2025-2029年全球人工智慧资料标註市场

全球人工智慧数据标註市场预计在2024年至2029年间成长14.149亿美元，预测期内复合年增长率（CAGR）为21.1%。本报告对全球人工智慧数据标註市场进行了全面分析，包括市场规模和预测、趋势、成长要素和挑战，以及对约25家公司的供应商分析。

该报告对当前市场状况、最新趋势和驱动因素以及整体市场环境进行了最新分析。市场成长的驱动因素包括人工智慧机器学习的日益普及、对高精度和无偏数据的需求不断增长以及机器学习技术的进步。

本研究采用客观的方法，结合一手和二手讯息，包括来自主要行业相关人员的意见。报告包含全面的市场规模数据、区域細項分析、供应商格局以及对主要企业的分析。报告提供历史数据和预测数据。

研究指出，自动化和半自动化标註工具的出现是未来几年推动全球人工智慧数据标註市场成长的主要因素之一。此外，以数据为中心的人工智慧方法的兴起、专业化程度的提高以及领域专业知识的积累，预计也将为市场带来显着的需求。

目录

第一章执行摘要

第二章 Technavio 分析

• 价格、生命週期、顾客购买篮、采用率和购买标准分析
• 投入与差异化因素的重要性
• 混淆来源
• 驱动因素和挑战的影响

第三章 市场情势

• 市场生态系统
• 市场特征
• 价值链分析

第四章 市场规模

• 市场定义
• 市场区隔分析
• 2024年市场规模
• 2024-2029年市场展望

第五章 市场规模表现

• 2019-2023年全球人工智慧资料标註市场
• 类型细分市场分析 2019-2023
• 方法论细分市场分析 2019-2023
• 2019-2023年最终用户细分市场分析
• 2019-2023年区域细分市场分析
• 2019-2023年国家细分市场分析

第六章五力分析

• 五力分析概述
• 买方的议价能力
• 供应商的议价能力
• 新进入者的威胁
• 替代品的威胁
• 竞争威胁
• 市场状况

7. 按类型分類的市场细分

• 比较：按类型
• 文字
• 影片
• 影像
• 声音或言语
• 按类型分類的市场机会

第八章 依方法进行市场细分

• 比较：依方法
• 手动的
• 半监督
• 自动的
• 按方法论分類的市场机会

9. 按最终用户进行市场区隔

• 比较：按最终用户
• 资讯科技与科技
• 车
• 卫生保健
• 其他的
• 按最终用户分類的市场机会

第十章 客户情况

第十一章 区域情势

• 区域细分
• 区域比较
• 北美洲
  • 美国
  • 加拿大
  • 墨西哥
• 亚太地区
  • 中国
  • 印度
  • 日本
  • 韩国
  • 澳洲
  • 印尼
• 欧洲
  • 德国
  • 英国
  • 法国
  • 义大利
  • 西班牙
  • 荷兰
• 南美洲
  • 巴西
  • 阿根廷
  • 哥伦比亚
• 中东和非洲
  • 阿拉伯聯合大公国
  • 沙乌地阿拉伯
  • 南非
  • 以色列
  • 土耳其
• 各区域的市场机会

第十二章：驱动因素、挑战与机会

• 市场驱动因素
• 市场挑战
• 驱动因素和挑战的影响
• 市场机会

第十三章 竞争格局

• 概述
• 竞争格局
• 令人困惑的局面
• 产业风险

第十四章 竞争分析

• 公司简介
• 企业排名指数
• 公司市场定位
• ALEGION
• APPEN Ltd.
• Clickworker GmbH
• Cloudfactory
• Cogito Tech LLC
• DefinedCrowd Corp.
• Hive
• iMerit
• Kili Technology
• Labelbox
• Samasource
• Scale
• SuperAnnotate
• TaskUs Inc.
• TELUS International Inc.

第十五章附录

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