource - Key offerings
  • SWOT
• 14.15 Scale
  • Scale - Overview
  • Scale - Product / Service
  • Scale - Key offerings
  • SWOT
• 14.16 SuperAnnotate
  • SuperAnnotate - Overview
  • SuperAnnotate - Product / Service
  • SuperAnnotate - Key offerings
  • SWOT
• 14.17 TaskUs Inc.
  • TaskUs Inc. - Overview
  • TaskUs Inc. - Product / Service
  • TaskUs Inc. - Key offerings
  • SWOT
• 14.18 TELUS International Inc.
  • TELUS International Inc. - Overview
  • TELUS International Inc. - Product / Service
  • TELUS International Inc. - Key offerings
  • SWOT

15 Appendix

• 15.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 15.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 15.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 15.4 Research methodology
  • Research methodology
• 15.5 Data procurement
  • Information sources
• 15.6 Data validation
  • Data validation
• 15.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 15.8 Data synthesis
  • Data synthesis
• 15.9 360 degree market analysis
  • 360 degree market analysis
• 15.10 List of abbreviations
  • List of abbreviations