Active learning tools are software designed specifically to enhance machine learning (ML) model development. They achieve this through a supervised approach that strategically optimizes data annotation, labeling, and model training. Unlike broader ML or MLOps platforms, these tools focus on creating iterative feedback loops that directly inform the model training process, identify edge cases, and reduce the number of labels required. This targeted feedback leverages model uncertainty to identify the most valuable annotated data, thereby improving model performance with smaller, more relevant datasets. These tools differ from data labeling software in that they focus on the annotation process and managing and selecting the correct labeled data.Active learning tools also go beyond the capabilities of data science and machine learning platforms to not only deploy models but actively refine them through ongoing learning cycles. They offer unique capabilities that allow users to automatically identify errors and outliers, provide actionable insights for model improvement, and enable intelligent data selection, which is critical for fine-tuning pre-existing models based on specific use cases. With the emergence of open source models provided by AI organizations, active learning tools are becoming increasingly important because they can help a wider range of users tailor these models to specific needs. These tools enable AI teams, computer vision experts, machine learning engineers, and data scientists to create efficient active learning loops that are significantly different from the broader machine learning frameworks or data storage and interconnection services provided by the MLOps platform.
The global Active Learning Tools Software market was valued at US$ million in 2023 and is anticipated to reach US$ million by 2030, witnessing a CAGR of %during the forecast period 2024-2030.
North American market for Active Learning Tools Software is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
Asia-Pacific market for Active Learning Tools Software is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
The global market for Active Learning Tools Software in Education Industry is estimated to increase from $ million in 2023 to $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
The major global companies of Active Learning Tools Software include Encord, Dataloop, V7 Labs, Labelbox, Voxel51, Hasty, Aquarium Learning, Cleanlab, Deepchecks, Lightly, etc. In 2023, the world's top three vendors accounted for approximately % of the revenue.
This report aims to provide a comprehensive presentation of the global market for Active Learning Tools Software, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Active Learning Tools Software.
The Active Learning Tools Software market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2023 as the base year, with history and forecast data for the period from 2019 to 2030. This report segments the global Active Learning Tools Software market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Active Learning Tools Software companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation
By Company
Encord
Dataloop
V7 Labs
Labelbox
Voxel51
Hasty
Aquarium Learning
Cleanlab
Deepchecks
Lightly
Anthology
Cypher Learning
Absorb LMS
Moodle LMS
Segment by Type
Cloud-based
On-premise
Segment by Application
Education Industry
Corporate Training
Medical Industry
Others
By Region
North America
United States
Canada
Asia-Pacific
China
Japan
South Korea
Southeast Asia
India
Australia
Rest of Asia
Europe
Germany
France
U.K.
Italy
Russia
Nordic Countries
Rest of Europe
Latin America
Mexico
Brazil
Rest of Latin America
Middle East & Africa
Turkey
Saudi Arabia
UAE
Rest of MEA
Chapter Outline
Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by 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 2: 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 3: Detailed analysis of Active Learning Tools Software company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by 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 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin 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 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.
Please Note - This is an on demand report and will be delivered in 2 business days (48 hours) post payment.
1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Active Learning Tools Software Market Size Growth Rate by Type: 2019 VS 2023 VS 2030
1.2.2 Cloud-based
1.2.3 On-premise
1.3 Market by Application
1.3.1 Global Active Learning Tools Software Market Growth by Application: 2019 VS 2023 VS 2030
1.3.2 Education Industry
1.3.3 Corporate Training
1.3.4 Medical Industry
1.3.5 Others
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global Active Learning Tools Software Market Perspective (2019-2030)
2.2 Global Active Learning Tools Software Growth Trends by Region
2.2.1 Global Active Learning Tools Software Market Size by Region: 2019 VS 2023 VS 2030
2.2.2 Active Learning Tools Software Historic Market Size by Region (2019-2024)
2.2.3 Active Learning Tools Software Forecasted Market Size by Region (2025-2030)
2.3 Active Learning Tools Software Market Dynamics
2.3.1 Active Learning Tools Software Industry Trends
2.3.2 Active Learning Tools Software Market Drivers
2.3.3 Active Learning Tools Software Market Challenges
2.3.4 Active Learning Tools Software Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Active Learning Tools Software Players by Revenue
3.1.1 Global Top Active Learning Tools Software Players by Revenue (2019-2024)
3.1.2 Global Active Learning Tools Software Revenue Market Share by Players (2019-2024)
3.2 Global Active Learning Tools Software Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by Active Learning Tools Software Revenue
3.4 Global Active Learning Tools Software Market Concentration Ratio
3.4.1 Global Active Learning Tools Software Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Active Learning Tools Software Revenue in 2023
3.5 Global Key Players of Active Learning Tools Software Head office and Area Served
3.6 Global Key Players of Active Learning Tools Software, Product and Application
3.7 Global Key Players of Active Learning Tools Software, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 Active Learning Tools Software Breakdown Data by Type
4.1 Global Active Learning Tools Software Historic Market Size by Type (2019-2024)
4.2 Global Active Learning Tools Software Forecasted Market Size by Type (2025-2030)
5 Active Learning Tools Software Breakdown Data by Application
5.1 Global Active Learning Tools Software Historic Market Size by Application (2019-2024)
5.2 Global Active Learning Tools Software Forecasted Market Size by Application (2025-2030)
6 North America
6.1 North America Active Learning Tools Software Market Size (2019-2030)
6.2 North America Active Learning Tools Software Market Growth Rate by Country: 2019 VS 2023 VS 2030
6.3 North America Active Learning Tools Software Market Size by Country (2019-2024)
6.4 North America Active Learning Tools Software Market Size by Country (2025-2030)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe Active Learning Tools Software Market Size (2019-2030)
7.2 Europe Active Learning Tools Software Market Growth Rate by Country: 2019 VS 2023 VS 2030
7.3 Europe Active Learning Tools Software Market Size by Country (2019-2024)
7.4 Europe Active Learning Tools Software Market Size by Country (2025-2030)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Active Learning Tools Software Market Size (2019-2030)
8.2 Asia-Pacific Active Learning Tools Software Market Growth Rate by Country: 2019 VS 2023 VS 2030
8.3 Asia-Pacific Active Learning Tools Software Market Size by Region (2019-2024)
8.4 Asia-Pacific Active Learning Tools Software Market Size by Region (2025-2030)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America Active Learning Tools Software Market Size (2019-2030)
9.2 Latin America Active Learning Tools Software Market Growth Rate by Country: 2019 VS 2023 VS 2030
9.3 Latin America Active Learning Tools Software Market Size by Country (2019-2024)
9.4 Latin America Active Learning Tools Software Market Size by Country (2025-2030)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Active Learning Tools Software Market Size (2019-2030)
10.2 Middle East & Africa Active Learning Tools Software Market Growth Rate by Country: 2019 VS 2023 VS 2030
10.3 Middle East & Africa Active Learning Tools Software Market Size by Country (2019-2024)
10.4 Middle East & Africa Active Learning Tools Software Market Size by Country (2025-2030)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Encord
11.1.1 Encord Company Details
11.1.2 Encord Business Overview
11.1.3 Encord Active Learning Tools Software Introduction
11.1.4 Encord Revenue in Active Learning Tools Software Business (2019-2024)
11.1.5 Encord Recent Development
11.2 Dataloop
11.2.1 Dataloop Company Details
11.2.2 Dataloop Business Overview
11.2.3 Dataloop Active Learning Tools Software Introduction
11.2.4 Dataloop Revenue in Active Learning Tools Software Business (2019-2024)
11.2.5 Dataloop Recent Development
11.3 V7 Labs
11.3.1 V7 Labs Company Details
11.3.2 V7 Labs Business Overview
11.3.3 V7 Labs Active Learning Tools Software Introduction
11.3.4 V7 Labs Revenue in Active Learning Tools Software Business (2019-2024)
11.3.5 V7 Labs Recent Development
11.4 Labelbox
11.4.1 Labelbox Company Details
11.4.2 Labelbox Business Overview
11.4.3 Labelbox Active Learning Tools Software Introduction
11.4.4 Labelbox Revenue in Active Learning Tools Software Business (2019-2024)
11.4.5 Labelbox Recent Development
11.5 Voxel51
11.5.1 Voxel51 Company Details
11.5.2 Voxel51 Business Overview
11.5.3 Voxel51 Active Learning Tools Software Introduction
11.5.4 Voxel51 Revenue in Active Learning Tools Software Business (2019-2024)
11.5.5 Voxel51 Recent Development
11.6 Hasty
11.6.1 Hasty Company Details
11.6.2 Hasty Business Overview
11.6.3 Hasty Active Learning Tools Software Introduction
11.6.4 Hasty Revenue in Active Learning Tools Software Business (2019-2024)
11.6.5 Hasty Recent Development
11.7 Aquarium Learning
11.7.1 Aquarium Learning Company Details
11.7.2 Aquarium Learning Business Overview
11.7.3 Aquarium Learning Active Learning Tools Software Introduction
11.7.4 Aquarium Learning Revenue in Active Learning Tools Software Business (2019-2024)
11.7.5 Aquarium Learning Recent Development
11.8 Cleanlab
11.8.1 Cleanlab Company Details
11.8.2 Cleanlab Business Overview
11.8.3 Cleanlab Active Learning Tools Software Introduction
11.8.4 Cleanlab Revenue in Active Learning Tools Software Business (2019-2024)
11.8.5 Cleanlab Recent Development
11.9 Deepchecks
11.9.1 Deepchecks Company Details
11.9.2 Deepchecks Business Overview
11.9.3 Deepchecks Active Learning Tools Software Introduction
11.9.4 Deepchecks Revenue in Active Learning Tools Software Business (2019-2024)
11.9.5 Deepchecks Recent Development
11.10 Lightly
11.10.1 Lightly Company Details
11.10.2 Lightly Business Overview
11.10.3 Lightly Active Learning Tools Software Introduction
11.10.4 Lightly Revenue in Active Learning Tools Software Business (2019-2024)
11.10.5 Lightly Recent Development
11.11 Anthology
11.11.1 Anthology Company Details
11.11.2 Anthology Business Overview
11.11.3 Anthology Active Learning Tools Software Introduction
11.11.4 Anthology Revenue in Active Learning Tools Software Business (2019-2024)
11.11.5 Anthology Recent Development
11.12 Cypher Learning
11.12.1 Cypher Learning Company Details
11.12.2 Cypher Learning Business Overview
11.12.3 Cypher Learning Active Learning Tools Software Introduction
11.12.4 Cypher Learning Revenue in Active Learning Tools Software Business (2019-2024)
11.12.5 Cypher Learning Recent Development
11.13 Absorb LMS
11.13.1 Absorb LMS Company Details
11.13.2 Absorb LMS Business Overview
11.13.3 Absorb LMS Active Learning Tools Software Introduction
11.13.4 Absorb LMS Revenue in Active Learning Tools Software Business (2019-2024)
11.13.5 Absorb LMS Recent Development
11.14 Moodle LMS
11.14.1 Moodle LMS Company Details
11.14.2 Moodle LMS Business Overview
11.14.3 Moodle LMS Active Learning Tools Software Introduction
11.14.4 Moodle LMS Revenue in Active Learning Tools Software Business (2019-2024)
11.14.5 Moodle LMS Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.1.1 Research Programs/Design
13.1.1.2 Market Size Estimation
13.1.1.3 Market Breakdown and Data Triangulation
13.1.2 Data Source
13.1.2.1 Secondary Sources
13.1.2.2 Primary Sources
13.2 Author Details
13.3 Disclaimer
Encord
Dataloop
V7 Labs
Labelbox
Voxel51
Hasty
Aquarium Learning
Cleanlab
Deepchecks
Lightly
Anthology
Cypher Learning
Absorb LMS
Moodle LMS
听
听
*If Applicable.
