1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.3 Study Scope
1.3.1 Market Segmentation
1.3.2 Inclusions & Exclusions
1.3.3 Regions Covered
1.4 Years Considered
1.5 Currency Considered
Table 1 USD Exchange Rates, 2020-2022
1.6 Stakeholders
2 Research Methodology
2.1 Research Data
Figure 1 Research Design
2.1.1 Secondary Data
2.1.2 Primary Data
Table 2 List of Primary Interviews
2.1.2.1 Breakup of Primary Profiles
2.1.2.2 Key Industry Insights
2.2 Market Forecast
Table 3 Factor Analysis
2.3 Market Breakup & Data Triangulation
2.4 Market Size Estimation
Figure 2 Top-Down and Bottom-Up Approaches
2.4.1 Top-Down Approach
2.4.2 Bottom-Up Approach
Figure 3 Approach 1 (Supply Side): Revenue of Solutions/Services of Explainable AI Vendors
Figure 4 Approach 2, Bottom-Up (Supply-Side): Collective Revenue from All Solutions/Services of Explainable AI Vendors
Figure 5 Approach 3, Bottom-Up (Supply-Side): Collective Revenue from All Solutions/Services of Explainable AI Vendors
Figure 6 Approach 4, Bottom-Up (Demand-Side): Share of Explainable AI Solutions and Services Through Overall Spending
2.5 Research Assumptions
2.6 Limitations and Risk Assessment
2.7 Implications of Recession on Explainable AI Market
3 Executive Summary
Table 4 Explainable AI Market Size and Growth Rate, 2018-2022 (USD Million, Y-O-Y Growth)
Table 5 Market Size and Growth Rate, 2023-2030 (USD Billion, Y-O-Y Growth)
Figure 7 Solutions to Form Larger Market in 2023
Figure 8 Deployment & Integration Services to Lead Market for Explainable AI Services in 2023
Figure 9 Standalone Software to Dominate Market in 2023
Figure 10 On-Premise Deployment to Lead Over Cloud Market in 2023
Figure 11 Bfsi Vertical to Account for Largest Market in 2023
Figure 12 North America to Account for Largest Share in 2023
4 Premium Insights
4.1 Attractive Opportunities for Explainable AI Market Players
Figure 13 Rising Investments in Explainable AI Research & Development to Drive Market Growth
4.2 Overview of Recession in Global Market
Figure 14 Market to Witness Minor Decline in Y-O-Y Growth in 2023
4.3 Market, by Vertical
Figure 15 Bfsi to Account for Largest Market During Forecast Period
4.4 Market, by Key Offering and Vertical
Figure 16 Standalone Software and Bfsi to Lead Respective Segments in Market in 2023
4.5 Market, by Region
Figure 17 North America to Dominate Market in 2023
5 Market Overview and Industry Trends
5.1 Introduction
5.2 Market Dynamics
Figure 18 Drivers, Restraints, Opportunities, and Challenges: Explainable AI Market
5.2.1 Drivers
5.2.1.1 Industry 4.0 Driving Demand for Explainable AI
5.2.1.2 Adoption of Deep Learning and Neural Networks
5.2.1.3 Rise in Technological Advancements and Innovations
5.2.2 Restraints
5.2.2.1 Shortage of Skilled Xai Professionals
5.2.2.2 Data Security Concerns
5.2.3 Opportunities
5.2.3.1 Enhanced Decision Support
5.2.3.2 Ethical AI and Fairness
5.2.3.3 Improved User Adoption and Collaboration
5.2.4 Challenges
5.2.4.1 Complexity of AI Models
5.2.4.2 Concerns Related to Bias and Inaccurately Generated Output
5.3 Explainable Ai: Evolution
Figure 19 Evolution of Explainable AI
5.4 Explainable Ai: Ecosystem
Figure 20 Explainable AI Market: Ecosystem
Table 6 Market: Ecosystem
5.5 Case Study Analysis
5.5.1 Case Study 1: Darwinai Delivered Explainable AI Using Openvino Toolkit
5.5.2 Case Study 2: H20.Ai and Wells Fargo Helped to Manage Machine Learning Model
5.5.3 Case Study 3: Conjura Reduced Time to Detect and Resolve Model Drift from Days to Hours with Fiddler
5.5.4 Case Study 4: Fico Helped North American Bank to Improve Credit Risk Decisions
5.5.5 Case Study 5: How.Fm Reduced Time to Detect Model Issues from Days to Minutes
5.6 Technology Analysis
5.6.1 Key Technologies
5.6.1.1 Machine Learning
5.6.1.2 Nlp
5.6.1.3 Computer Vision
5.6.1.4 Big Data Analytics
5.6.2 Adjacent Technologies
5.6.2.1 Iot
5.6.2.2 Automl
5.6.2.3 Blockchain
5.6.2.4 Conversational AI
5.6.2.5 Knowledge Graph
5.7 Supply/Value Chain Analysis
Figure 21 Supply/Value Chain Analysis
5.8 Porter's Five Forces Analysis
Figure 22 Explainable AI Market: Porter's Five Forces Analysis
Table 7 Market: Porter's Five Forces Analysis
5.8.1 Threat of New Entrants
5.8.2 Threat of Substitutes
5.8.3 Bargaining Power of Suppliers
5.8.4 Bargaining Power of Buyers
5.8.5 Intensity of Competitive Rivalry
5.9 Pricing Model Analysis
5.9.1 Selling Prices of Key Players, by Offering
Figure 23 Selling Prices of Key Players, by Offering
Table 8 Selling Prices of Key Players, by Offering (USD)
5.10 Patent Analysis
5.10.1 Methodology
5.10.2 Document Type
Table 9 Patents Filed, 2013-2023
5.10.3 Innovation and Patent Applications
Figure 24 Total Number of Patents Granted Annually, 2013-2023
5.10.3.1 Top Applicants
Figure 25 Top Ten Companies with Highest Number of Patent Applications, 2013-2023
Table 10 Top 20 Patent Owners in Explainable AI Market, 2013-2023
Table 11 List of Major Patents in Market, 2021-2023
5.11 Key Conferences & Events in 2023-2024
Table 12 Market: List of Conferences & Events
5.12 Tariff and Regulatory Landscape
5.12.1 Regulatory Bodies, Government Agencies, and Other Organizations
Table 13 North America: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 14 Europe: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 15 Asia-Pacific: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 16 Middle East & Africa: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 17 Latin America: List of Regulatory Bodies, Government Agencies, and Other Organizations
5.13 Trends/Disruptions Impacting Buyers/Clients in Explainable AI Market
Figure 26 Market: Trends/Disruptions Impacting Buyers/Clients
5.14 Key Stakeholders and Buying Criteria
5.14.1 Key Stakeholders in Buying Process
Figure 27 Influence of Stakeholders on Buying Process for Top Three Verticals
Table 18 Influence of Stakeholders on Buying Process for Top Three Verticals (%)
5.14.2 Buying Criteria
Figure 28 Key Buying Criteria for Top Three Verticals
Table 19 Key Buying Criteria for Top Three Verticals
5.15 Best Practices in Market
5.15.1 Understand Need for Explanation
5.15.2 Interpretable Models
5.15.3 Ethical Considerations
5.15.4 User-Centric Design
5.15.5 Transparency and Documentation
5.16 Technology Roadmap of Explainable AI Market
Figure 29 Technology Roadmap of Market, 2023-2030
Table 20 Technology Roadmap of Market, 2023-2030
5.17 Pillars/Principles of Explainable AI
5.17.1 Inform Subject of Algorithm
5.17.2 Build Societal Trust in AI Systems
5.17.3 Satisfy Compliance or Regulatory Requirements
5.17.4 Assist with Further System Development
5.17.5 Benefit Algorithm's Owner
6 Explainable AI Market, by Offering
6.1 Introduction
6.1.1 Offering: Market Drivers
Figure 30 Explainable AI Services to Register Higher CAGR During Forecast Period
Table 21 Market, by Offering, 2018-2022 (USD Million)
Table 22 Market, by Offering, 2023-2028 (USD Million)
6.2 Solutions, by Type
Figure 31 Software Toolkits & Frameworks to Grow at Higher CAGR During Forecast Period
Table 23 Explainable AI Solutions Market, by Type, 2018-2022 (USD Million)
Table 24 Explainable AI Solutions Market, by Type, 2023-2028 (USD Million)
6.2.1 Software Platforms
6.2.1.1 Explainable AI Software Platforms to Allow Users to Continuously Monitor Behavior of AI Models in Real Time
Table 25 Software Platforms: Market, by Region, 2018-2022 (USD Million)
Table 26 Software Platforms: Market, by Region, 2023-2028 (USD Million)
6.2.2 Software Toolkits & Frameworks
6.2.2.1 Software Toolkits & Frameworks for Explainable AI to be More Developer-Centric
Table 27 Software Toolkits & Frameworks: Market, by Region, 2018-2022 (USD Million)
Table 28 Software Toolkits & Frameworks: Market, by Region, 2023-2028 (USD Million)
6.3 Solutions, by Deployment Mode
Figure 32 Cloud to Grow at Higher CAGR During Forecast Period
Table 29 Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 30 Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
6.3.1 Cloud
6.3.1.1 Cloud-Based Explainable AI Solutions to Enable to Process Large Datasets and Complex Models Efficiently
Table 31 Cloud: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 32 Cloud: Market, by Region, 2023-2028 (USD Million)
6.3.2 On-Premises
6.3.2.1 On-Premises Explainable AI Solutions to be Customizable and Configurable to Align with Organization's Unique Infrastructure and Security Policies
Table 33 On-Premises: Market, by Region, 2018-2022 (USD Million)
Table 34 On-Premises: Market, by Region, 2023-2028 (USD Million)
6.4 Services
Figure 33 Data Engineering to Grow at Highest CAGR During Forecast Period
Table 35 Market, by Service, 2018-2022 (USD Million)
Table 36 Market, by Service, 2023-2028 (USD Million)
6.4.1 Consulting
6.4.1.1 Consulting Firms to Guide Businesses in Making Informed Decisions About Explainable AI Adoption
Table 37 Consulting: Market, by Region, 2018-2022 (USD Million)
Table 38 Consulting: Market, by Region, 2023-2028 (USD Million)
6.4.2 Deployment & Integration
6.4.2.1 Deployment & Integration Services to be Crucial for Implementing Explainable AI Solutions Seamlessly
Table 39 Deployment & Integration: Market, by Region, 2018-2022 (USD Million)
Table 40 Deployment & Integration: Market, by Region, 2023-2028 (USD Million)
6.4.3 Training & Education
6.4.3.1 By Providing Ongoing Education, Explainable AI Vendors to Contribute to Transparent and Responsible AI Ecosystem
Table 41 Training & Education: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 42 Training & Education: Market, by Region, 2023-2028 (USD Million)
6.4.4 Post-Implementation Support
6.4.4.1 Post-Implementation Support to Involve Monitoring and Maintaining Models to Prevent Model Drift and Data Biases
Table 43 Post-Implementation Support: Market, by Region, 2018-2022 (USD Million)
Table 44 Post-Implementation Support: Market, by Region, 2023-2028 (USD Million)
6.4.5 Data Science Advisory
6.4.5.1 Data Science Advisory Services in Explainable AI Domain to Involve Various Aspects of AI and Machine Learning
Table 45 Data Science Advisory: Market, by Region, 2018-2022 (USD Million)
Table 46 Data Science Advisory: Market, by Region, 2023-2028 (USD Million)
6.4.6 Ai/Ml Research
6.4.6.1 Companies to Frequently Engage in AI and Ml Research to Stay at Forefront of Technological Advancements
Table 47 Ai/Ml Research: Market, by Region, 2018-2022 (USD Million)
Table 48 Ai/Ml Research: Market, by Region, 2023-2028 (USD Million)
6.4.7 Ai/Ml-Enabled Services
6.4.7.1 Ai/Ml-Enabled Services to Emphasize on Transparency and Interpretability
Table 49 Ai/Ml-Enabled Services: Market, by Region, 2018-2022 (USD Million)
Table 50 Ai/Ml-Enabled Services: Market, by Region, 2023-2028 (USD Million)
6.4.8 Data Engineering
6.4.8.1 Effective Data Engineering to Lay Foundation for Successful AI and Explainable AI Implementations
Table 51 Data Engineering: Market, by Region, 2018-2022 (USD Million)
Table 52 Data Engineering: Market, by Region, 2023-2028 (USD Million)
7 Explainable AI Market, by Software Type
7.1 Introduction
7.1.1 Software Type: Market Drivers
Figure 34 Standalone Software to Register Highest CAGR During Forecast Period
Table 53 Market, by Software Type, 2018-2022 (USD Million)
Table 54 Market, by Software Type, 2023-2028 (USD Million)
7.2 Standalone Software
7.2.1 Standalone Software to Typically Focus on Post Hoc Interpretability
Table 55 Standalone Software: Market, by Region, 2018-2022 (USD Million)
Table 56 Standalone Software: Market, by Region, 2023-2028 (USD Million)
7.3 Integrated Software
7.3.1 Integrated Explainable AI Software to Work Seamlessly Within Larger AI and Machine Learning Platforms or Workflows
Table 57 Integrated Software: Market, by Region, 2018-2022 (USD Million)
Table 58 Integrated Software: Market, by Region, 2023-2028 (USD Million)
7.4 Automated Reporting Tools
7.4.1 Automated Reporting Tools to be Invaluable for Organizations That Need to Share AI Insights with Regulatory Bodies
Table 59 Automated Reporting Tools: Market, by Region, 2018-2022 (USD Million)
Table 60 Automated Reporting Tools: Market, by Region, 2023-2028 (USD Million)
7.5 Interactive Model Visualization
7.5.1 Interactive Model Visualization Software to Allow Users to Visualize Model Inputs, Outputs, and Intermediate Layers in Real Time
Table 61 Interactive Model Visualization: Market, by Region, 2018-2022 (USD Million)
Table 62 Interactive Model Visualization: Market, by Region, 2023-2028 (USD Million)
8 Explainable AI Market, by Method
8.1 Introduction
8.1.1 Method: Market Drivers
Figure 35 Model-Agnostic Methods to Witness Higher Growth Rate During Forecast Period
Table 63 Market, by Method, 2018-2022 (USD Million)
Table 64 Market, by Method, 2023-2028 (USD Million)
8.2 Model-Agnostic Methods
8.2.1 Companies to Utilize Model-Agnostic Methods to Make AI Models More Interpretable and Build Trust with Users and Stakeholders
Table 65 Model-Agnostic Methods: Market, by Region, 2018-2022 (USD Million)
Table 66 Model-Agnostic Methods: Market, by Region, 2023-2028 (USD Million)
8.3 Model-Specific Methods
8.3.1 Companies to Use These Techniques When They Have In-Depth Knowledge of Model and Can Modify It for Enhanced Interpretability
Table 67 Model-Specific Methods: Market, by Region, 2018-2022 (USD Million)
Table 68 Model-Specific Methods: Market, by Region, 2023-2028 (USD Million)
9 Explainable AI Market, by Vertical
9.1 Introduction
9.1.1 Vertical: Market Drivers
Figure 36 Healthcare & Life Sciences to Witness Highest Growth Rate During Forecast Period
Table 69 Market, by Vertical, 2018-2022 (USD Million)
Table 70 Market, by Vertical, 2023-2028 (USD Million)
9.2 Bfsi
Table 71 Bfsi: Market, by Region, 2018-2022 (USD Million)
Table 72 Bfsi: Market, by Region, 2023-2028 (USD Million)
9.2.1 Credit Scoring and Loan Approvals
9.2.1.1 Explainable AI to Play Vital Role in Providing Clear Understanding of Factors Influencing Customers’ Creditworthiness
9.2.2 Fraud Detection and Prevention
9.2.2.1 Explainable AI Models to Provide Insights into Features and Patterns That Contributed to Transactions Being Labeled as Suspicious
9.2.3 Risk Assessment in Investments
9.2.3.1 Explainable AI Crucial for Enabling Investors and Asset Managers to Make Informed Decisions
9.2.4 Customer Service and Queries
9.2.4.1 Explainable AI to Assist in Improving the Overall Customer Experience and Satisfaction
9.2.5 Bias Detection and Mitigation
9.2.5.1 Explainable AI to Help Bfsi Organizations Mitigate Reputational Risks Associated with Biased or Unfair Practices
9.2.6 Others
9.3 Retail & Ecommerce
Table 73 Retail & Ecommerce: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 74 Retail & Ecommerce: Market, by Region, 2023-2028 (USD Million)
9.3.1 Customer Behavior Analysis
9.3.1.1 Explainable AI to Play Crucial Role in Retail Business by Providing Interpretable Insights on Customer Behavior
9.3.2 Dynamic Pricing Strategies
9.3.2.1 Explainable AI Algorithms to Help Customers Understand Rationale Behind Price Changes
9.3.3 Supply Chain Optimization
9.3.3.1 Explainable AI to Optimize Supply Chains by Providing Transparency into Decision-Making Processes
9.3.4 Product Recommendations
9.3.4.1 Explainable AI to Help by Providing Clear and Understandable Justifications for Product Recommendations Made to Customers
9.3.5 Others
9.4 Government & Public Sector
Table 75 Government & Public Sector: Market, by Region, 2018-2022 (USD Million)
Table 76 Government & Public Sector: Market, by Region, 2023-2028 (USD Million)
9.4.1 Policy Decision Support
9.4.1.1 Explainable AI to be Able to Identify Potential Biases in Policy Recommendations, Ensuring Fairness and Equitability
9.4.2 Traffic and Urban Planning
9.4.2.1 Explainable AI to Assist in Predictive Modeling for Future Urban Development by Highlighting Environmental and Societal Impact of Various Scenarios
9.4.3 Ecosystem Monitoring
9.4.3.1 Explainable AI to Help Identify Factors Influencing Species Population Dynamics, Supporting More Effective Conservation Strategies
9.4.4 Predictive Policing
9.4.4.1 Explainable AI to Enhance Predictive Policing Models
9.4.5 Others
9.5 Healthcare & Life Sciences
Table 77 Healthcare & Life Sciences: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 78 Healthcare & Life Sciences: Market, by Region, 2023-2028 (USD Million)
9.5.1 Medical Diagnostics and Imaging
9.5.1.1 Explainable AI to Reduce Errors, Improve Clinical Confidence, and Ultimately Enhance Patient Care
9.5.2 Drug Discovery and Development
9.5.2.1 Explainable AI to Optimize Process of Identifying Potential Drug Candidates
9.5.3 Personalized Medicine
9.5.3.1 Explainable AI to Enhance Patient and Clinician Trust in Personalized Treatment Plans
9.5.4 Clinical Trial Eligibility
9.5.4.1 Explainable AI to Demystify Black-Box Nature of Machine Learning Models
9.5.5 Model Transparency and Debugging
9.5.5.1 By Enhancing Model Transparency and Facilitating Debugging, Explainable AI to Bolster Confidence of Healthcare Practitioners
9.5.6 Others
9.6 Manufacturing
Table 79 Manufacturing: Market, by Region, 2018-2022 (USD Million)
Table 80 Manufacturing: Market, by Region, 2023-2028 (USD Million)
9.6.1 Production Line Optimization
9.6.1.1 Explainable AI to Identify Patterns Leading to Machine Breakdowns or Suboptimal Performance
9.6.2 Resource Allocation
9.6.2.1 Explainable AI to Explain Why Energy Usage Fluctuates and How It is Influenced by Production Volume and Machine Settings
9.6.3 Custom Product Design
9.6.3.1 Explainable AI to Facilitate Better Collaboration Between Manufacturers and Their Clients
9.6.4 Supplier Selection
9.6.4.1 Explainable AI to Assist in Risk Assessment and Highlight Potential Red Flags in Supplier's Track Record
9.6.5 Others
9.7 Energy & Utilities
Table 81 Energy & Utilities: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 82 Energy & Utilities: Market, by Region, 2023-2028 (USD Million)
9.7.1 Grid Management
9.7.1.1 Explainable AI to Help Investigate Root Causes, Which is Crucial for Post-Incident Analysis and Continuous Improvement in Grid Management
9.7.2 Renewable Energy Forecasting
9.7.2.1 Explainable AI to Enhance Trustworthiness of Forecasts by Providing Clear Insights into Features and Data Points
9.7.3 Energy Consumption Analysis
9.7.3.1 Explainable AI to Assist by Providing Transparency in Energy Consumption Analysis
9.7.4 Asset Maintenance Optimization
9.7.4.1 AI to Help Build Trust Among Stakeholders and Make It Easier to Justify Maintenance Decisions to Regulators and Public
9.7.5 Others
9.8 Telecommunications
Table 83 Telecommunications: Market, by Region, 2018-2022 (USD Million)
Table 84 Telecommunications: Market, by Region, 2023-2028 (USD Million)
9.8.1 Network Management
9.8.1.1 Explainable AI to Help Telecom Operators Better Understand and Optimize Their Network Performance
9.8.2 Service Plan Recommendations
9.8.2.1 Explainable AI to Enhance Personalization and Customer Experience
9.8.3 Churn Prediction and Retention
9.8.3.1 Explainable AI to Help Craft Personalized Retention Strategies
9.8.4 Quality of Service (Qos) Optimization
9.8.4.1 Explainable AI to Provide Transparency and Insights into Decision-Making Processes Behind Qos Optimization
9.8.5 Others
9.9 Media & Entertainment
Table 85 Media & Entertainment: Explainable AI Market, by Region, 2018-2022 (USD Million)
Table 86 Media & Entertainment: Market, by Region, 2023-2028 (USD Million)
9.9.1 Content Recommendations
9.9.1.1 Explainable AI to Provide Transparent Recommendations to Users in Media & Entertainment Space
9.9.2 Copyright Infringement Detection
9.9.2.1 Explainable AI to Help Educate Content Creators and Users About Copyright Laws and Best Practices
9.9.3 Virtual Reality and Gaming
9.9.3.1 Explainable AI to Offer Players Insights into How Their In-Game Decisions Affect Outcomes and Provide Them with Guidance on Strategies or Tactics
9.9.4 Audience Insights
9.9.4.1 Explainable AI to Help Derive Meaningful Insights from Large Datasets, Shedding Light on Viewer Preferences and Behavior
9.9.5 Others
9.10 It & Ites
Table 87 It & Ites: Market, by Region, 2018-2022 (USD Million)
Table 88 It & Ites: Market, by Region, 2023-2028 (USD Million)
9.10.1 Code Review and Debugging
9.10.1.1 Explainable AI to Improve Code Quality and Accelerate Debugging Process by Pinpointing Root Causes of Issues
9.10.2 Service Level Agreements (Sla) Management
9.10.2.1 Explainable AI to Analyze Service Performance, Offering Explanations for Any Deviations from Slas
9.10.3 Data Security and Privacy
9.10.3.1 Explainable AI to Help Monitor, Detect, and Explain Potential Security Breaches or Anomalies Within Data Systems
9.10.4 User Experience (Ux) Enhancement
9.10.4.1 Explainable AI to Analyze User Interactions and Preferences, Providing Interpretable Insights
9.10.5 Others
9.11 Other Verticals
Table 89 Other Verticals: Market, by Region, 2018-2022 (USD Million)
Table 90 Other Verticals: Market, by Region, 2023-2028 (USD Million)
10 Explainable AI Market, by Region
10.1 Introduction
Figure 37 Australia & New Zealand to Achieve Highest Growth During Forecast Period
Figure 38 Asia-Pacific to Register Highest CAGR During Forecast Period
Table 91 Market, by Region, 2018-2022 (USD Million)
Table 92 Market, by Region, 2023-2028 (USD Million)
10.2 North America
10.2.1 North America: Market Drivers
10.2.2 North America: Recession Impact
Figure 39 North America: Market Snapshot
Table 93 North America: Market, by Offering, 2018-2022 (USD Million)
Table 94 North America: Explainable AI Market, by Offering, 2023-2028 (USD Million)
Table 95 North America: Market, by Service, 2018-2022 (USD Million)
Table 96 North America: Market, by Service, 2023-2028 (USD Million)
Table 97 North America: Market, by Solution, 2018-2022 (USD Million)
Table 98 North America: Market, by Solution, 2023-2028 (USD Million)
Table 99 North America: Market, by Software Type, 2018-2022 (USD Million)
Table 100 North America: Market, by Software Type, 2023-2028 (USD Million)
Table 101 North America: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 102 North America: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 103 North America: Market, by Method, 2018-2022 (USD Million)
Table 104 North America: Market, by Method, 2023-2028 (USD Million)
Table 105 North America: Market, by Vertical, 2018-2022 (USD Million)
Table 106 North America: Market, by Vertical, 2023-2028 (USD Million)
Table 107 North America: Market, by Country, 2018-2022 (USD Million)
Table 108 North America: Market, by Country, 2023-2028 (USD Million)
10.2.3 US
10.2.3.1 Initiatives by Tech Companies, Research Institutions, and Venture Capital Firms Toward AI Technologies to Drive Market
Table 109 US: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 110 US: Market, by Offering, 2023-2028 (USD Million)
Table 111 US: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 112 US: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 113 US: Market, by Method, 2018-2022 (USD Million)
Table 114 US: Market, by Method, 2023-2028 (USD Million)
10.2.4 Canada
10.2.4.1 Regulatory Frameworks and Guidelines to Encourage Canadian Businesses to Invest in Explainable AI Solutions
10.3 Europe
10.3.1 Europe: Market Drivers
10.3.2 Europe: Recession Impact
Table 115 Europe: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 116 Europe: Market, by Offering, 2023-2028 (USD Million)
Table 117 Europe: Market, by Service, 2018-2022 (USD Million)
Table 118 Europe: Market, by Service, 2023-2028 (USD Million)
Table 119 Europe: Market, by Solution, 2018-2022 (USD Million)
Table 120 Europe: Market, by Solution, 2023-2028 (USD Million)
Table 121 Europe: Market, by Software Type, 2018-2022 (USD Million)
Table 122 Europe: Market, by Software Type, 2023-2028 (USD Million)
Table 123 Europe: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 124 Europe: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 125 Europe: Market, by Method, 2018-2022 (USD Million)
Table 126 Europe: Market, by Method, 2023-2028 (USD Million)
Table 127 Europe: Market, by Vertical, 2018-2022 (USD Million)
Table 128 Europe: Market, by Vertical, 2023-2028 (USD Million)
Table 129 Europe: Market, by Country, 2018-2022 (USD Million)
Table 130 Europe: Market, by Country, 2023-2028 (USD Million)
10.3.3 UK
10.3.3.1 Recognition of Transformative Potential of Xai and Its Impact of Innovation to Boost Growth
Table 131 UK: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 132 UK: Market, by Offering, 2023-2028 (USD Million)
Table 133 UK: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 134 UK: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 135 UK: Market, by Method, 2018-2022 (USD Million)
Table 136 UK: Market, by Method, 2023-2028 (USD Million)
10.3.4 Germany
10.3.4.1 Heavy Investments by Government to Accelerate Development and Adoption of Xai Technologies to Fuel Growth
10.3.5 France
10.3.5.1 Collaboration Between Global and Local Players to Accelerate Xai Adoption of Innovation in Coming Years
10.3.6 Italy
10.3.6.1 Commitment to Fostering Digital Skills and Research Capabilities to Encourage Adoption of Explainable AI Solutions in Startup Ecosystem
10.3.7 Spain
10.3.7.1 Government Initiatives to Promote Ai-Driven Innovation to Spur Market Growth
10.3.8 Rest of Europe
10.4 Asia-Pacific
10.4.1 Asia-Pacific: Market Drivers
10.4.2 Asia-Pacific: Impact of Recession
Figure 40 Asia-Pacific: Market Snapshot
Table 137 Asia-Pacific: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 138 Asia-Pacific: Market, by Offering, 2023-2028 (USD Million)
Table 139 Asia-Pacific: Market, by Service, 2018-2022 (USD Million)
Table 140 Asia-Pacific: Market, by Service, 2023-2028 (USD Million)
Table 141 Asia-Pacific: Market, by Solution, 2018-2022 (USD Million)
Table 142 Asia-Pacific: Market, by Solution, 2023-2028 (USD Million)
Table 143 Asia-Pacific: Market, by Software Type, 2018-2022 (USD Million)
Table 144 Asia-Pacific: Market, by Software Type, 2023-2028 (USD Million)
Table 145 Asia-Pacific: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 146 Asia-Pacific: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 147 Asia-Pacific: Market, by Method, 2018-2022 (USD Million)
Table 148 Asia-Pacific: Market, by Method, 2023-2028 (USD Million)
Table 149 Asia-Pacific: Market, by Vertical, 2018-2022 (USD Million)
Table 150 Asia-Pacific: Market, by Vertical, 2023-2028 (USD Million)
Table 151 Asia-Pacific: Market, by Country, 2018-2022 (USD Million)
Table 152 Asia-Pacific: Market, by Country, 2023-2028 (USD Million)
10.4.3 China
10.4.3.1 Focus of Government on Bolstering Research & Development Efforts to Drive Market
Table 153 China: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 154 China: Market, by Offering, 2023-2028 (USD Million)
Table 155 China: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 156 China: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 157 China: Market, by Method, 2018-2022 (USD Million)
Table 158 China: Market, by Method, 2023-2028 (USD Million)
10.4.4 Japan
10.4.4.1 Rise in Global Prominence of Generative AI to Drive Development and Integration of Explainable AI into Local Players’ Business Operations
10.4.5 South Korea
10.4.5.1 Influence of AI Technology Across Healthcare, Finance, and Defense Sectors to Spur Growth
10.4.6 India
10.4.6.1 Rapid Surge in Development and Adoption of Xai Technologies to Drive Growth
10.4.7 Australia & New Zealand
10.4.7.1 AI Leveraged for Customer Service Automation, Predictive Analytics, Fraud Detection, and Supply Chain Optimization to Propel Market
10.4.8 Rest of Asia-Pacific
10.5 Middle East & Africa
10.5.1 Middle East & Africa: Market Drivers
10.5.2 Middle East & Africa: Recession Impact
Table 159 Middle East & Africa: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 160 Middle East & Africa: Market, by Offering, 2023-2028 (USD Million)
Table 161 Middle East & Africa: Market, by Service, 2018-2022 (USD Million)
Table 162 Middle East & Africa: Market, by Service, 2023-2028 (USD Million)
Table 163 Middle East & Africa: Market, by Solution, 2018-2022 (USD Million)
Table 164 Middle East & Africa: Market, by Solution, 2023-2028 (USD Million)
Table 165 Middle East & Africa: Market, by Software Type, 2018-2022 (USD Million)
Table 166 Middle East & Africa: Market, by Software Type, 2023-2028 (USD Million)
Table 167 Middle East & Africa: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 168 Middle East & Africa: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 169 Middle East & Africa: Market, by Method, 2018-2022 (USD Million)
Table 170 Middle East & Africa: Market, by Method, 2023-2028 (USD Million)
Table 171 Middle East & Africa: Market, by Vertical, 2018-2022 (USD Million)
Table 172 Middle East & Africa: Market, by Vertical, 2023-2028 (USD Million)
Table 173 Middle East & Africa: Market, by Country, 2018-2022 (USD Million)
Table 174 Middle East & Africa: Explainable AI Market, by Country, 2023-2028 (USD Million)
10.5.3 Israel
10.5.3.1 Growth in Research and Application of Artificial Intelligence Across Various Verticals to Boost Market
10.5.4 Saudi Arabia
10.5.4.1 Greater Emphasis on Artificial Intelligence Development Across Key Industry Verticals
10.5.5 UAE
10.5.5.1 Implementation of Proactive Strategies and Establishing Regulatory Frameworks to Spur Growth
10.5.6 Egypt
10.5.6.1 Adoption and Utilization of Xai Technologies to Drive Transformative Changes Across Sectors
10.5.7 South Africa
10.5.7.1 Rapid Advancements in Field of Xai to Encourage Market Expansion
10.5.8 Rest of Middle East & Africa
10.6 Latin America
10.6.1 Latin America: Market Drivers
10.6.2 Latin America: Recession Impact
Table 175 Latin America: Explainable AI Market, by Offering, 2018-2022 (USD Million)
Table 176 Latin America: Market, by Offering, 2023-2028 (USD Million)
Table 177 Latin America: Market, by Service, 2018-2022 (USD Million)
Table 178 Latin America: Market, by Service, 2023-2028 (USD Million)
Table 179 Latin America: Market, by Solution, 2018-2022 (USD Million)
Table 180 Latin America: Market, by Solution, 2023-2028 (USD Million)
Table 181 Latin America: Market, by Software Type, 2018-2022 (USD Million)
Table 182 Latin America: Market, by Software Type, 2023-2028 (USD Million)
Table 183 Latin America: Explainable AI Solutions Market, by Deployment Mode, 2018-2022 (USD Million)
Table 184 Latin America: Explainable AI Solutions Market, by Deployment Mode, 2023-2028 (USD Million)
Table 185 Latin America: Market, by Method, 2018-2022 (USD Million)
Table 186 Latin America: Market, by Methods, 2023-2028 (USD Million)
Table 187 Latin America: Market, by Vertical, 2018-2022 (USD Million)
Table 188 Latin America: Market, by Vertical, 2023-2028 (USD Million)
Table 189 Latin America: Market, by Country, 2018-2022 (USD Million)
Table 190 Latin America: Explainable AI Market, by Country, 2023-2028 (USD Million)
10.6.3 Brazil
10.6.3.1 Rapid Shift in Technological Landscape Toward Adoption of AI Technologies to Spur Growth
10.6.4 Mexico
10.6.4.1 Endeavor to Become Digitally Advanced Country, Using Proximity to Us, to Drive Technology Adoption
10.6.5 Argentina
10.6.5.1 Need for Adoption of Artificial Intelligence to Enhance Processes and Improve Decision-Making to Propel Market Growth
10.6.6 Rest of Latin America
11 Competitive Landscape
11.1 Overview
11.2 Strategies Adopted by Key Players
Table 191 Overview of Strategies Adopted by Key Players in Market
11.3 Historical Revenue Analysis of Key Players
Figure 41 Historical Revenue Analysis of Top Players, 2020-2022 (USD Million)
11.4 Market Share Analysis
Figure 42 Market Share Analysis, 2022
Table 192 Explainable AI Market: Degree of Competition
11.5 Explainable AI Brand/Product Comparative Landscape
11.5.1 Explainable AI Trending Products/Brand Comparison
11.6 Company Evaluation Quadrant
11.6.1 Stars
11.6.2 Emerging Leaders
11.6.3 Pervasive Players
11.6.4 Participants
Figure 43 Company Evaluation Matrix, 2022
11.6.5 Company Footprint
Table 193 Key Company Product Footprint
11.7 Startup/Sme Evaluation Quadrant
11.7.1 Progressive Companies
11.7.2 Responsive Companies
11.7.3 Dynamic Companies
11.7.4 Starting Blocks
11.7.5 Competitive Benchmarking
Table 194 Market: Detailed List of Key Startups/Smes
Table 195 Explainable AI Market: Competitive Benchmarking of Startups/Smes
Figure 44 Startup/Sme Evaluation Matrix, 2022
11.8 Competitive Scenario
11.8.1 Product Launches
Table 196 Product Launches, 2019-2023
11.8.2 Deals
Table 197 Deals, 2020-2023
11.9 Valuation and Financial Metrics of Key Explainable AI Vendors
Figure 45 Valuation and Financial Metrics of Key Vendors
11.10 Year-To-Date (Ytd) Price Total Return and Stock Beta of Key Explainable AI Vendors
Figure 46 Year-To-Date (Ytd) Price Total Return and Stock Beta of Key Vendors
12 Company Profiles
12.1 Introduction
12.2 Key Players
(Business Overview, Products/Solutions/Services Offered, Recent Developments, Analyst's View)*
12.2.1 Microsoft
Table 198 Microsoft: Business Overview
Figure 47 Microsoft: Company Snapshot
Table 199 Microsoft: Products/Solutions/Services Offered
Table 200 Microsoft: Services Offered
Table 201 Microsoft: Product Launches and Enhancements
Table 202 Microsoft: Deals
12.2.2 Ibm
Table 203 Ibm: Business Overview
Figure 48 Ibm: Company Snapshot
Table 204 Ibm: Products/Solutions/Services Offered
Table 205 Ibm: Services Offered
Table 206 Ibm: Product Launches and Enhancements
Table 207 Ibm: Deals
12.2.3 Google
Table 208 Google: Business Overview
Figure 49 Google: Company Snapshot
Table 209 Google: Products/Solutions/Services Offered
Table 210 Google: Product Launches and Enhancements
Table 211 Google: Deals
12.2.4 Intel
Table 212 Intel: Business Overview
Figure 50 Intel: Company Snapshot
Table 213 Intel: Products/Solutions/Services Offered
Table 214 Intel: Product Launches and Enhancements
Table 215 Intel: Deals
12.2.5 Salesforce
Table 216 Salesforce: Business Overview
Figure 51 Salesforce: Company Snapshot
Table 217 Salesforce: Products/Solutions Offered
Table 218 Salesforce: Services Offered
Table 219 Salesforce: Product Launches and Enhancements
Table 220 Salesforce: Deals
12.2.6 Nvidia
Table 221 Nvidia: Business Overview
Figure 52 Nvidia: Company Snapshot
Table 222 Nvidia: Products/Solutions/Services Offered
Table 223 Nvidia: Deals
12.2.7 Sas Institute
Table 224 Sas Institute: Business Overview
Table 225 Sas Institute: Products/Solutions/Services Offered
Table 226 Sas Institute: Deals
12.2.8 Alteryx
Table 227 Alteryx: Business Overview
Figure 53 Alteryx: Company Snapshot
Table 228 Alteryx: Products/Solutions/Services Offered
Table 229 Alteryx: Product Launches and Enhancements
Table 230 Alteryx: Deals
12.2.9 Aws
Table 231 Aws: Business Overview
Figure 54 Aws: Company Snapshot
Table 232 Aws: Products/Solutions/Services Offered
Table 233 Aws: Product Launches and Enhancements
Table 234 Aws: Deals
12.2.10 Equifax
Table 235 Equifax: Business Overview
Figure 55 Equifax: Company Snapshot
Table 236 Equifax: Products/Solutions/Services Offered
Table 237 Equifax: Deals
12.2.11 Fico
Table 238 Fico: Business Overview
Figure 56 Fico: Company Snapshot
Table 239 Fico: Products/Solutions/Services Offered
12.2.12 Temenos
Table 240 Temenos: Business Overview
Figure 57 Temenos: Company Snapshot
Table 241 Temenos: Products/Solutions/Services Offered
Table 242 Temenos: Deals
12.2.13 Mphasis
Table 243 Mphasis: Business Overview
Figure 58 Mphasis: Company Snapshot
Table 244 Mphasis: Products/Solutions/Services Offered
Table 245 Mphasis: Deals
12.3 Smes and Startups
12.3.1 C3 AI
12.3.2 H20.Ai
12.3.3 Fiddler Labs
12.3.4 Zest AI
12.3.5 Seldon
12.3.6 Squirro
12.3.7 Kyndi
12.3.8 Datarobot
12.3.9 Databricks
12.3.10 Tredence
12.3.11 Darwinai
12.3.12 Tensor AI Solutions
12.3.13 Expai
12.3.14 Abzu
12.3.15 Arthur
12.3.16 Intellico
*Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, Analyst's View Might Not be Captured in Case of Unlisted Companies.
13 Adjacent and Related Markets
13.1 Adjacent and Related Markets
13.1.1 Introduction
13.1.2 Generative AI Market - Global Forecast to 2028
13.1.2.1 Market Definition
13.1.2.2 Market Overview
Table 246 Global Generative AI Market Size and Growth Rate, 2019-2022 (USD Million, Y-O-Y)
Table 247 Global Generative AI Market Size and Growth Rate, 2023-2028 (USD Million, Y-O-Y)
13.1.2.3 Generative AI Market, by Offering
Table 248 Generative AI Market, by Offering, 2019-2022 (USD Million)
Table 249 Generative AI Market, by Offering, 2023-2028 (USD Million)
13.1.2.4 Generative AI Market, by Application
Table 250 Generative AI Market, by Application, 2019-2022 (USD Million)
Table 251 Generative AI Market, by Application, 2023-2028 (USD Million)
13.1.2.5 Generative AI Market, by Vertical
Table 252 Generative AI Market, by Vertical, 2019-2022 (USD Million)
Table 253 Generative AI Market, by Vertical, 2023-2028 (USD Million)
13.1.2.6 Generative AI Market, by Region
Table 254 Generative AI Market, by Region, 2019-2022 (USD Million)
Table 255 Generative AI Market, by Region, 2023-2028 (USD Million)
13.1.3 Conversational AI Market - Global Forecast to 2028
13.1.3.1 Market Definition
13.1.3.2 Market Overview
13.1.3.3 Conversational AI Market, by Offering
Table 256 Conversational AI Market by Offering, 2018-2022 (USD Million)
Table 257 Conversational AI Market by Offering, 2023-2028 (USD Million)
13.1.3.4 Conversational AI Market, by Business Function
Table 258 Conversational AI Market, by Business Function, 2018-2022 (USD Million)
Table 259 Conversational AI Market, by Business Function, 2023-2028 (USD Million)
13.1.3.5 Conversational AI Market, by Channel
Table 260 Conversational AI Market, by Channel, 2018-2022 (USD Million)
Table 261 Conversational AI Market, by Channel, 2023-2028 (USD Million)
13.1.3.6 Conversational AI Market, by Conversational Interface
Table 262 Conversational AI Market, by Conversational Interface, 2018-2022 (USD Million)
Table 263 Conversational AI Market, by Conversational Interface, 2023-2028 (USD Million)
13.1.3.7 Conversational AI Market, by Technology
Table 264 Conversational AI Market by Technology, 2018-2022 (USD Million)
Table 265 Conversational AI Market, Technology, 2023-2028 (USD Million)
13.1.3.8 Conversational AI Market, by Vertical
Table 266 Conversational AI Market, by Vertical, 2018-2022 (USD Million)
Table 267 Conversational AI Market by Vertical, 2023-2028 (USD Million)
13.1.3.9 Conversational AI Market, by Region
Table 268 Conversational AI Market by Region, 2018-2022 (USD Million)
Table 269 Conversational AI Market, by Region, 2023-2028 (USD Million)
14 Appendix
14.1 Discussion Guide
14.2 Knowledgestore: The Subscription Portal
14.3 Customization Options
