
The global AI Bias Audit Services market was valued at US$ 578 million in 2023 and is anticipated to reach US$ 905 million by 2030, witnessing a CAGR of 6.7% during the forecast period 2024-2030.
AI Bias Audit Services are specialized services designed to evaluate and mitigate bias in artificial intelligence (AI) systems and algorithms. These services aim to ensure that AI models operate fairly and do not perpetuate or exacerbate existing inequalities or biases in decision-making.
North American market for AI Bias Audit Services 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 AI Bias Audit Services 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 AI Bias Audit Services in Large Enterprises 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 AI Bias Audit Services include Resolution Economics, Mosaic Data Science, Kanarys, APTMetrics, BABL AI, DCI Consulting, Elevate, Eticas, Idiro Analytics, NYC Bias Audit, 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 AI Bias Audit Services, 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 AI Bias Audit Services.
The AI Bias Audit Services 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 AI Bias Audit Services 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 AI Bias Audit Services 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
Resolution Economics
Mosaic Data Science
Kanarys
APTMetrics
BABL AI
DCI Consulting
Elevate
Eticas
Idiro Analytics
NYC Bias Audit
ORCAA
Rocket-Hire
Holistic AI
Vervoe
Segment by Type
Cloud Based
On Premise
Segment by Application
Large Enterprises
SMEs
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 AI Bias Audit Services 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.
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1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global AI Bias Audit Services 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 AI Bias Audit Services Market Growth by Application: 2019 VS 2023 VS 2030
1.3.2 Large Enterprises
1.3.3 SMEs
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global AI Bias Audit Services Market Perspective (2019-2030)
2.2 Global AI Bias Audit Services Growth Trends by Region
2.2.1 Global AI Bias Audit Services Market Size by Region: 2019 VS 2023 VS 2030
2.2.2 AI Bias Audit Services Historic Market Size by Region (2019-2024)
2.2.3 AI Bias Audit Services Forecasted Market Size by Region (2025-2030)
2.3 AI Bias Audit Services Market Dynamics
2.3.1 AI Bias Audit Services Industry Trends
2.3.2 AI Bias Audit Services Market Drivers
2.3.3 AI Bias Audit Services Market Challenges
2.3.4 AI Bias Audit Services Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top AI Bias Audit Services Players by Revenue
3.1.1 Global Top AI Bias Audit Services Players by Revenue (2019-2024)
3.1.2 Global AI Bias Audit Services Revenue Market Share by Players (2019-2024)
3.2 Global AI Bias Audit Services Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by AI Bias Audit Services Revenue
3.4 Global AI Bias Audit Services Market Concentration Ratio
3.4.1 Global AI Bias Audit Services Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by AI Bias Audit Services Revenue in 2023
3.5 Global Key Players of AI Bias Audit Services Head office and Area Served
3.6 Global Key Players of AI Bias Audit Services, Product and Application
3.7 Global Key Players of AI Bias Audit Services, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 AI Bias Audit Services Breakdown Data by Type
4.1 Global AI Bias Audit Services Historic Market Size by Type (2019-2024)
4.2 Global AI Bias Audit Services Forecasted Market Size by Type (2025-2030)
5 AI Bias Audit Services Breakdown Data by Application
5.1 Global AI Bias Audit Services Historic Market Size by Application (2019-2024)
5.2 Global AI Bias Audit Services Forecasted Market Size by Application (2025-2030)
6 North America
6.1 North America AI Bias Audit Services Market Size (2019-2030)
6.2 North America AI Bias Audit Services Market Growth Rate by Country: 2019 VS 2023 VS 2030
6.3 North America AI Bias Audit Services Market Size by Country (2019-2024)
6.4 North America AI Bias Audit Services Market Size by Country (2025-2030)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe AI Bias Audit Services Market Size (2019-2030)
7.2 Europe AI Bias Audit Services Market Growth Rate by Country: 2019 VS 2023 VS 2030
7.3 Europe AI Bias Audit Services Market Size by Country (2019-2024)
7.4 Europe AI Bias Audit Services 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 AI Bias Audit Services Market Size (2019-2030)
8.2 Asia-Pacific AI Bias Audit Services Market Growth Rate by Country: 2019 VS 2023 VS 2030
8.3 Asia-Pacific AI Bias Audit Services Market Size by Region (2019-2024)
8.4 Asia-Pacific AI Bias Audit Services 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 AI Bias Audit Services Market Size (2019-2030)
9.2 Latin America AI Bias Audit Services Market Growth Rate by Country: 2019 VS 2023 VS 2030
9.3 Latin America AI Bias Audit Services Market Size by Country (2019-2024)
9.4 Latin America AI Bias Audit Services Market Size by Country (2025-2030)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa AI Bias Audit Services Market Size (2019-2030)
10.2 Middle East & Africa AI Bias Audit Services Market Growth Rate by Country: 2019 VS 2023 VS 2030
10.3 Middle East & Africa AI Bias Audit Services Market Size by Country (2019-2024)
10.4 Middle East & Africa AI Bias Audit Services Market Size by Country (2025-2030)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Resolution Economics
11.1.1 Resolution Economics Company Details
11.1.2 Resolution Economics Business Overview
11.1.3 Resolution Economics AI Bias Audit Services Introduction
11.1.4 Resolution Economics Revenue in AI Bias Audit Services Business (2019-2024)
11.1.5 Resolution Economics Recent Development
11.2 Mosaic Data Science
11.2.1 Mosaic Data Science Company Details
11.2.2 Mosaic Data Science Business Overview
11.2.3 Mosaic Data Science AI Bias Audit Services Introduction
11.2.4 Mosaic Data Science Revenue in AI Bias Audit Services Business (2019-2024)
11.2.5 Mosaic Data Science Recent Development
11.3 Kanarys
11.3.1 Kanarys Company Details
11.3.2 Kanarys Business Overview
11.3.3 Kanarys AI Bias Audit Services Introduction
11.3.4 Kanarys Revenue in AI Bias Audit Services Business (2019-2024)
11.3.5 Kanarys Recent Development
11.4 APTMetrics
11.4.1 APTMetrics Company Details
11.4.2 APTMetrics Business Overview
11.4.3 APTMetrics AI Bias Audit Services Introduction
11.4.4 APTMetrics Revenue in AI Bias Audit Services Business (2019-2024)
11.4.5 APTMetrics Recent Development
11.5 BABL AI
11.5.1 BABL AI Company Details
11.5.2 BABL AI Business Overview
11.5.3 BABL AI AI Bias Audit Services Introduction
11.5.4 BABL AI Revenue in AI Bias Audit Services Business (2019-2024)
11.5.5 BABL AI Recent Development
11.6 DCI Consulting
11.6.1 DCI Consulting Company Details
11.6.2 DCI Consulting Business Overview
11.6.3 DCI Consulting AI Bias Audit Services Introduction
11.6.4 DCI Consulting Revenue in AI Bias Audit Services Business (2019-2024)
11.6.5 DCI Consulting Recent Development
11.7 Elevate
11.7.1 Elevate Company Details
11.7.2 Elevate Business Overview
11.7.3 Elevate AI Bias Audit Services Introduction
11.7.4 Elevate Revenue in AI Bias Audit Services Business (2019-2024)
11.7.5 Elevate Recent Development
11.8 Eticas
11.8.1 Eticas Company Details
11.8.2 Eticas Business Overview
11.8.3 Eticas AI Bias Audit Services Introduction
11.8.4 Eticas Revenue in AI Bias Audit Services Business (2019-2024)
11.8.5 Eticas Recent Development
11.9 Idiro Analytics
11.9.1 Idiro Analytics Company Details
11.9.2 Idiro Analytics Business Overview
11.9.3 Idiro Analytics AI Bias Audit Services Introduction
11.9.4 Idiro Analytics Revenue in AI Bias Audit Services Business (2019-2024)
11.9.5 Idiro Analytics Recent Development
11.10 NYC Bias Audit
11.10.1 NYC Bias Audit Company Details
11.10.2 NYC Bias Audit Business Overview
11.10.3 NYC Bias Audit AI Bias Audit Services Introduction
11.10.4 NYC Bias Audit Revenue in AI Bias Audit Services Business (2019-2024)
11.10.5 NYC Bias Audit Recent Development
11.11 ORCAA
11.11.1 ORCAA Company Details
11.11.2 ORCAA Business Overview
11.11.3 ORCAA AI Bias Audit Services Introduction
11.11.4 ORCAA Revenue in AI Bias Audit Services Business (2019-2024)
11.11.5 ORCAA Recent Development
11.12 Rocket-Hire
11.12.1 Rocket-Hire Company Details
11.12.2 Rocket-Hire Business Overview
11.12.3 Rocket-Hire AI Bias Audit Services Introduction
11.12.4 Rocket-Hire Revenue in AI Bias Audit Services Business (2019-2024)
11.12.5 Rocket-Hire Recent Development
11.13 Holistic AI
11.13.1 Holistic AI Company Details
11.13.2 Holistic AI Business Overview
11.13.3 Holistic AI AI Bias Audit Services Introduction
11.13.4 Holistic AI Revenue in AI Bias Audit Services Business (2019-2024)
11.13.5 Holistic AI Recent Development
11.14 Vervoe
11.14.1 Vervoe Company Details
11.14.2 Vervoe Business Overview
11.14.3 Vervoe AI Bias Audit Services Introduction
11.14.4 Vervoe Revenue in AI Bias Audit Services Business (2019-2024)
11.14.5 Vervoe 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
Resolution Economics
Mosaic Data Science
Kanarys
APTMetrics
BABL AI
DCI Consulting
Elevate
Eticas
Idiro Analytics
NYC Bias Audit
ORCAA
Rocket-Hire
Holistic AI
Vervoe
Ìý
Ìý
*If Applicable.
