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Global Explainable AI Market Outlook, In‑Depth Analysis & Forecast to 2031
Published Date: October 2025
|
Report Code: QYRE-Auto-0D18142
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Global Explainable AI Market Research Report 2024
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Global Explainable AI Market Outlook, In‑Depth Analysis & Forecast to 2031

Code: QYRE-Auto-0D18142
Report
October 2025
Pages:120
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Explainable AI Market

The global Explainable AI market is projected to grow from US$ million in 2024 to US$ million by 2031, at a CAGR of %(2025-2031), driven by critical product segments and diverse end‑use applications.
Explainable AI refers to the design of AI systems that are transparent and understandable, allowing users to gain insight into the inner workings of the model and understand the basis for decision-making, thereby increasing trust and facilitating review and debugging.
From a downstream perspective, Retail & Marketing accounted for % of 2024 revenue, surging to US$ million by 2031 (CAGR: % from 2025–2031).
Explainable AI leading manufacturers including OpenAI, Amelia US LLC, DataRobot, Inc., DarwinAI, Google LLC, IBM Corporation, Microsoft Corporation, Qlik, etc., dominate supply; the top five capture approximately % of global revenue, with OpenAI leading 2024 sales at US$ million.
Regional Outlook:
North America rose from US$ million in 2024 to a forecast US$ million by 2031 (CAGR %).
Asia‑Pacific will expand from US$ million to US$ million (CAGR  %), led by China (US$ million in 2024, % share rising to % by 2031), Japan (CAGR %), South Korea (CAGR %), and Southeast Asia (CAGR %).
Europe is set to grow from US$ million to US$ million (CAGR %), with Germany projected to hit US$ million by 2031 (CAGR %).

Report Includes:

This definitive report equips CEOs, marketing directors, and investors with a 360° view of the global Explainable AI market across value chain. It analyzes historical revenue data (2020–2024) and delivers forecasts through 2031, illuminating demand trends and growth drivers.
By segmenting the market by Type and by Application, the study quantifies market size, growth rates, niche opportunities, and substitution risks, and analyzes downstream customers distribution pattern.
Granular regional insights cover five major markets—North America, Europe, APAC, South America, and MEA—with in‑depth analysis of 20+ countries, detailing dominant products, competitive landscape, and downstream demand trends.
Critical competitive intelligence profiles players—revenue, margins, pricing strategies, and major customers—and dissects the top-player positioning across product lines, applications, and regions to reveal strategic strengths.
A concise Industry‑chain overview maps upstream, middlestream, and downstream distribution dynamics to identify strategic gaps and unmet demand.
Market Segmentation

Scope of Explainable AI Market Report

Report Metric Details
Report Name Explainable AI Market
Segment by Type
  • Intrinsic Explainability
  • Post - Hoc Explainability
  • Others
Segment by Application
  • Retail & Marketing
  • Healthcare
  • Financial Services
  • Others
Sales by Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company OpenAI, Amelia US LLC, DataRobot, Inc., DarwinAI, Google LLC, IBM Corporation, Microsoft Corporation, Qlik
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Defines the Explainable AI study scope, segments the market by Type and by Application, etc, highlights segment size and growth potential.
  • Chapter 2: Offers current market state, projects global revenue and sales to 2031, pinpointing high consumption regions and emerging market catalysts
  • Chapter 3: Dissects the player landscape—ranks by revenue and profitability, details Player performance by product type and evaluates concentration alongside M&A moves.
  • Chapter 4: Unlocks high margin product segments—compares revenue, ASP, and technology differentiators, highlighting growth niches and substitution risks
  • Chapter 5: Targets downstream market opportunities—evaluates market size by Application, identifies emerging use cases, and profiles leading customers by region and by Application.
  • Chapter 6: North America—breaks down market size by Type, by Application and country, profiles key players and assesses growth drivers and barriers.
  • Chapter 7: Europe—analyses regional market by Type, by Application and players, flagging drivers and barriers.
  • Chapter 8: Asia Pacific—quantifies market size by Type, by Application, and region/country, profiles top players, and uncovers high potential expansion areas.
  • Chapter 9: Central & South America—measures market size by Type, by Application, and country, profiles top players, and identifies investment opportunities and challenges.
  • Chapter 10: Middle East and Africa—evaluates market size by Type, by Application, and country, profiles key players, and outlines investment prospects and market hurdles
  • Chapter 11: Profiles players in depth—details product specs, revenue, margins; Top-tier players 2024 sales breakdowns by Product type, by Application, by region SWOT analysis, and recent strategic developments.
  • Chapter 12: Industry chain—analyses upstream, cost drivers, plus downstream channels.
  • Chapter 13: Market dynamics—explores drivers, restraints, regulatory impacts, and risk mitigation strategies.
  • Chapter 14: Actionable conclusions and strategic recommendations.
  • Why This Report:
  • Beyond standard market data, this analysis provides a clear profitability roadmap—empowering you to:
  • Allocate capital strategically to high growth regions (Chapters 6–10) and margin rich segments (Chapter 5).
  • Negotiate from strength with suppliers (Chapter 12) and customers (Chapter 5) using cost and demand intelligence.
  • Outmaneuver competitors with granular insights into their operations, margins, and strategies (Chapters 3 and 11).
  • Capitalize on the projected billion‑dollar opportunity with data‑driven regional and segment tactics (Chapter 12-14).
  • Leverage this 360° intelligence to turn market complexity into actionable competitive advantage.

FAQ for this report

Who are the main players in the Explainable AI Market report?

Ans: The main players in the Explainable AI Market are OpenAI, Amelia US LLC, DataRobot, Inc., DarwinAI, Google LLC, IBM Corporation, Microsoft Corporation, Qlik

What are the Application segmentation covered in the Explainable AI Market report?

Ans: The Applications covered in the Explainable AI Market report are Retail & Marketing, Healthcare, Financial Services, Others

What are the Type segmentation covered in the Explainable AI Market report?

Ans: The Types covered in the Explainable AI Market report are Intrinsic Explainability, Post - Hoc Explainability, Others

1 Study Coverage
1.1 Introduction to Explainable AI: Definition, Properties, and Key Attributes
1.2 Market Segmentation by Type
1.2.1 Global Explainable AI Market Size by Type, 2020 VS 2024 VS 2031
1.2.2 Intrinsic Explainability
1.2.3 Post - Hoc Explainability
1.2.4 Others
1.3 Market Segmentation by Application
1.3.1 Global Explainable AI Market Size by Application, 2020 VS 2024 VS 2031
1.3.2 Retail & Marketing
1.3.3 Healthcare
1.3.4 Financial Services
1.3.5 Others
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Executive Summary
2.1 Global Explainable AI Revenue Estimates and Forecasts 2020-2031
2.2 Global Explainable AI Revenue by Region
2.2.1 Revenue Comparison: 2020 VS 2024 VS 2031
2.2.2 Historical and Forecasted Revenue by Region (2020-2031)
2.2.3 Global Revenue Market Share by Region (2020-2031)
2.2.4 Emerging Market Focus: Growth Drivers & Investment Trends
3 Competition by Players
3.1 Global Explainable AI Player Revenue Rankings and Profitability
3.1.1 Global Revenue (Value) by Players (2020-2025)
3.1.2 Global Key Player Revenue Ranking (2023 vs. 2024)
3.1.3 Revenue-Based Tier Segmentation (Tier 1, Tier 2, and Tier 3)
3.1.4 Gross Margin by Top Player (2020 VS 2024)
3.2 Global Explainable AI Companies Headquarters and Service Footprint
3.3 Main Product Type Market Size by Players
3.3.1 Intrinsic Explainability Market Size by Players
3.3.2 Post - Hoc Explainability Market Size by Players
3.3.3 Others Market Size by Players
3.4 Global Explainable AI Market Concentration and Dynamics
3.4.1 Global Market Concentration (CR5 and HHI)
3.4.2 Entrant/Exit Impact Analysis
3.4.3 Strategic Moves: M&A, Expansion, R&D Investment
4 Global Product Segmentation Analysis
4.1 Global Explainable AI Revenue Trends by Type
4.1.1 Global Historical and Forecasted Revenue by Type (2020-2031)
4.1.2 Global Revenue Market Share by Type (2020-2031)
4.2 Key Product Attributes and Differentiation
4.3 Subtype Dynamics: Growth Leaders, Profitability and Risk
4.3.1 High-Growth Niches and Adoption Drivers
4.3.2 Profitability Hotspots and Cost Drivers
4.3.3 Substitution Threats
5 Global Downstream Application Analysis
5.1 Global Explainable AI Revenue by Application
5.1.1 Global Historical and Forecasted Revenue by Application (2020-2031)
5.1.2 Revenue Market Share by Application (2020-2031)
5.1.3 High-Growth Application Identification
5.1.4 Emerging Application Case Studies
5.2 Downstream Customer Analysis
5.2.1 Top Customers by Region
5.2.2 Top Customers by Application
6 North America
6.1 North America Market Size (2020-2031)
6.2 North America Key Players Revenue in 2024
6.3 North America Explainable AI Market Size by Type (2020-2031)
6.4 North America Explainable AI Market Size by Application (2020-2031)
6.5 North America Growth Accelerators and Market Barriers
6.6 North America Explainable AI Market Size by Country
6.6.1 North America Revenue Trends by Country
6.6.2 US
6.6.3 Canada
6.6.4 Mexico
7 Europe
7.1 Europe Market Size (2020-2031)
7.2 Europe Key Players Revenue in 2024
7.3 Europe Explainable AI Market Size by Type (2020-2031)
7.4 Europe Explainable AI Market Size by Application (2020-2031)
7.5 Europe Growth Accelerators and Market Barriers
7.6 Europe Explainable AI Market Size by Country
7.6.1 Europe Revenue Trends by Country
7.6.2 Germany
7.6.3 France
7.6.4 U.K.
7.6.5 Italy
7.6.6 Russia
8 Asia-Pacific
8.1 Asia-Pacific Market Size (2020-2031)
8.2 Asia-Pacific Key Players Revenue in 2024
8.3 Asia-Pacific Explainable AI Market Size by Type (2020-2031)
8.4 Asia-Pacific Explainable AI Market Size by Application (2020-2031)
8.5 Asia-Pacific Growth Accelerators and Market Barriers
8.6 Asia-Pacific Explainable AI Market Size by Region
8.6.1 Asia-Pacific Revenue Trends by Region
8.7 China
8.8 Japan
8.9 South Korea
8.10 Australia
8.11 India
8.12 Southeast Asia
8.12.1 Indonesia
8.12.2 Vietnam
8.12.3 Malaysia
8.12.4 Philippines
8.12.5 Singapore
9 Central and South America
9.1 Central and South America Market Size (2020-2031)
9.2 Central and South America Key Players Revenue in 2024
9.3 Central and South America Explainable AI Market Size by Type (2020-2031)
9.4 Central and South America Explainable AI Market Size by Application (2020-2031)
9.5 Central and South America Investment Opportunities and Key Challenges
9.6 Central and South America Explainable AI Market Size by Country
9.6.1 Central and South America Revenue Trends by Country (2020 VS 2024 VS 2031)
9.6.2 Brazil
9.6.3 Argentina
10 Middle East and Africa
10.1 Middle East and Africa Market Size (2020-2031)
10.2 Middle East and Africa Key Players Revenue in 2024
10.3 Middle East and Africa Explainable AI Market Size by Type (2020-2031)
10.4 Middle East and Africa Explainable AI Market Size by Application (2020-2031)
10.5 Middle East and Africa Investment Opportunities and Key Challenges
10.6 Middle East and Africa Explainable AI Market Size by Country
10.6.1 Middle East and Africa Revenue Trends by Country (2020 VS 2024 VS 2031)
10.6.2 GCC Countries
10.6.3 Israel
10.6.4 Egypt
10.6.5 South Africa
11 Corporate Profile
11.1 OpenAI
11.1.1 OpenAI Corporation Information
11.1.2 OpenAI Business Overview
11.1.3 OpenAI Explainable AI Product Features and Attributes
11.1.4 OpenAI Explainable AI Revenue and Gross Margin (2020-2025)
11.1.5 OpenAI Explainable AI Revenue by Product in 2024
11.1.6 OpenAI Explainable AI Revenue by Application in 2024
11.1.7 OpenAI Explainable AI Revenue by Geographic Area in 2024
11.1.8 OpenAI Explainable AI SWOT Analysis
11.1.9 OpenAI Recent Developments
11.2 Amelia US LLC
11.2.1 Amelia US LLC Corporation Information
11.2.2 Amelia US LLC Business Overview
11.2.3 Amelia US LLC Explainable AI Product Features and Attributes
11.2.4 Amelia US LLC Explainable AI Revenue and Gross Margin (2020-2025)
11.2.5 Amelia US LLC Explainable AI Revenue by Product in 2024
11.2.6 Amelia US LLC Explainable AI Revenue by Application in 2024
11.2.7 Amelia US LLC Explainable AI Revenue by Geographic Area in 2024
11.2.8 Amelia US LLC Explainable AI SWOT Analysis
11.2.9 Amelia US LLC Recent Developments
11.3 DataRobot, Inc.
11.3.1 DataRobot, Inc. Corporation Information
11.3.2 DataRobot, Inc. Business Overview
11.3.3 DataRobot, Inc. Explainable AI Product Features and Attributes
11.3.4 DataRobot, Inc. Explainable AI Revenue and Gross Margin (2020-2025)
11.3.5 DataRobot, Inc. Explainable AI Revenue by Product in 2024
11.3.6 DataRobot, Inc. Explainable AI Revenue by Application in 2024
11.3.7 DataRobot, Inc. Explainable AI Revenue by Geographic Area in 2024
11.3.8 DataRobot, Inc. Explainable AI SWOT Analysis
11.3.9 DataRobot, Inc. Recent Developments
11.4 DarwinAI
11.4.1 DarwinAI Corporation Information
11.4.2 DarwinAI Business Overview
11.4.3 DarwinAI Explainable AI Product Features and Attributes
11.4.4 DarwinAI Explainable AI Revenue and Gross Margin (2020-2025)
11.4.5 DarwinAI Explainable AI Revenue by Product in 2024
11.4.6 DarwinAI Explainable AI Revenue by Application in 2024
11.4.7 DarwinAI Explainable AI Revenue by Geographic Area in 2024
11.4.8 DarwinAI Explainable AI SWOT Analysis
11.4.9 DarwinAI Recent Developments
11.5 Google LLC
11.5.1 Google LLC Corporation Information
11.5.2 Google LLC Business Overview
11.5.3 Google LLC Explainable AI Product Features and Attributes
11.5.4 Google LLC Explainable AI Revenue and Gross Margin (2020-2025)
11.5.5 Google LLC Explainable AI Revenue by Product in 2024
11.5.6 Google LLC Explainable AI Revenue by Application in 2024
11.5.7 Google LLC Explainable AI Revenue by Geographic Area in 2024
11.5.8 Google LLC Explainable AI SWOT Analysis
11.5.9 Google LLC Recent Developments
11.6 IBM Corporation
11.6.1 IBM Corporation Corporation Information
11.6.2 IBM Corporation Business Overview
11.6.3 IBM Corporation Explainable AI Product Features and Attributes
11.6.4 IBM Corporation Explainable AI Revenue and Gross Margin (2020-2025)
11.6.5 IBM Corporation Recent Developments
11.7 Microsoft Corporation
11.7.1 Microsoft Corporation Corporation Information
11.7.2 Microsoft Corporation Business Overview
11.7.3 Microsoft Corporation Explainable AI Product Features and Attributes
11.7.4 Microsoft Corporation Explainable AI Revenue and Gross Margin (2020-2025)
11.7.5 Microsoft Corporation Recent Developments
11.8 Qlik
11.8.1 Qlik Corporation Information
11.8.2 Qlik Business Overview
11.8.3 Qlik Explainable AI Product Features and Attributes
11.8.4 Qlik Explainable AI Revenue and Gross Margin (2020-2025)
11.8.5 Qlik Recent Developments
12 Explainable AIIndustry Chain Analysis
12.1 Explainable AI Industry Chain
12.2 Upstream Analysis
12.2.1 Upstream Key Suppliers
12.3 Middlestream Analysis
12.4 Downstream Sales Model and Distribution Networks
12.4.1 Sales Channels
12.4.2 Distributors
13 Explainable AI Market Dynamics
13.1 Industry Trends and Evolution
13.2 Market Growth Drivers and Emerging Opportunities
13.3 Market Challenges, Risks, and Restraints
14 Key Findings in the Global Explainable AI Study
15 Appendix
15.1 Research Methodology
15.1.1 Methodology/Research Approach
15.1.1.1 Research Programs/Design
15.1.1.2 Market Size Estimation
15.1.1.3 Market Breakdown and Data Triangulation
15.1.2 Data Source
15.1.2.1 Secondary Sources
15.1.2.2 Primary Sources
15.2 Author Details
List of Tables
 Table 1. Global Explainable AI Market Size Growth Rate by Type, 2020 VS 2024 VS 2031 (US$ Million)
 Table 2. Global Explainable AI Market Size Growth Rate by Application, 2020 VS 2024 VS 2031 (US$ Million)
 Table 3. Global Explainable AI Revenue Grow Rate (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Table 4. Global Explainable AI Revenue by Region (2020-2025) & (US$ Million)
 Table 5. Global Explainable AI Revenue by Region (2026-2031) & (US$ Million)
 Table 6. Emerging Market Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 7. Global Explainable AI Revenue by Players (2020-2025) & (US$ Million)
 Table 8. Global Explainable AI Revenue Market Share by Players (2020-2025)
 Table 9. Global Key Players’Ranking Shift (2023 vs. 2024) (Based on Revenue)
 Table 10. Global Explainable AI by Player Tier (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Explainable AI as of 2024)
 Table 11. Global Explainable AI Average Gross Margin (%) by Player (2020 VS 2024)
 Table 12. Global Explainable AI Companies Headquarters
 Table 13. Global Explainable AI Market Concentration Ratio (CR5 and HHI)
 Table 14. Key Market Entrant/Exit (2020-2024) – Drivers & Impact Analysis
 Table 15. Key Mergers & Acquisitions, Expansion Plans, R&D Investment
 Table 16. Global Explainable AI Revenue by Type (2020-2025) & (US$ Million)
 Table 17. Global Explainable AI Revenue by Type (2026-2031) & (US$ Million)
 Table 18. Key Product Attributes and Differentiation
 Table 19. Global Explainable AI Revenue by Application (2020-2025) & (US$ Million)
 Table 20. Global Explainable AI Revenue by Application (2026-2031) & (US$ Million)
 Table 21. Explainable AI High-Growth Sectors Demand CAGR (2024-2031)
 Table 22. Top Customers by Region
 Table 23. Top Customers by Application
 Table 24. North America Explainable AI Growth Accelerators and Market Barriers
 Table 25. North America Explainable AI Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 26. Europe Explainable AI Growth Accelerators and Market Barriers
 Table 27. Europe Explainable AI Revenue Grow Rate (CAGR) by Country: 2020 VS 2024 VS 2031 (US$ Million)
 Table 28. Asia-Pacific Explainable AI Growth Accelerators and Market Barriers
 Table 29. Asia-Pacific Explainable AI Revenue Grow Rate (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Table 30. Central and South America Explainable AI Investment Opportunities and Key Challenges
 Table 31. Central and South America Explainable AI Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 32. Middle East and Africa Explainable AI Investment Opportunities and Key Challenges
 Table 33. Middle East and Africa Explainable AI Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 34. OpenAI Corporation Information
 Table 35. OpenAI Description and Major Businesses
 Table 36. OpenAI Product Features and Attributes
 Table 37. OpenAI Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 38. OpenAI Revenue Proportion by Product in 2024
 Table 39. OpenAI Revenue Proportion by Application in 2024
 Table 40. OpenAI Revenue Proportion by Geographic Area in 2024
 Table 41. OpenAI Explainable AI SWOT Analysis
 Table 42. OpenAI Recent Developments
 Table 43. Amelia US LLC Corporation Information
 Table 44. Amelia US LLC Description and Major Businesses
 Table 45. Amelia US LLC Product Features and Attributes
 Table 46. Amelia US LLC Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 47. Amelia US LLC Revenue Proportion by Product in 2024
 Table 48. Amelia US LLC Revenue Proportion by Application in 2024
 Table 49. Amelia US LLC Revenue Proportion by Geographic Area in 2024
 Table 50. Amelia US LLC Explainable AI SWOT Analysis
 Table 51. Amelia US LLC Recent Developments
 Table 52. DataRobot, Inc. Corporation Information
 Table 53. DataRobot, Inc. Description and Major Businesses
 Table 54. DataRobot, Inc. Product Features and Attributes
 Table 55. DataRobot, Inc. Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 56. DataRobot, Inc. Revenue Proportion by Product in 2024
 Table 57. DataRobot, Inc. Revenue Proportion by Application in 2024
 Table 58. DataRobot, Inc. Revenue Proportion by Geographic Area in 2024
 Table 59. DataRobot, Inc. Explainable AI SWOT Analysis
 Table 60. DataRobot, Inc. Recent Developments
 Table 61. DarwinAI Corporation Information
 Table 62. DarwinAI Description and Major Businesses
 Table 63. DarwinAI Product Features and Attributes
 Table 64. DarwinAI Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 65. DarwinAI Revenue Proportion by Product in 2024
 Table 66. DarwinAI Revenue Proportion by Application in 2024
 Table 67. DarwinAI Revenue Proportion by Geographic Area in 2024
 Table 68. DarwinAI Explainable AI SWOT Analysis
 Table 69. DarwinAI Recent Developments
 Table 70. Google LLC Corporation Information
 Table 71. Google LLC Description and Major Businesses
 Table 72. Google LLC Product Features and Attributes
 Table 73. Google LLC Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 74. Google LLC Revenue Proportion by Product in 2024
 Table 75. Google LLC Revenue Proportion by Application in 2024
 Table 76. Google LLC Revenue Proportion by Geographic Area in 2024
 Table 77. Google LLC Explainable AI SWOT Analysis
 Table 78. Google LLC Recent Developments
 Table 79. IBM Corporation Corporation Information
 Table 80. IBM Corporation Description and Major Businesses
 Table 81. IBM Corporation Product Features and Attributes
 Table 82. IBM Corporation Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 83. IBM Corporation Recent Developments
 Table 84. Microsoft Corporation Corporation Information
 Table 85. Microsoft Corporation Description and Major Businesses
 Table 86. Microsoft Corporation Product Features and Attributes
 Table 87. Microsoft Corporation Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 88. Microsoft Corporation Recent Developments
 Table 89. Qlik Corporation Information
 Table 90. Qlik Description and Major Businesses
 Table 91. Qlik Product Features and Attributes
 Table 92. Qlik Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 93. Qlik Recent Developments
 Table 94. Raw Materials Key Suppliers
 Table 95. Distributors List
 Table 96. Market Trends and Market Evolution
 Table 97. Market Drivers and Opportunities
 Table 98. Market Challenges, Risks, and Restraints
 Table 99. Research Programs/Design for This Report
 Table 100. Key Data Information from Secondary Sources
 Table 101. Key Data Information from Primary Sources


List of Figures
 Figure 1. Explainable AI Product Picture
 Figure 2. Global Explainable AI Market Size Growth Rate by Type, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 3. Intrinsic Explainability Product Picture
 Figure 4. Post - Hoc Explainability Product Picture
 Figure 5. Others Product Picture
 Figure 6. Global Explainable AI Market Size Growth Rate by Application, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 7. Retail & Marketing
 Figure 8. Healthcare
 Figure 9. Financial Services
 Figure 10. Others
 Figure 11. Explainable AI Report Years Considered
 Figure 12. Global Explainable AI Revenue, (US$ Million), 2020 VS 2024 VS 2031
 Figure 13. Global Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 14. Global Explainable AI Revenue (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Figure 15. Global Explainable AI Revenue Market Share by Region (2020-2031)
 Figure 16. Global Explainable AI Revenue Market Share Ranking (2024)
 Figure 17. Tier Distribution by Revenue Contribution (2020 VS 2024)
 Figure 18. Intrinsic Explainability Revenue Market Share by Player in 2024
 Figure 19. Post - Hoc Explainability Revenue Market Share by Player in 2024
 Figure 20. Others Revenue Market Share by Player in 2024
 Figure 21. Global Explainable AI Revenue Market Share by Type (2020-2031)
 Figure 22. Global Explainable AI Revenue Market Share by Application (2020-2031)
 Figure 23. North America Explainable AI Revenue YoY (2020-2031) & (US$ Million)
 Figure 24. North America Top 5 Players Explainable AI Revenue (US$ Million) in 2024
 Figure 25. North America Explainable AI Revenue (US$ Million) by Type (2020 - 2031)
 Figure 26. North America Explainable AI Revenue (US$ Million) by Application (2020-2031)
 Figure 27. US Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 28. Canada Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 29. Mexico Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 30. Europe Explainable AI Revenue YoY (2020-2031) & (US$ Million)
 Figure 31. Europe Top 5 Players Explainable AI Revenue (US$ Million) in 2024
 Figure 32. Europe Explainable AI Revenue (US$ Million) by Type (2020-2031)
 Figure 33. Europe Explainable AI Revenue (US$ Million) by Application (2020-2031)
 Figure 34. Germany Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 35. France Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 36. U.K. Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 37. Italy Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 38. Russia Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 39. Asia-Pacific Explainable AI Revenue YoY (2020-2031) & (US$ Million)
 Figure 40. Asia-Pacific Top 8 Players Explainable AI Revenue (US$ Million) in 2024
 Figure 41. Asia-Pacific Explainable AI Revenue (US$ Million) by Type (2020-2031)
 Figure 42. Asia-Pacific Explainable AI Revenue (US$ Million) by Application (2020-2031)
 Figure 43. Indonesia Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 44. Japan Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 45. South Korea Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 46. Australia Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 47. India Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 48. Indonesia Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 49. Vietnam Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 50. Malaysia Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 51. Philippines Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 52. Singapore Explainable AI Revenue (2020-2031) & (US$ Million)
 Figure 53. Central and South America Explainable AI Revenue YoY (2020-2031) & (US$ Million)
 Figure 54. Central and South America Top 5 Players Explainable AI Revenue (US$ Million) in 2024
 Figure 55. Central and South America Explainable AI Revenue (US$ Million) by Type (2020-2031)
 Figure 56. Central and South America Explainable AI Revenue (US$ Million) by Application (2020-2031)
 Figure 57. Brazil Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 58. Argentina Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 59. Middle East and Africa Explainable AI Revenue YoY (2020-2031) & (US$ Million)
 Figure 60. Middle East and Africa Top 5 Players Explainable AI Revenue (US$ Million) in 2024
 Figure 61. South America Explainable AI Revenue (US$ Million) by Type (2020-2031)
 Figure 62. Middle East and Africa Explainable AI Revenue (US$ Million) by Application (2020-2031)
 Figure 63. GCC Countries Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 64. Israel Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 65. Egypt Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 66. South Africa Explainable AI Revenue (2020-2025) & (US$ Million)
 Figure 67. Explainable AI Industry Chain Mapping
 Figure 68. Channels of Distribution (Direct Vs Distribution)
 Figure 69. Bottom-up and Top-down Approaches for This Report
 Figure 70. Data Triangulation
 Figure 71. Key Executives Interviewed
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