AI 모델 리스크 관리 시장 규모, 점유율, 성장 분석 : 컴포넌트별, 도입 모델별, 리스크별, 용도별, 최종 용도별, 지역별 - 업계 예측(2026-2033년)

Global AI Model Risk Management Market size was valued at USD 6.45 Billion in 2024 and is poised to grow from USD 7.29 Billion in 2025 to USD 19.52 Billion by 2033, growing at a CAGR of 13.1% during the forecast period (2026-2033).

The global AI model risk management market is witnessing significant growth fueled by the rising demand for AI solutions across essential sectors like finance, aviation, healthcare, automotive, and manufacturing. As AI becomes integral to corporate decision-making and risk management, the need for compliant, reliable, and transparent model operations intensifies. Heightened regulatory scrutiny on accountability, explainability, and fairness is prompting companies to invest in technologies and services that enhance model governance and validation. Increasing incidents of model bias, data breaches, and cyber risks underscore the necessity for a robust risk management framework capable of identifying, assessing, monitoring, and mitigating AI-related risks. Furthermore, the growing acceptance of explainable AI, regulatory technology, and the need for automated compliance solutions are driving demand for integrated risk management partnerships to enhance efficiency and trust in AI outcomes.

Top-down and bottom-up approaches were used to estimate and validate the size of the Global AI Model Risk Management market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Global AI Model Risk Management Market Segments Analysis

Global AI Model Risk Management Market is segmented by Component, Deployment Model, Risk, Application, End Use and region. Based on Component, the market is segmented into Software and Services. Based on Deployment Model, the market is segmented into On-premises and Cloud. Based on Risk, the market is segmented into Model risk, Operational risk, Compliance risk, Reputational risk and Strategic risk. Based on Application, the market is segmented into Credit risk management, Fraud detection and prevention, Algorithmic trading, Predictive maintenance and Others. Based on End Use, the market is segmented into BFSI, IT & telecom, Healthcare, Automotive, Retail and e-commerce, Manufacturing, Government and defense and Others. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & Africa.

Driver of the Global AI Model Risk Management Market

The growing reliance on artificial intelligence in business operations has led to significant risks associated with model inaccuracies, biases, and cyber threats. Organizations are becoming increasingly aware that these operational vulnerabilities pose a heightened risk to their overall performance. In response, they are prioritizing investments in scalable and automated risk management solutions aimed at effectively monitoring, validating, and safeguarding their AI systems. This proactive approach not only helps mitigate potential disruptions to business continuity but also protects the organization's reputation by ensuring more reliable and secure AI implementations.

Restraints in the Global AI Model Risk Management Market

The high implementation costs associated with advanced AI model risk management present a significant barrier for many organizations, especially those that are smaller or medium-sized. These costs encompass various aspects, including technology integration, ongoing monitoring, regulatory compliance, and workforce requirements. For many companies, the financial burden of adopting such sophisticated systems may be prohibitive, ultimately restricting their ability to leverage advanced AI model risk management solutions. Consequently, this limitation can hinder the overall growth and development of the market, as fewer organizations will be able to implement the necessary technologies and systems to effectively manage AI-related risks.

Market Trends of the Global AI Model Risk Management Market

The Global AI Model Risk Management market is increasingly shifting towards the adoption of explainable and responsible AI practices. Organizations are prioritizing solutions that enhance transparency, auditability, and interpretability of AI decisions, enabling them to navigate complex regulatory landscapes while building trust among stakeholders. This trend is fueled by the pressing need to address biases and mitigate unintended consequences arising from automated systems, ensuring ethical use of AI technologies. As businesses seek to align their operations with responsible governance frameworks, the demand for robust AI model risk management tools continues to grow, reflecting a commitment to ethical AI deployment and accountability.

Table of Contents

Introduction

• Objectives of the Study
• Scope of the Report
• Definitions

Research Methodology

• Information Procurement
• Secondary & Primary Data Methods
• Market Size Estimation
• Market Assumptions & Limitations

Executive Summary

• Global Market Outlook
• Supply & Demand Trend Analysis
• Segmental Opportunity Analysis

Market Dynamics & Outlook

• Market Overview
• Market Size
• Market Dynamics
  • Drivers & Opportunities
  • Restraints & Challenges
• Porters Analysis
  • Competitive rivalry
  • Threat of substitute
  • Bargaining power of buyers
  • Threat of new entrants
  • Bargaining power of suppliers

Key Market Insights

• Key Success Factors
• Degree of Competition
• Top Investment Pockets
• Market Ecosystem
• Market Attractiveness Index, 2025
• PESTEL Analysis
• Macro-Economic Indicators
• Value Chain Analysis
• Pricing Analysis

Global AI Model Risk Management Market Size by Component & CAGR (2026-2033)

• Market Overview
• Software
• Services
  • Professional
  • Managed

Global AI Model Risk Management Market Size by Deployment Model & CAGR (2026-2033)

• Market Overview
• On-premises
• Cloud

Global AI Model Risk Management Market Size by Risk & CAGR (2026-2033)

• Market Overview
• Model risk
• Operational risk
• Compliance risk
• Reputational risk
• Strategic risk

Global AI Model Risk Management Market Size by Application & CAGR (2026-2033)

• Market Overview
• Credit risk management
• Fraud detection and prevention
• Algorithmic trading
• Predictive maintenance
• Others

Global AI Model Risk Management Market Size by End Use & CAGR (2026-2033)

• Market Overview
• BFSI
• IT & telecom
• Healthcare
• Automotive
• Retail and e-commerce
• Manufacturing
• Government and defense
• Others

Global AI Model Risk Management Market Size & CAGR (2026-2033)

• North America (Component, Deployment Model, Risk, Application, End Use)
  • US
  • Canada
• Europe (Component, Deployment Model, Risk, Application, End Use)
  • Germany
  • Spain
  • France
  • UK
  • Italy
  • Rest of Europe
• Asia Pacific (Component, Deployment Model, Risk, Application, End Use)
  • China
  • India
  • Japan
  • South Korea
  • Rest of Asia-Pacific
• Latin America (Component, Deployment Model, Risk, Application, End Use)
  • Brazil
  • Rest of Latin America
• Middle East & Africa (Component, Deployment Model, Risk, Application, End Use)
  • GCC Countries
  • South Africa
  • Rest of Middle East & Africa

Competitive Intelligence

• Top 5 Player Comparison
• Market Positioning of Key Players, 2025
• Strategies Adopted by Key Market Players
• Recent Developments in the Market
• Company Market Share Analysis, 2025
• Company Profiles of All Key Players
  • Company Details
  • Product Portfolio Analysis
  • Company's Segmental Share Analysis
  • Revenue Y-O-Y Comparison (2023-2025)

Key Company Profiles

• Microsoft
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• IBM
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• SAS
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Google
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• AWS
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• FICO
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• H2O.ai
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Credo AI
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Holistic AI
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• ValidMind
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• OneTrust
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Fiddler AI
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Datatron
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Fairly AI
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Deloitte
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• KPMG
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Moody's
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Accenture
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Pega
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Databricks
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments

Conclusion & Recommendations