According to our (Global Info Research) latest study, the global AI Basic Data Services market size was valued at US$ 5032 million in 2025 and is forecast to a readjusted size of US$ 31214 million by 2032 with a CAGR of 29.7% during review period.
The global gross margin for AI infrastructure data services is projected to be around 49% in 2025. AI infrastructure data services refer to a collection of products and services encompassing the collection, processing, and labeling of data required for AI model training, alignment, and evaluation; quality control; data governance and version management; and the generation and delivery of synthetic data. Its core deliverables are structured data assets that can be directly used for training or evaluation (e.g., finished datasets, industry data packages, instruction and preference data, evaluation sets), or the ability to continuously produce this data (e.g., data labeling platforms and data operation pipelines). Statistically, AI infrastructure data services are typically defined by the "commercial delivery of training data-related capabilities," emphasizing the transformation of data from its raw form to a trainable form. Data labeling, as a crucial step, is generally defined as adding labels and metadata to raw data such as images, text, audio, and video, making it usable for machine learning training and validation.
The core applications of AI Basic Data Services cover three main battlegrounds: First, the data closed loop for autonomous driving and advanced driver assistance systems (long-tail road scene acquisition, spatiotemporally consistent multi-sensor annotation, playback evaluation, and simulation synthesis completion); second, robotics and embodied intelligence (operation teaching and teleoperation data, multimodal interaction data such as visual-language-action or visual-language-tactile-action, and large-scale synthetic trajectories in simulation environments); and third, large models and generative artificial intelligence (instruction fine-tuning data, preference comparison and scoring data, red team and safety evaluation data, and continuous benchmark evaluation data). Among these, "alignment and human feedback data" has become an important part of the commercial training chain for large models. The market is moving from the traditional "low-complexity annotation outsourcing" stage to the "high-value data engineering" stage. As model capabilities improve, customers' requirements for data are shifting from quantity to quality and verifiability, especially in safety-critical and high-reliability scenarios. Data providers no longer just deliver samples, but need to deliver traceable data lineage, reproducible evaluation protocols, and sustainable data production mechanisms. Synthetic data and simulation are becoming key tools for expanding coverage of long-tail and extreme scenarios, driving the evolution of data services from labor-intensive to platform-based and automated models. The competitive landscape is also being reshaped: leading clients tend to purchase both "service delivery capabilities" and "platform capabilities" to reduce the unit cost of data production and increase iteration speed; while data service companies are increasing unit price and customer stickiness by introducing expert participation, human feedback workflows, and more stringent quality control systems. Recent capital and cooperation trends surrounding data service companies also reflect the continued upward trend in long-term market demand for high-quality training data.
This report is a detailed and comprehensive analysis for global AI Basic Data Services market. Both quantitative and qualitative analyses are presented by company, by region & country, by Type and by Application. As the market is constantly changing, this report explores the competition, supply and demand trends, as well as key factors that contribute to its changing demands across many markets. Company profiles and product examples of selected competitors, along with market share estimates of some of the selected leaders for the year 2025, are provided.
Key Features:
Global AI Basic Data Services market size and forecasts, in consumption value ($ Million), 2021-2032
Global AI Basic Data Services market size and forecasts by region and country, in consumption value ($ Million), 2021-2032
Global AI Basic Data Services market size and forecasts, by Type and by Application, in consumption value ($ Million), 2021-2032
Global AI Basic Data Services market shares of main players, in revenue ($ Million), 2021-2026
The Primary Objectives in This Report Are:
To determine the size of the total market opportunity of global and key countries
To assess the growth potential for AI Basic Data Services
To forecast future growth in each product and end-use market
To assess competitive factors affecting the marketplace
This report profiles key players in the global AI Basic Data Services market based on the following parameters - company overview, revenue, gross margin, product portfolio, geographical presence, and key developments. Key companies covered as a part of this study include TransPerfect, Scale AI, Shaip, TELUS Digital, iMerit, CloudFactory, Samasource, Alegion, Innodata, TaskUs, etc.
This report also provides key insights about market drivers, restraints, opportunities, new product launches or approvals.
Market segmentation
AI Basic Data Services market is split by Type and by Application. For the period 2021-2032, the growth among segments provides accurate calculations and forecasts for Consumption Value by Type and by Application. This analysis can help you expand your business by targeting qualified niche markets.
Market segment by Type
Dataset
Data Collection
Data Labeling
Other
Market segment by Data Type
Image
Video
Text
Speech
Market segment by Data Source
Real Device Data
Synthetic Data
Market segment by Application
Smart Security
Smart Home
Smart Finance
Smart Healthcare
New Retail
Embodied Intelligence
Intelligent Driving
Market segment by players, this report covers
TransPerfect
Scale AI
Shaip
TELUS Digital
iMerit
CloudFactory
Samasource
Alegion
Innodata
TaskUs
Centific
Cogito Tech
LXT
Defined.ai
Toloka AI
OneForma
Hive AI
Surge AI
Invisible Technologies
Snorkel Al
Labelbox
SuperAnnotate
Encord
V7
Dataloop(Dell)
Gretel
Mostly AI
Speechocean
Datatang
DataBaker
Data100
Appen
Kingline
Baidu Crowdsourcing
Longmao Data
Fellisen
MindFlow
NavInfo
iFLYTEK
Lionbridge
Market segment by regions, regional analysis covers
North America (United States, Canada and Mexico)
Europe (Germany, France, UK, Russia, Italy and Rest of Europe)
Asia-Pacific (China, Japan, South Korea, India, Southeast Asia and Rest of Asia-Pacific)
South America (Brazil, Rest of South America)
Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of Middle East & Africa)
The content of the study subjects, includes a total of 13 chapters:
Chapter 1, to describe AI Basic Data Services product scope, market overview, market estimation caveats and base year.
Chapter 2, to profile the top players of AI Basic Data Services, with revenue, gross margin, and global market share of AI Basic Data Services from 2021 to 2026.
Chapter 3, the AI Basic Data Services competitive situation, revenue, and global market share of top players are analyzed emphatically by landscape contrast.
Chapter 4 and 5, to segment the market size by Type and by Application, with consumption value and growth rate by Type, by Application, from 2021 to 2032.
Chapter 6, 7, 8, 9, and 10, to break the market size data at the country level, with revenue and market share for key countries in the world, from 2021 to 2026.and AI Basic Data Services market forecast, by regions, by Type and by Application, with consumption value, from 2027 to 2032.
Chapter 11, market dynamics, drivers, restraints, trends, Porters Five Forces analysis.
Chapter 12, the key raw materials and key suppliers, and industry chain of AI Basic Data Services.
Chapter 13, to describe AI Basic Data Services research findings and conclusion.
Summary:
Get latest Market Research Reports on AI Basic Data Services. Industry analysis & Market Report on AI Basic Data Services is a syndicated market report, published as Global AI Basic Data Services Market 2026 by Company, Regions, Type and Application, Forecast to 2032. It is complete Research Study and Industry Analysis of AI Basic Data Services market, to understand, Market Demand, Growth, trends analysis and Factor Influencing market.