Table Of Contents
1. Introduction
1.1 Market Definition & Scope
1.2 Research Assumptions & Abbreviations
1.3 Research Methodology
2. Executive Summary
2.1 Market Snapshot
2.2 Market Absolute $ Opportunity Assessment & Y-o-Y Analysis, 2021–2032
2.3 Market Size & Forecast, By Segmentation, 2021–2032
2.3.1 Market Size By Component
2.3.2 Market Size By Deployment Model
2.3.3 Market Size By Risk
2.3.4 Market Size By Application
2.3.5 Market Size By End Use
2.4 Market Share & Bps Analysis By Region, 2024
2.5 Industry Growth Scenarios – Conservative, Likely & Optimistic
2.6 Industry CxO’s Perspective
3. Market Overview
3.1 Market Dynamics
3.1.1 Drivers
3.1.2 Restraints
3.1.3 Opportunities
3.1.4 Key Market Trends
3.2 Industry PESTLE Analysis
3.3 Key Industry Forces (Porter’s) Impacting Market Growth
3.4 Industry Supply Chain Analysis
3.4.1 Raw Material Suppliers
3.4.2 Manufacturers
3.4.3 Distributors/Suppliers
3.4.4 Customers/End-Users
3.5 Industry Life Cycle Assessment
3.6 Parent Market Overview
3.7 Market Risk Assessment
4. Statistical Insights & Trends Reporting
4.1 Model Complexity & Scale Metrics
4.1.1 Overview
4.1.2 Average number of AI/ML models monitored per enterprise annually
4.1.3 Percentage of models using deep learning, NLP, or generative AI requiring specialized MRM
4.1.4 Growth in the number of AI models deployed per organization over time
4.2 Automation & Efficiency Statistics
4.2.1 Overview
4.2.2 Share of risk management tasks automated vs manual
4.2.3 Average time saved in regulatory reporting using AI MRM platforms
4.2.4 Improvement in decision-making speed after MRM adoption
4.3 Incident & Risk Detection Metrics
4.3.1 Overview
4.3.2 Percentage of AI model errors or biases detected by MRM tools before causing business impact
4.3.3 Average reduction in false positives/negatives due to risk management platforms
4.3.4 Number of near-miss compliance incidents flagged by MRM systems
5. AI Model Risk Management Market Segmental Analysis & Forecast, By Component, 2021 – 2032, Value (Usd Billion)
5.1 Introduction
5.2 Software
5.2.1 Key Trends
5.2.2 Market Size & Forecast, 2021 – 2032
5.3 Service
6. AI Model Risk Management Market Segmental Analysis & Forecast, By Deployment Model, 2021 – 2032, Value (Usd Billion)
6.1 Introduction
6.2 Cloud-based
6.2.1 Key Trends
6.2.2 Market Size & Forecast, 2021 – 2032
6.3 On-premises
7. AI Model Risk Management Market Segmental Analysis & Forecast, By Risk, 2021 – 2032, Value (Usd Billion)
7.1 Introduction
7.2 Model risk
7.2.1 Key Trends
7.2.2 Market Size & Forecast, 2021 – 2032
7.3 Operational risk
7.4 Compliance risk
7.5 Reputational risk
7.6 Strategic risk
8. AI Model Risk Management Market Segmental Analysis & Forecast, By Application, 2021 – 2032, Value (Usd Billion)
8.1 Introduction
8.2 Credit risk management
8.2.1 Key Trends
8.2.2 Market Size & Forecast, 2021 – 2032
8.3 Fraud detection and prevention
8.4 Algorithmic trading
8.5 Predictive maintenance
8.6 Others
9. AI Model Risk Management Market Segmental Analysis & Forecast, By End Use, 2021 – 2032, Value (Usd Billion)
9.1 Introduction
9.2 BFSI
9.2.1 Key Trends
9.2.2 Market Size & Forecast, 2021 – 2032
9.3 IT & Telecom
9.4 Healthcare
9.5 Automotive
9.6 Retail & E-commerce
9.7 Manufacturing
9.8 Government & Defense
9.9 Others
10. AI Model Risk Management Market Segmental Analysis & Forecast By Region, 2021 – 2032, Value (Usd Billion)
10.1 Introduction
10.2 North America
10.2.1 Key Trends
10.2.2 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.2.3 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.2.4 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.2.5 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.2.6 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.2.7 AI Model Risk Management Market Size & Forecast, By Country, 2021 – 2032
10.2.7.1 USA
10.2.7.1.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.2.7.1.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.2.7.1.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.2.7.1.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.2.7.1.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.2.7.2 Canada
10.2.7.2.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.2.7.2.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.2.7.2.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.2.7.2.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.2.7.2.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3 Europe
10.3.1 Key Trends
10.3.2 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.3 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.4 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.5 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.6 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7 AI Model Risk Management Market Size & Forecast, By Country, 2021 – 2032
10.3.7.1 Germany
10.3.7.1.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.1.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.1.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.1.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.1.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.2 UK
10.3.7.2.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.2.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.2.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.2.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.2.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.3 France
10.3.7.3.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.3.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.3.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.3.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.3.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.4 Italy
10.3.7.4.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.4.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.4.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.4.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.4.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.5 Spain
10.3.7.5.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.5.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.5.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.5.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.5.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.6 Russia
10.3.7.6.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.6.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.6.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.6.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.6.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.7 Poland
10.3.7.7.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.7.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.7.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.7.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.7.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.3.7.8 Rest of Europe
10.3.7.8.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.3.7.8.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.3.7.8.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.3.7.8.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.3.7.8.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4 Asia-Pacific
10.4.1 Key Trends
10.4.2 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.3 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.4 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.5 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.6 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7 AI Model Risk Management Market Size & Forecast, By Country, 2021 – 2032
10.4.7.1 China
10.4.7.1.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.1.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.1.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.1.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.1.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.2 India
10.4.7.2.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.2.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.2.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.2.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.2.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.3 Japan
10.4.7.3.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.3.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.3.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.3.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.3.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.4 South Korea
10.4.7.4.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.4.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.4.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.4.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.4.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.5 Australia
10.4.7.5.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.5.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.5.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.5.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.5.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.6 ASEAN Countries
10.4.7.6.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.6.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.6.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.6.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.6.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.4.7.7 Rest of Asia-Pacific
10.4.7.7.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.4.7.7.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.4.7.7.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.4.7.7.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.4.7.7.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5 Latin America
10.5.1 Key Trends
10.5.2 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.3 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.4 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.5 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.6 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5.7 AI Model Risk Management Market Size & Forecast, By Country, 2021 – 2032
10.5.7.1 Brazil
10.5.7.1.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.7.1.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.7.1.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.7.1.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.7.1.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5.7.2 Argentina
10.5.7.2.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.7.2.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.7.2.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.7.2.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.7.2.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5.7.3 Mexico
10.5.7.3.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.7.3.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.7.3.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.7.3.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.7.3.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5.7.4 Colombia
10.5.7.4.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.7.4.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.7.4.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.7.4.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.7.4.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.5.7.5 Rest of Latin America
10.5.7.5.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.5.7.5.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.5.7.5.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.5.7.5.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.5.7.5.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6 Middle East & Africa
10.6.1 Key Trends
10.6.2 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.3 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.4 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.5 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.6 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7 AI Model Risk Management Market Size & Forecast, By Country, 2021 – 2032
10.6.7.1 UAE
10.6.7.1.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.1.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.1.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.1.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.1.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7.2 Saudi Arabia
10.6.7.2.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.2.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.2.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.2.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.2.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7.3 Qatar
10.6.7.3.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.3.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.3.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.3.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.3.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7.4 Egypt
10.6.7.4.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.4.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.4.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.4.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.4.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7.5 South Africa
10.6.7.5.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.5.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.5.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.5.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.5.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
10.6.7.6 Rest of Middle East & Africa
10.6.7.6.1 AI Model Risk Management Market Size & Forecast, By Component, 2021 – 2032
10.6.7.6.2 AI Model Risk Management Market Size & Forecast, By Deployment Model, 2021 – 2032
10.6.7.6.3 AI Model Risk Management Market Size & Forecast, By Risk, 2021 – 2032
10.6.7.6.4 AI Model Risk Management Market Size & Forecast, By Application, 2021 – 2032
10.6.7.6.5 AI Model Risk Management Market Size & Forecast, By End Use, 2021 – 2032
11. Competitive Landscape
11.1 Key Players' Positioning
11.2 Competitive Developments
11.2.1 Key Strategies Adopted (%), By Key Players, 2024
11.2.2 Year-Wise Strategies & Development, 2021 – 2025
11.2.3 Number Of Strategies Adopted By Key Players, 2024
11.3 Market Share Analysis, 2024
11.4 Product/Service & Application Benchmarking
11.4.1 Product/Service Specifications & Features By Key Players
11.4.2 Product/Service Heatmap By Key Players
11.4.3 Application Heatmap By Key Players
11.5 Industry Start-Up & Innovation Landscape
11.6 Key Company Profiles
11.6.1 Microsoft Corporation
11.6.1.1 Company Overview & Snapshot
11.6.1.2 Product/Service Portfolio
11.6.1.3 Key Company Financials
11.6.1.4 SWOT Analysis
11.6.2 IBM Corporation
11.6.3 Google LLC
11.6.4 Amazon Web Services (AWS)
11.6.5 H2O.ai
11.6.6 SAS Institute Inc.
11.6.7 DataRobot, Inc.
11.6.8 Alteryx
11.6.9 UpGuard Inc.
11.6.10 LogicGate Inc.
11.6.11 ComplyCube
11.6.12 BigID
11.6.13 Holistic AI
11.6.14 ValidMind Inc.
11.6.15 Accenture plc
11.6.16 Deloitte Touche Tohmatsu Limited
11.6.17 PricewaterhouseCoopers (PwC)
11.6.18 Ernst & Young (EY)
11.6.19 Oracle Corporation
11.6.20 SAP SE
12. Analyst Recommendations
12.1 SNS Insider Opportunity Map
12.2 Industry Low-Hanging Fruit Assessment
12.3 Market Entry & Growth Strategy
12.4 Analyst Viewpoint & Suggestions On Market Growth
13. Assumptions
14. Disclaimer
15. Appendix
15.1 List Of Tables
15.2 List Of Figure