APO RESEARCH · REPORT
Data Annotation and Labeling (DAL) Solutions for AI/ML
Selected research
Industry Research
Data Annotation and Labeling (DAL) Solutions for AI/ML Industry Research Report 2026
Market perspective
The global Data Annotation and Labeling (DAL) Solutions for AI/ML market was valued at US$ million in 2025 and is projected to reach US$ million by 2032, implying a CAGR of % over 2026–2032.
North America: the Data Annotation and Labeling (DAL) Solutions for AI/ML market is projected to increase from US$ million in 2026 to US$ million by 2032, reflecting a CAGR of % over 2026–2032. Europe: the Data Annotation and Labeling (DAL) Solutions for AI/ML market is projected to rise from US$ million in 2026 to US$ million by 2032, registering a CAGR of % over 2026–2032. Asia Pacific: the Data Annotation and Labeling (DAL) Solutions for AI/ML market is expected to grow from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026–2032. Leading global service providers of Data Annotation and Labeling (DAL) Solutions for AI/ML include Appen, TELUS International, Centific, TaskUs, Akkodis, Imerit, CloudFactroy, Nextwealth and Straive, among others; in 2025, the top three vendors together accounted for approximately % of global revenue.
Report Scope
Read the full market overview
This report quantifies the global Data Annotation and Labeling (DAL) Solutions for AI/ML market in terms of revenue (US$ million) and, where applicable, service volume (k units), using 2024 as the base year and providing annual historical and forecast data for 2021–2032.
It standardizes definitions of service Types and end-use Applications, harmonizes provider attribution, and delivers comparable time series by company, Type, Application, and region or country, including indicative price bands (US$/k units) and concentration ratios (CR5/CR10). Outputs are intended to support service design, budgeting, capacity planning, and benchmarking for providers, platforms, channel partners, and investors; the report also reviews technology shifts and notable service innovations relevant to Data Annotation and Labeling (DAL) Solutions for AI/ML.
Key Companies & Market Share Insights
This section profiles leading service providers with 2021–2025 results and a 2026–2032 outlook—covering revenue, market share, price bands, service portfolio and client mix, regional and channel mix, and key developments (M&A, network expansion, certifications). It also provides global revenue, average price, and—where applicable—volume metrics by provider, and calculates CR5/CR10 and rank changes to support comparative benchmarking.
Data Annotation and Labeling (DAL) Solutions for AI/ML Market by Company
Appen
TELUS International
Centific
TaskUs
Akkodis
Imerit
CloudFactroy
Nextwealth
Straive
Innodata
FiveS Digital
LXT.AI
Sama
Clickworker
Cogito Tech
Data Annotation and Labeling (DAL) Solutions for AI/ML Segment by Type
Video Data
Image Data
Text Data
Audio Data
Geo-Local Data
Others
Data Annotation and Labeling (DAL) Solutions for AI/ML Segment by Application
Automotive
Healthcare
Retail and E-commerce
Finance
Manufacturing
Agriculture
Telecommunications
Entertainment and Media
Others
Data Annotation and Labeling (DAL) Solutions for AI/ML Segment by Region
North America
United States
Canada
Mexico
Europe
Germany
France
U.K.
Italy
Spain
Russia
Netherlands
Nordic Countries
Asia-Pacific
China
Japan
South Korea
India
Australia
Taiwan
Southeast Asia
South America
Brazil
Argentina
Chile
Middle East & Africa
Saudi Arabia
Israel
United Arab Emirates
Turkey
Iran
Egypt
Key Drivers & Barriers
High-impact rendering factors and drivers have been studied in this report to aid the readers to understand the general development. Moreover, the report includes restraints and challenges that may act as stumbling blocks on the way of the players. This will assist the users to be attentive and make informed decisions related to business. Specialists have also laid their focus on the upcoming business prospects.
Reasons to Buy This Report
1. This report will help the readers to understand the competition within the industries and strategies for the competitive environment to enhance the potential profit. The report also focuses on the competitive landscape of the global Data Annotation and Labeling (DAL) Solutions for AI/ML market, and introduces in detail the market share, industry ranking, competitor ecosystem, market performance, new product development, operation situation, expansion, and acquisition. etc. of the main players, which helps the readers to identify the main competitors and deeply understand the competition pattern of the market.
2. This report will help stakeholders to understand the global industry status and trends of Data Annotation and Labeling (DAL) Solutions for AI/ML and provides them with information on key market drivers, restraints, challenges, and opportunities.
3. This report will help stakeholders to understand competitors better and gain more insights to strengthen their position in their businesses. The competitive landscape section includes the market share and rank (in volume and value), competitor ecosystem, new product development, expansion, and acquisition.
4. This report stays updated with novel technology integration, features, and the latest developments in the market
5. This report helps stakeholders to gain insights into which regions to target globally
6. This report helps stakeholders to gain insights into the end-user perception concerning the adoption of Data Annotation and Labeling (DAL) Solutions for AI/ML.
7. This report helps stakeholders to identify some of the key players in the market and understand their valuable contribution.
Chapter Outline
Chapter 1: Research objectives, research methods, data sources, data cross-validation;
Chapter 2: Introduces the report scope of the report, executive summary of different market segments (product type, application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 3: Provides the analysis of various market segments product types, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 4: Provides the analysis of various market segments application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 5: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 6: Detailed analysis of Data Annotation and Labeling (DAL) Solutions for AI/ML companies’ competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 7, 8, 9, 10, 11: North America, Europe, Asia Pacific, South America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 12: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including revenue, gross margin, product introduction, recent development, etc.
Chapter 13: The main points and conclusions of the report.
More report detail
Tables and figures
Scope & coverage.
Types
- Video Data
- Image Data
- Text Data
- Audio Data
- Geo-Local Data
- Others
Applications
- Automotive
- Healthcare
- Retail and E-commerce
- Finance
- Manufacturing
- Agriculture
- Telecommunications
- Entertainment and Media
- Others
Companies covered
- Appen
- TELUS International
- Centific
- TaskUs
- Akkodis
- Imerit
- CloudFactroy
- Nextwealth
- Straive
- Innodata
- FiveS Digital
- LXT.AI
- Sama
- Clickworker
- Cogito Tech
Inside the report.
1 Preface
- 1.1 Scope of Report
- 1.2 Reasons for Doing This Study
- 1.3 Research Methodology
- 1.4 Research Process
- 1.5 Data Source
- 1.5.1 Secondary Sources
- 1.5.2 Primary Sources
2 Market Overview
- 2.1 Product Definition
- 2.2 Data Annotation and Labeling (DAL) Solutions for AI/ML by Type
- 2.2.1 Market Value Comparison by Type (2021 VS 2025 VS 2032)
- 2.2.2 Video Data
- 2.2.3 Image Data
- 2.2.4 Text Data
- 2.2.5 Audio Data
- 2.2.6 Geo-Local Data
- 2.2.7 Others
- 2.3 Data Annotation and Labeling (DAL) Solutions for AI/ML by Application
- 2.3.1 Market Value Comparison by Application (2021 VS 2025 VS 2032)
- 2.3.2 Automotive
- 2.3.3 Healthcare
- 2.3.4 Retail and E-commerce
- 2.3.5 Finance
- 2.3.6 Manufacturing
- 2.3.7 Agriculture
- 2.3.8 Telecommunications
- 2.3.9 Entertainment and Media
- 2.3.10 Others
- 2.4 Assumptions and Limitations
3 Data Annotation and Labeling (DAL) Solutions for AI/ML Breakdown Data by Type
- 3.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Type (2021-2026)
- 3.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Type (2027-2032)
4 Data Annotation and Labeling (DAL) Solutions for AI/ML Breakdown Data by Application
- 4.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Application (2021-2026)
- 4.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Application (2027-2032)
5 Global Growth Trends
- 5.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Perspective (2021-2032)
- 5.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Growth Trends by Region
- 5.2.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region: 2021 VS 2025 VS 2032
- 5.2.2 Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Region (2021-2026)
- 5.2.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Region (2027-2032)
- 5.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Dynamics
- 5.3.1 Data Annotation and Labeling (DAL) Solutions for AI/ML Industry Trends
- 5.3.2 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Drivers
- 5.3.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Challenges
- 5.3.4 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Restraints
6 Market Competitive Landscape by Players
- 6.1 Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Revenue
- 6.1.1 Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Revenue (2021-2026)
- 6.1.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Players (2021-2026)
- 6.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Industry Players Ranking, 2023 VS 2024 VS 2025
- 6.3 Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML Head Office and Area Served
- 6.4 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Players, Product Type & Application
- 6.5 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Manufacturers Established Date
- 6.6 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market CR5 and HHI
- 6.7 Global Players Mergers & Acquisition
7 North America
- 7.1 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2021-2032)
- 7.2 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 7.3 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2021-2026)
- 7.4 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2027-2032)
- 7.5 United States
- 7.5 United States
- 7.6 Canada
- 7.7 Mexico
8 Europe
- 8.1 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2021-2032)
- 8.2 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 8.3 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2021-2026)
- 8.4 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2027-2032)
- 8.5 Germany
- 8.6 France
- 8.7 U.K.
- 8.8 Italy
- 8.9 Spain
- 8.10 Russia
- 8.11 Netherlands
- 8.12 Nordic Countries
9 Asia-Pacific
- 9.1 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2021-2032)
- 9.2 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 9.3 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2021-2026)
- 9.4 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2027-2032)
- 9.5 China
- 9.6 Japan
- 9.7 South Korea
- 9.8 India
- 9.9 Australia
- 9.10 China Taiwan
- 9.11 Southeast Asia
10 South America
- 10.1 South America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2021-2032)
- 10.2 South America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 10.3 South America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2021-2026)
- 10.4 South America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2027-2032)
- 10.5 Brazil
- 10.6 Argentina
- 10.7 Chile
- 10.8 Colombia
- 10.9 Peru
11 Middle East & Africa
- 11.1 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2021-2032)
- 11.2 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 11.3 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2021-2026)
- 11.4 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2027-2032)
- 11.5 Saudi Arabia
- 11.6 Israel
- 11.7 United Arab Emirates
- 11.8 Turkey
- 11.9 Iran
- 11.10 Egypt
12 Players Profiled
- 12.1 Appen
- 12.1.1 Appen Company Information
- 12.1.2 Appen Business Overview
- 12.1.3 Appen Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.1.4 Appen Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.1.5 Appen Recent Developments
- 12.2 TELUS International
- 12.2.1 TELUS International Company Information
- 12.2.2 TELUS International Business Overview
- 12.2.3 TELUS International Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.2.4 TELUS International Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.2.5 TELUS International Recent Developments
- 12.3 Centific
- 12.3.1 Centific Company Information
- 12.3.2 Centific Business Overview
- 12.3.3 Centific Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.3.4 Centific Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.3.5 Centific Recent Developments
- 12.4 TaskUs
- 12.4.1 TaskUs Company Information
- 12.4.2 TaskUs Business Overview
- 12.4.3 TaskUs Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.4.4 TaskUs Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.4.5 TaskUs Recent Developments
- 12.5 Akkodis
- 12.5.1 Akkodis Company Information
- 12.5.2 Akkodis Business Overview
- 12.5.3 Akkodis Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.5.4 Akkodis Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.5.5 Akkodis Recent Developments
- 12.6 Imerit
- 12.6.1 Imerit Company Information
- 12.6.2 Imerit Business Overview
- 12.6.3 Imerit Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.6.4 Imerit Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.6.5 Imerit Recent Developments
- 12.7 CloudFactroy
- 12.7.1 CloudFactroy Company Information
- 12.7.2 CloudFactroy Business Overview
- 12.7.3 CloudFactroy Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.7.4 CloudFactroy Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.7.5 CloudFactroy Recent Developments
- 12.8 Nextwealth
- 12.8.1 Nextwealth Company Information
- 12.8.2 Nextwealth Business Overview
- 12.8.3 Nextwealth Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.8.4 Nextwealth Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.8.5 Nextwealth Recent Developments
- 12.9 Straive
- 12.9.1 Straive Company Information
- 12.9.2 Straive Business Overview
- 12.9.3 Straive Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.9.4 Straive Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.9.5 Straive Recent Developments
- 12.10 Innodata
- 12.10.1 Innodata Company Information
- 12.10.2 Innodata Business Overview
- 12.10.3 Innodata Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.10.4 Innodata Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.10.5 Innodata Recent Developments
- 12.11 FiveS Digital
- 12.11.1 FiveS Digital Company Information
- 12.11.2 FiveS Digital Business Overview
- 12.11.3 FiveS Digital Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.11.4 FiveS Digital Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.11.5 FiveS Digital Recent Developments
- 12.12 LXT.AI
- 12.12.1 LXT.AI Company Information
- 12.12.2 LXT.AI Business Overview
- 12.12.3 LXT.AI Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.12.4 LXT.AI Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.12.5 LXT.AI Recent Developments
- 12.13 Sama
- 12.13.1 Sama Company Information
- 12.13.2 Sama Business Overview
- 12.13.3 Sama Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.13.4 Sama Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.13.5 Sama Recent Developments
- 12.14 Clickworker
- 12.14.1 Clickworker Company Information
- 12.14.2 Clickworker Business Overview
- 12.14.3 Clickworker Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.14.4 Clickworker Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.14.5 Clickworker Recent Developments
- 12.15 Cogito Tech
- 12.15.1 Cogito Tech Company Information
- 12.15.2 Cogito Tech Business Overview
- 12.15.3 Cogito Tech Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2021-2026)
- 12.15.4 Cogito Tech Data Annotation and Labeling (DAL) Solutions for AI/ML Product Portfolio
- 12.15.5 Cogito Tech Recent Developments
13 Report Conclusion
14 Disclaimer
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