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人工智慧模型風險管理的全球市場：市場規模、佔有率、成長分析 - 按產品、按風險類型、按應用、按行業、按地區 - 預測到 2029 年
市場調查報告書
商品編碼
1515622

人工智慧模型風險管理的全球市場：市場規模、佔有率、成長分析 - 按產品、按風險類型、按應用、按行業、按地區 - 預測到 2029 年

AI Model Risk Management Market Size, Share, Growth Analysis, By Offering (Software Type and Services), Application (Fraud Detection & Risk Reduction, Regulatory Compliance Monitoring), Risk Type, Vertical and Region - Global Industry Forecast to 2029
出版日期: | 出版商: MarketsandMarkets | 英文 337 Pages | 訂單完成後即時交付

價格

AI模型風險管理市場規模預計將從2024年的57億美元成長到2029年的105億美元，預測期內複合年成長率為12.9%。

該市場的促進因素是建立強大的安全通訊協定、監控合規性並有效應對新出現的威脅的需求不斷成長，針對劣化的手動錯誤進行自動化風險評估的需求不斷成長，模型生命週期自動化，預計由於需求的不斷成長而成長提高最終生產模型的效率和品質。

調查範圍
調查年份 2019-2029
基準年 2023年
預測期 2024-2029
考慮單位 美元（十億美元）
部分 按產品、按風險類型、按應用、按行業、按地區
目標區域 北美、亞太地區、歐洲、中東/非洲、拉丁美洲

可解釋的人工智慧領域正在人工智慧模型風險管理中迅速興起。這種成長是由對人工智慧驅動的決策流程的透明度和信任不斷成長的需求所推動的。隨著各行業的組織將人工智慧系統整合到業務中，可解釋的人工智慧 (XAI) 可以深入了解人工智慧模型如何做出決策，並幫助相關人員識別潛在的障礙和錯誤。政府和監管機構也制定了嚴格的指導方針，要求組織表現出公平性、課責和透明度。人工智慧在工業中的採用也需要有效的風險管理策略來處理人工智慧模型的複雜性。這不僅提高了AI模型的整體效能，也增加了相關人員對AI主導的決策流程的信任和信心。

由於先進技術的採用增加和金融服務的擴展等多種因素，預計亞太地區在預測期內將呈現最高的成長率。該地區經濟的快速成長帶動了模型風險管理等有效風險管理系統的實施。基礎設施和數位升級的投資也加速了對先進風險分析和合規工具的需求。亞太地區的公司旨在隨著市場的變化保持競爭力並遵守法規，導致該地區對全面的人工智慧模型風險管理軟體的需求不斷成長。

該報告研究了全球人工智慧模型風險管理市場，包括按產品、風險類型、應用、行業、地區和參與市場的公司概況分類的趨勢。

目錄

第1章簡介

第2章調查方法

第3章執行摘要

第 4 章重要考察

第5章市場概況及產業趨勢

  • 介紹
  • 市場動態
  • AI模型風險管理市場的演變
  • 供應鏈分析
  • 生態系分析
  • 案例研究分析
  • 技術分析
  • 重大會議和活動（2024-2025）
  • 投資狀況及資金籌措場景
  • 監管狀況
  • 專利分析
  • 價格分析
  • 波特五力分析
  • 影響客戶業務的趨勢/干擾
  • 主要相關人員和採購標準

第6章 人工智慧模型風險管理市場（按產品）

  • 介紹
  • 軟體
  • 部署方式
  • 服務

第7章人工智慧模型風險管理市場，依風險類型

  • 介紹
  • 安全風險
  • 道德風險
  • 操作風險

第8章人工智慧模型風險管理市場（按應用）

  • 介紹
  • 情緒分析
  • 詐欺偵測和風險緩解
  • 模型庫存管理
  • 將資料分類和標記
  • 監理合規監控
  • 客戶區隔與目標定位
  • 其他

第9章人工智慧模型風險管理市場（按產業）

  • 介紹
  • BFSI
  • 零售/電子商務
  • 通訊
  • 製造業
  • 醫療保健/生命科學
  • 媒體娛樂
  • IT,ITES
  • 政府/公共部門
  • 其他

第10章人工智慧模型風險管理市場（按地區）

  • 介紹
  • 北美洲
  • 歐洲
  • 亞太地區
  • 中東/非洲
  • 拉丁美洲

第11章競爭格局

  • 概述
  • 主要參與企業的策略/秘密
  • 收益分析
  • 市場佔有率分析
  • 產品比較分析
  • 主要供應商企業評估及財務指標
  • 企業評估矩陣：主要參與企業，2023
  • 企業評估矩陣：Start-Ups/小型企業，2023 年
  • 競爭格局及趨勢

第12章 公司簡介

  • 介紹
  • 主要參與企業
    • MICROSOFT
    • IBM
    • SAS INSTITUTE
    • AWS
    • GOOGLE
    • H2O.AI
    • LOGICGATE
    • LOGICMANAGER
    • C3 AI
    • MATHWORKS
    • ALTERYX
    • AUDITBOARD
    • DATABRICKS
    • APPARITY
    • CIMCON SOFTWARE
    • EMPOWERED SYSTEMS
    • MITRATECH
    • NAVEX GLOBAL
    • CROWE
    • METRICSTREAM
    • IMANAGE
    • UPGUARD
  • Start-Ups/小型企業
    • ROBUST INTELLIGENCE
    • YIELDS.IO
    • SCRUT AUTOMATION
    • DATATRON
    • KRISTA
    • FAIRLY AI
    • MODELOP
    • ARMILLA AI
    • VALIDMIND

第13章 鄰近及相關市場

第14章附錄

Product Code: TC 9073

The AI Model Risk Management market is projected to grow from USD 5.7 billion in 2024 to USD 10.5 billion by 2029, at a compound annual growth rate (CAGR) of 12.9% during the forecast period. The market is anticipated to grow due to the increasing need to establish robust security protocols, monitor compliance, and respond effectively to emerging threats, the rising need to automate risk assessment for degraded manual errors, and the need to automate the model lifecycle, improve efficiency, and surge the quality of the final production models.

Scope of the Report
Years Considered for the Study2019-2029
Base Year2023
Forecast Period2024-2029
Units ConsideredUSD (Billion)
SegmentsOffering, Risk Type, Application, Vertical, and Region
Regions coveredNorth America, Asia Pacific, Europe, Middle East & Africa, and Latin America

"By Software type, the Explainable AI segment registers for the fastest growing market during the forecast period."

The explainable AI segment has rapidly emerged within the AI Model Risk Management landscape. This growth is due to the growing demand for transparency and trust in AI-powered decision-making processes. As organizations across various industries integrate AI systems into their operations, Explainable AI (XAI) provides insights into how the AI models make decisions, which enables stakeholders to identify potential barriers and errors. Government and regulatory bodies also enact strict guidelines that require organizations to demonstrate fairness, accountability, and transparency. Also, the adoption of AI among industries created a need for effective risk management strategies that can handle the AI model complexities. This not only improves the overall performance of AI models but also enhances the trust and confidence of stakeholders in AI-driven decision-making processes.

"By region, Asia Pacific to register the highest CAGR market during the forecast period." Asia Pacific is projected to grow at the highest rate during the forecast period due to several factors, such as the increasing adoption of advanced technologies and expanding financial services. The fast-growing economy across the region involves effective risk management systems, like model risk management. Investments in infrastructure and digital upgrades also speed up the demand for advanced risk analysis and compliance tools. Businesses in Asia Pacific aim to stay competitive and meet regulations as markets change, leading to a rising demand for thorough AI model risk management software in the market.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI Model Risk Management market.

  • By Company: Tier I: 45%, Tier II: 35%, and Tier III: 20%
  • By Designation: C-Level Executives: 35%, D-Level Executives: 40%, and Others: 25%
  • By Region: North America: 40%, Europe: 30%, Asia Pacific: 20%, Latin America-5%, and

Middle East & Africa- 5%

The report includes the study of key players offering AI Model Risk Management solutions. It profiles major vendors in the AI Model Risk Management market. The major players in the AI Model Risk Management market include Microsoft (US), IBM (US), SAS Institute (US), AWS (US), H2O.ai (US), Google (US), LogicGate (US), LogicManager (US), C3 AI (US), MathWorks (US), Alteryx (US), DataBricks (US), Robust Intelligence (US), CIMCON Software (US), Empowered Systems (UK), Mitratech (US), Yields.io (Belgium), MeticStream (US), iManage (US), UpGuard (US), Apparity (US), AuditBoard (US), NAVEX Global (US), Scrut Automation (India), DataTron (US), Krista (US), Fairly AI (Canada), ModelOp (US), Armilla AI (Canada), Crowe (US), and ValidMind (US).

Research Coverage

The AI Model Risk Management market research study involved extensive secondary sources, directories, journals, and paid databases. Primary sources were mainly industry experts from the core and related industries, preferred AI Model Risk Management providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information, and assess the market's prospects.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants with information on the closest approximations of the revenue numbers for the overall AI Model Risk Management market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the market's pulse and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

  • Analysis of key drivers (Rising need to automate risk assessment for degraded manual errors, increasing need to establish robust security protocols, monitor compliance, and respond effectively to emerging threats, and rising need to automate the model lifecycle, improve efficiency, and surge the quality of the final production models), restraints (Increasing cybersecurity risks such as data breaches and model tampering, and stringent Regulations and risk frameworks), opportunities (Emergence of Generative AI for automating compliance audits and efficiently managing risks, and the advent of reinforcement learning and deep learning to handle intricate risk scenarios across the BFSI sector), and challenges (Complex model interpretation and validation process, real-time model monitoring could be time-consuming, and the data privacy issues with AI and ML).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI Model Risk Management market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the AI Model Risk Management market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI Model Risk Management market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players, including Microsoft (US), IBM (US), SAS Institute (US), AWS (US), Google (US), C3 AI (US), and H2O.ai (US) among others in the AI model risk management market strategies. The report also helps stakeholders understand the pulse of the AI model risk management market and provides them with information on key market drivers, restraints, challenges, and opportunities.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS AND EXCLUSIONS
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 YEARS CONSIDERED
  • 1.4 CURRENCY CONSIDERED
  • 1.5 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key industry insights
  • 2.2 DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
  • 2.4 MARKET FORECAST
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 RISK ASSESSMENT
  • 2.7 RESEARCH LIMITATIONS
  • 2.8 IMPLICATIONS OF GENERATIVE AI ON AI MODEL RISK MANAGEMENT MARKET

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI MODEL RISK MANAGEMENT MARKET
  • 4.2 AI MODEL RISK MANAGEMENT MARKET, BY TOP 3 APPLICATIONS
  • 4.3 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING AND SERVICE
  • 4.4 AI MODEL RISK MANAGEMENT MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • 5.2.1 DRIVERS
      • 5.2.1.1 Rising need to automate risk assessment for degraded manual errors
      • 5.2.1.2 Growing necessity to establish robust security protocols, monitor compliance, and respond effectively to emerging threats
      • 5.2.1.3 Increasing requirement to automate model lifecycle, improve efficiency, and ensure high-quality final production models
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Increasing cybersecurity risks
      • 5.2.2.2 Stringent regulations and risk frameworks
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Emergence of generative AI to automate compliance audits and efficiently manage risks
      • 5.2.3.2 Advent of reinforcement learning and deep learning to handle intricate risk scenarios across BFSI sector
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Complex model interpretation and validation processes
      • 5.2.4.2 Extended development timeline due to technical complexity
      • 5.2.4.3 Data privacy issues with AI and ML
  • 5.3 EVOLUTION OF AI MODEL RISK MANAGEMENT MARKET
  • 5.4 SUPPLY CHAIN ANALYSIS
  • 5.5 ECOSYSTEM ANALYSIS
    • 5.5.1 AI MODEL RISK MANAGEMENT MARKET: SOFTWARE AND SERVICE PROVIDERS
    • 5.5.2 AI MODEL RISK MANAGEMENT MARKET: SOFTWARE PROVIDERS
    • 5.5.3 AI MODEL RISK MANAGEMENT MARKET: SERVICE PROVIDERS
    • 5.5.4 AI MODEL RISK MANAGEMENT MARKET: END USERS
    • 5.5.5 AI MODEL RISK MANAGEMENT MARKET: REGULATORY BODIES
  • 5.6 CASE STUDY ANALYSIS
    • 5.6.1 MITRATECH FACILITATES SHAWBROOK BANK DEPLOY CENTRALIZED PLATFORM FOR MANAGING BUSINESS-CRITICAL SPREADSHEETS
    • 5.6.2 YIELDS EMPOWERED AXA BANK BELGIUM TO EVOLVE DYNAMICALLY AND MEET CHALLENGES OF ITS EXPANDING PORTFOLIO EFFECTIVELY
    • 5.6.3 ERSTE BANK CROATIA ADVANCES RISK MANAGEMENT AND CUSTOMER EXPERIENCE WITH SAS VISUAL ANALYTICS
    • 5.6.4 WORLDREMIT TRANSFORMED ITS RISK MANAGEMENT WITH PROTECHT
    • 5.6.5 AYALON INSURANCE ENHANCES ANTI-MONEY LAUNDERING COMPLIANCE WITH SAS INSTITUTE
  • 5.7 TECHNOLOGY ANALYSIS
    • 5.7.1 KEY TECHNOLOGIES
      • 5.7.1.1 AI and ML
        • 5.7.1.1.1 NLP
      • 5.7.1.2 Big data & analytics
    • 5.7.2 COMPLEMENTARY TECHNOLOGIES
      • 5.7.2.1 Cloud computing
      • 5.7.2.2 Edge computing
    • 5.7.3 ADJACENT TECHNOLOGIES
      • 5.7.3.1 Computer vision
      • 5.7.3.2 IoT
      • 5.7.3.3 RPA
      • 5.7.3.4 Cybersecurity
  • 5.8 KEY CONFERENCES AND EVENTS (2024-2025)
  • 5.9 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
  • 5.10 REGULATORY LANDSCAPE
    • 5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.10.2 REGULATIONS: AI MODEL RISK MANAGEMENT
      • 5.10.2.1 North America
        • 5.10.2.1.1 US
        • 5.10.2.1.2 Canada
      • 5.10.2.2 Europe
        • 5.10.2.2.1 UK
      • 5.10.2.3 Asia Pacific
        • 5.10.2.3.1 India
        • 5.10.2.3.2 Singapore
        • 5.10.2.3.3 Australia
        • 5.10.2.3.4 Hong Kong
      • 5.10.2.4 Middle East & Africa
        • 5.10.2.4.1 UAE
        • 5.10.2.4.2 South Africa
        • 5.10.2.4.3 Saudi Arabia
        • 5.10.2.4.4 Israel
      • 5.10.2.5 Latin America
        • 5.10.2.5.1 Brazil
        • 5.10.2.5.2 Mexico
        • 5.10.2.5.3 Argentina
        • 5.10.2.5.4 Colombia
        • 5.10.2.5.5 Peru
  • 5.11 PATENT ANALYSIS
    • 5.11.1 METHODOLOGY
    • 5.11.2 PATENTS FILED, BY DOCUMENT TYPE
    • 5.11.3 INNOVATIONS AND PATENT APPLICATIONS
      • 5.11.3.1 Top 10 patent applicants
  • 5.12 PRICING ANALYSIS
    • 5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY APPLICATION
    • 5.12.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
  • 5.13 PORTER'S FIVE FORCES ANALYSIS
    • 5.13.1 THREAT FROM NEW ENTRANTS
    • 5.13.2 THREAT OF SUBSTITUTES
    • 5.13.3 BARGAINING POWER OF SUPPLIERS
    • 5.13.4 BARGAINING POWER OF BUYERS
    • 5.13.5 INTENSITY OF COMPETITION RIVALRY
  • 5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • 5.15 KEY STAKEHOLDERS AND BUYING CRITERIA
    • 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • 5.15.2 BUYING CRITERIA

6 AI MODEL RISK MANAGEMENT MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: AI MODEL RISK MANAGEMENT MARKET DRIVERS
  • 6.2 SOFTWARE
    • 6.2.1 MODEL MANAGEMENT
      • 6.2.1.1 Model management software assists organizations in risk mitigation to adapt swiftly to evolving regulatory and operational demands
      • 6.2.1.2 Monitoring and performance
      • 6.2.1.3 Testing and validation
      • 6.2.1.4 Governance and compliance
      • 6.2.1.5 Automated retraining and development
      • 6.2.1.6 Collaboration development
    • 6.2.2 BIAS DETECTION AND FAIRNESS TOOLS
      • 6.2.2.1 Bias detection and fairness tools identify and mitigate biases within AI models to ensure equitable and non-discriminatory outcomes
    • 6.2.3 EXPLAINABLE AI TOOLS
      • 6.2.3.1 Explainable AI tools facilitate compliance with regulatory standards, support ethical AI practices, and improve accountability
    • 6.2.4 RISK SCORING AND STRESS TESTING TOOLS
      • 6.2.4.1 Risk scoring and stress testing tools safeguard organizations from unforeseen risks and operational disruptions
    • 6.2.5 SECURITY AND PRIVACY MANAGEMENT TOOLS
      • 6.2.5.1 Growing need to ensure safe and ethical use of AI technologies to drive market
    • 6.2.6 REPORTING AND ANALYTICS TOOLS
      • 6.2.6.1 Advanced reporting and analytics tools enhance AI model risk management
  • 6.3 DEPLOYMENT MODE
    • 6.3.1 ON-PREMISES
      • 6.3.1.1 On-premises deployment offers enterprises maximum control, security, and compliance in AI model risk management
    • 6.3.2 CLOUD
      • 6.3.2.1 Need for scalability, flexibility, and cost-effectiveness to fuel demand for cloud deployment of AI model risk management
  • 6.4 SERVICES
    • 6.4.1 PROFESSIONAL SERVICES
      • 6.4.1.1 Consulting & advisory
        • 6.4.1.1.1 Increasing demand for personalized customer experiences and efficient business operations to spur market growth
      • 6.4.1.2 Integration & deployment
        • 6.4.1.2.1 Integration & deployment services facilitate the seamless incorporation and efficient utilization of AI-powered software systems
      • 6.4.1.3 Support & maintenance
        • 6.4.1.3.1 Support & maintenance services ensure the ongoing reliability, performance, and security of AI model risk management solutions
      • 6.4.1.4 Training & education
        • 6.4.1.4.1 Training and education services enhance model transparency and ensure adherence to ethical guidelines and regulatory requirements
    • 6.4.2 MANAGED SERVICES

7 AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE

  • 7.1 INTRODUCTION
    • 7.1.1 RISK TYPE: AI MODEL RISK MANAGEMENT MARKET DRIVERS
  • 7.2 SECURITY RISK
    • 7.2.1 SECURITY RISKS IN AI MODEL RISK MANAGEMENT SOFTWARE SAFEGUARD AND ENSURE INTEGRITY AND CONFIDENTIALITY OF AI-DRIVEN PROCESSES
  • 7.3 ETHICAL RISK
    • 7.3.1 AI MODEL RISK MANAGEMENT SOFTWARE ENSURES RESPONSIBLE AI USAGE AND MINIMIZES ETHICAL RISKS LINKED WITH AI TECHNOLOGIES
  • 7.4 OPERATIONAL RISK
    • 7.4.1 OPERATIONAL RISK INVOLVES ADDRESSING SYSTEM FAILURES AND OPTIMIZING AI MODELS TO MAINTAIN EFFECTIVENESS

8 AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION

  • 8.1 INTRODUCTION
    • 8.1.1 APPLICATION: AI MODEL RISK MANAGEMENT MARKET DRIVERS
  • 8.2 SENTIMENT ANALYSIS
    • 8.2.1 SENTIMENT ANALYSIS AIDS BUSINESSES UNDERSTAND CUSTOMER PERCEPTIONS, IDENTIFY EMERGING TRENDS, AND DETECT BRAND REPUTATION RISKS
  • 8.3 FRAUD DETECTION AND RISK REDUCTION
    • 8.3.1 FRAUD DETECTION AND RISK REDUCTION ENHANCE TRUST AND SECURITY IN AI MODELS AMONG INDUSTRIES
  • 8.4 MODEL INVENTORY MANAGEMENT
    • 8.4.1 MODEL INVENTORY ENSURES TRACKING, MONITORING, AND OPTIMIZATION OF AI MODELS FOR RISK MITIGATION
  • 8.5 DATA CLASSIFICATION AND LABELING
    • 8.5.1 DATA CLASSIFICATION AND LABELING IDENTIFY POTENTIAL BIAS AND ENSURE ROBUST GOVERNANCE THROUGHOUT AI LIFECYCLE
  • 8.6 REGULATORY COMPLIANCE MONITORING
    • 8.6.1 NEED TO ADHERE TO LEGAL AND ETHICAL STANDARDS IN AI DEPLOYMENT TO DRIVE MARKET
  • 8.7 CUSTOMER SEGMENTATION AND TARGETING
    • 8.7.1 NEED TO EFFECTIVELY ADDRESS DIVERSE CUSTOMER NEEDS TO DRIVE MARKET
  • 8.8 OTHER APPLICATIONS

9 AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL

  • 9.1 INTRODUCTION
    • 9.1.1 VERTICAL: AI MODEL RISK MANAGEMENT MARKET DRIVERS
  • 9.2 BFSI
    • 9.2.1 INCREASING COMPLEXITY OF FINANCIAL PRODUCTS AND REGULATIONS TO DRIVE MARKET
    • 9.2.2 CREDIT RISK ASSESSMENT
    • 9.2.3 ALGORITHMIC TRADING
    • 9.2.4 ANTI-MONEY LAUNDERING (AML) MONITORING
    • 9.2.5 MARKET RISK ANALYSIS
    • 9.2.6 LOAN DEFAULT PREDICTION
    • 9.2.7 OTHERS
  • 9.3 RETAIL & ECOMMERCE
    • 9.3.1 AI-DRIVEN RISK MANAGEMENT EMPOWERS BUSINESSES TO MANAGE RISKS AND DELIVER SECURE AND PERSONALIZED CUSTOMER EXPERIENCE
    • 9.3.2 DEMAND AND SALES FORECASTING
    • 9.3.3 CUSTOMER CHURN PREDICTION
    • 9.3.4 PERSONALIZED RECOMMENDATIONS
    • 9.3.5 RETURN AND REFUND RISK MANAGEMENT
    • 9.3.6 CUSTOMER LIFETIME VALUE PREDICTION
    • 9.3.7 OTHERS
  • 9.4 TELECOM
    • 9.4.1 TELECOM INCORPORATES AI MODELS TO MITIGATE RISKS RELATED TO DATA PRIVACY AND NETWORK SECURITY
    • 9.4.2 NETWORK PERFORMANCE MONITORING
    • 9.4.3 CUSTOMER EXPERIENCE MANAGEMENT
    • 9.4.4 USAGE PATTERN ANALYSIS
    • 9.4.5 SERVICE RELIABILITY PREDICTION
    • 9.4.6 REVENUE ASSURANCE
    • 9.4.7 OTHERS
  • 9.5 MANUFACTURING
    • 9.5.1 MANUFACTURING SECTOR USES DATA ANALYTICS TO PREDICT OPERATIONAL RISKS AND ENHANCE PRODUCTION PROCESSES
    • 9.5.2 PREDICTIVE MAINTENANCE
    • 9.5.3 QUALITY CONTROL
    • 9.5.4 PRODUCTION LINE RISK MANAGEMENT
    • 9.5.5 SUPPLIER RISK ASSESSMENT
    • 9.5.6 LEAN MANUFACTURING OPTIMIZATION
    • 9.5.7 OTHERS
  • 9.6 HEALTHCARE & LIFE SCIENCES
    • 9.6.1 ACCURACY, ROBUSTNESS, AND FAIRNESS OF PREDICTIONS TO DRIVE DEMAND IN HEALTHCARE & LIFE SCIENCES
    • 9.6.2 PATIENT RISK STRATIFICATION
    • 9.6.3 PREDICTIVE DIAGNOSTICS
    • 9.6.4 CLINICAL TRIAL OPTIMIZATION
    • 9.6.5 DRUG SAFETY MONITORING
    • 9.6.6 HEALTHCARE COST MANAGEMENT
    • 9.6.7 OTHERS
  • 9.7 MEDIA & ENTERTAINMENT
    • 9.7.1 NEED TO ENHANCE USER EXPERIENCES, MAINTAIN PUBLIC TRUST, AND UPHOLD ETHICAL STANDARDS TO DRIVE DEMAND IN MEDIA & ENTERTAINMENT
    • 9.7.2 AUDIENCE SEGMENTATION
    • 9.7.3 CONTENT RECOMMENDATION SYSTEMS
    • 9.7.4 AD TARGETING OPTIMIZATION
    • 9.7.5 ENGAGEMENT ANALYSIS
    • 9.7.6 CONTENT DEMAND FORECASTING
    • 9.7.7 OTHERS
  • 9.8 IT & ITES
    • 9.8.1 IT & ITES LEVERAGE ADVANCED ANALYTICS TO ASSESS AND MITIGATE RISKS
    • 9.8.2 IT INFRASTRUCTURE RISK MANAGEMENT
    • 9.8.3 DATA PRIVACY COMPLIANCE MONITORING
    • 9.8.4 SERVICE LEVEL AGREEMENT (SLA) COMPLIANCE PREDICTION
    • 9.8.5 INCIDENT RESPONSE OPTIMIZATION
    • 9.8.6 SYSTEM DOWNTIME PREDICTION
    • 9.8.7 PROJECT RISK MANAGEMENT
    • 9.8.8 OTHERS
  • 9.9 GOVERNMENT & PUBLIC SECTOR
    • 9.9.1 GOVERNMENTS INCREASINGLY RELY ON AI FOR DECISION-MAKING IN PUBLIC SAFETY, HEALTHCARE, TRANSPORTATION, AND SOCIAL SERVICES
    • 9.9.2 PUBLIC HEALTH SURVEILLANCE
    • 9.9.3 DISASTER RESPONSE PLANNING
    • 9.9.4 CRIME PREDICTION AND PREVENTION
    • 9.9.5 ENVIRONMENTAL RISK MANAGEMENT
    • 9.9.6 SOCIAL SERVICES ELIGIBILITY VERIFICATION
    • 9.9.7 OTHERS
  • 9.10 OTHER VERTICALS

10 AI MODEL RISK MANAGEMENT MARKET, BY REGION

  • 10.1 INTRODUCTION
  • 10.2 NORTH AMERICA
    • 10.2.1 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET DRIVERS
    • 10.2.2 NORTH AMERICA: IMPACT OF RECESSION
    • 10.2.3 US
      • 10.2.3.1 Rising adoption of AI in finance and banking sectors to drive market
    • 10.2.4 CANADA
      • 10.2.4.1 Evolving regulations and guidelines on model risk management to drive market
  • 10.3 EUROPE
    • 10.3.1 EUROPE: AI MODEL RISK MANAGEMENT MARKET DRIVERS
    • 10.3.2 EUROPE: IMPACT OF RECESSION
    • 10.3.3 UK
      • 10.3.3.1 Evolving Landscape of AI Model Risk Management to address the multifaceted challenges posed by AI-driven decision-making systems in various sectors
    • 10.3.4 GERMANY
      • 10.3.4.1 Growing complexity of AI applications and increasing regulatory scrutiny to drive market
    • 10.3.5 FRANCE
      • 10.3.5.1 Introduction of guidelines and frameworks for responsible development and deployment of AI systems to drive market
    • 10.3.6 SPAIN
      • 10.3.6.1 Increasing integration of advanced machine learning algorithms and AI-powered tools to drive market
    • 10.3.7 ITALY
      • 10.3.7.1 Growing development and adoption of AI technologies to drive market
    • 10.3.8 REST OF EUROPE
  • 10.4 ASIA PACIFIC
    • 10.4.1 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET DRIVERS
    • 10.4.2 ASIA PACIFIC: IMPACT OF RECESSION
    • 10.4.3 CHINA
      • 10.4.3.1 Government initiatives and advancements by major tech companies to drive market
    • 10.4.4 JAPAN
      • 10.4.4.1 Focus on mitigating risks related to bias, data privacy, and decision-making to drive market
    • 10.4.5 INDIA
      • 10.4.5.1 Growing adoption of AI technologies in various industries to drive market
    • 10.4.6 SOUTH KOREA
      • 10.4.6.1 Commitment to fostering secure and ethical AI ecosystem to drive market
    • 10.4.7 AUSTRALIA & NEW ZEALAND
      • 10.4.7.1 Rising need for transparency in AI decision-making and demand for robust and reliable AI systems to drive market
    • 10.4.8 ASEAN COUNTRIES
      • 10.4.8.1 Development and implementation of strategies to harness benefits and manage risks of AI to drive market
    • 10.4.9 REST OF ASIA PACIFIC
  • 10.5 MIDDLE EAST & AFRICA
    • 10.5.1 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET DRIVERS
    • 10.5.2 MIDDLE EAST & AFRICA: IMPACT OF RECESSION
    • 10.5.3 MIDDLE EAST
      • 10.5.3.1 Saudi Arabia
        • 10.5.3.1.1 Ongoing efforts to refine regulatory frameworks, enhance technological capabilities, and foster collaboration to drive market
      • 10.5.3.2 UAE
        • 10.5.3.2.1 Rising adoption of AI and machine learning technologies in financial sector to drive market
      • 10.5.3.3 Qatar
        • 10.5.3.3.1 Increasing focus on robust regulatory frameworks and advanced technological capabilities to mitigate AI-related risks to drive market
      • 10.5.3.4 Turkey
        • 10.5.3.4.1 Investment in AI and machine learning technologies to drive market
    • 10.5.4 REST OF MIDDLE EAST
    • 10.5.5 AFRICA
  • 10.6 LATIN AMERICA
    • 10.6.1 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET DRIVERS
    • 10.6.2 LATIN AMERICA: IMPACT OF RECESSION
    • 10.6.3 BRAZIL
      • 10.6.3.1 Government-led projects and public-private partnerships focused on use of AI in public services to drive market
    • 10.6.4 MEXICO
      • 10.6.4.1 Development of policies and frameworks to regulate AI use to drive market
    • 10.6.5 ARGENTINA
      • 10.6.5.1 Growing focus on developing secure and reliable AI solutions for various sectors to drive market
    • 10.6.6 REST OF LATIN AMERICA

11 COMPETITIVE LANDSCAPE

  • 11.1 OVERVIEW
  • 11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
  • 11.3 REVENUE ANALYSIS
  • 11.4 MARKET SHARE ANALYSIS
    • 11.4.1 MARKET RANKING ANALYSIS
  • 11.5 PRODUCT COMPARATIVE ANALYSIS
  • 11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • 11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
    • 11.7.1 STARS
    • 11.7.2 EMERGING LEADERS
    • 11.7.3 PERVASIVE PLAYERS
    • 11.7.4 PARTICIPANTS
    • 11.7.5 COMPANY FOOTPRINT: KEY PLAYERS
      • 11.7.5.1 Company footprint
      • 11.7.5.2 Regional footprint
      • 11.7.5.3 Application footprint
      • 11.7.5.4 Vertical footprint
      • 11.7.5.5 Product footprint
  • 11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
    • 11.8.1 PROGRESSIVE COMPANIES
    • 11.8.2 RESPONSIVE COMPANIES
    • 11.8.3 DYNAMIC COMPANIES
    • 11.8.4 STARTING BLOCKS
    • 11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
      • 11.8.5.1 Detailed list of key startups/SMEs
      • 11.8.5.2 Competitive benchmarking of key startups/SMEs
  • 11.9 COMPETITIVE SCENARIO AND TRENDS
    • 11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
    • 11.9.2 DEALS

12 COMPANY PROFILES

  • 12.1 INTRODUCTION
  • 12.2 KEY PLAYERS
    • 12.2.1 MICROSOFT
      • 12.2.1.1 Business overview
      • 12.2.1.2 Products/Solutions/Services offered
      • 12.2.1.3 Recent developments
      • 12.2.1.4 MnM view
        • 12.2.1.4.1 Key strengths
        • 12.2.1.4.2 Strategic choices
        • 12.2.1.4.3 Weaknesses and competitive threats
    • 12.2.2 IBM
      • 12.2.2.1 Business overview
      • 12.2.2.2 Products/Solutions/Services offered
      • 12.2.2.3 Recent developments
      • 12.2.2.4 MnM view
        • 12.2.2.4.1 Key strengths
        • 12.2.2.4.2 Strategic choices
        • 12.2.2.4.3 Weaknesses and competitive threats
    • 12.2.3 SAS INSTITUTE
      • 12.2.3.1 Business overview
      • 12.2.3.2 Products/Solutions/Services offered
      • 12.2.3.3 Recent developments
      • 12.2.3.4 MnM view
        • 12.2.3.4.1 Key strengths
        • 12.2.3.4.2 Strategic choices
        • 12.2.3.4.3 Weaknesses and competitive threats
    • 12.2.4 AWS
      • 12.2.4.1 Business overview
      • 12.2.4.2 Products/Solutions/Services offered
      • 12.2.4.3 Recent developments
      • 12.2.4.4 MnM view
        • 12.2.4.4.1 Key strengths
        • 12.2.4.4.2 Strategic choices
        • 12.2.4.4.3 Weaknesses and competitive threats
    • 12.2.5 GOOGLE
      • 12.2.5.1 Business overview
      • 12.2.5.2 Products/Solutions/Services offered
      • 12.2.5.3 MnM view
        • 12.2.5.3.1 Key strengths
        • 12.2.5.3.2 Strategic choices
        • 12.2.5.3.3 Weaknesses and competitive threats
    • 12.2.6 H2O.AI
      • 12.2.6.1 Business overview
      • 12.2.6.2 Products/Solutions/Services offered
      • 12.2.6.3 Recent developments
    • 12.2.7 LOGICGATE
      • 12.2.7.1 Business overview
      • 12.2.7.2 Products/Solutions/Services offered
    • 12.2.8 LOGICMANAGER
      • 12.2.8.1 Business overview
      • 12.2.8.2 Products/Solutions/Services offered
    • 12.2.9 C3 AI
      • 12.2.9.1 Business overview
      • 12.2.9.2 Products/Solutions/Services offered
    • 12.2.10 MATHWORKS
      • 12.2.10.1 Business overview
      • 12.2.10.2 Products/Solutions/Services offered
    • 12.2.11 ALTERYX
    • 12.2.12 AUDITBOARD
    • 12.2.13 DATABRICKS
    • 12.2.14 APPARITY
    • 12.2.15 CIMCON SOFTWARE
    • 12.2.16 EMPOWERED SYSTEMS
    • 12.2.17 MITRATECH
    • 12.2.18 NAVEX GLOBAL
    • 12.2.19 CROWE
    • 12.2.20 METRICSTREAM
    • 12.2.21 IMANAGE
    • 12.2.22 UPGUARD
  • 12.3 STARTUPS/SMES
    • 12.3.1 ROBUST INTELLIGENCE
    • 12.3.2 YIELDS.IO
    • 12.3.3 SCRUT AUTOMATION
    • 12.3.4 DATATRON
    • 12.3.5 KRISTA
    • 12.3.6 FAIRLY AI
    • 12.3.7 MODELOP
    • 12.3.8 ARMILLA AI
    • 12.3.9 VALIDMIND

13 ADJACENT AND RELATED MARKETS

  • 13.1 INTRODUCTION
  • 13.2 GENERATIVE AI MARKET - GLOBAL FORECAST TO 2030
    • 13.2.1 MARKET DEFINITION
    • 13.2.2 MARKET OVERVIEW
      • 13.2.2.1 Generative AI market, by offering
      • 13.2.2.2 Generative AI market, by data modality
      • 13.2.2.3 Generative AI market, by application
      • 13.2.2.4 Generative AI market, by vertical
      • 13.2.2.5 Generative AI market, by region
  • 13.3 MLOPS MARKET - GLOBAL FORECAST TO 2027
    • 13.3.1 MARKET DEFINITION
    • 13.3.2 MARKET OVERVIEW
      • 13.3.2.1 MLOps market, by component
      • 13.3.2.2 MLOps market, by deployment mode
      • 13.3.2.3 MLOps market, by organization size
      • 13.3.2.4 MLOps market, by vertical
      • 13.3.2.5 MLOps market, by region

14 APPENDIX

  • 14.1 DISCUSSION GUIDE
  • 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 14.3 CUSTOMIZATION OPTIONS
  • 14.4 RELATED REPORTS
  • 14.5 AUTHOR DETAILS

List of Tables

  • TABLE 1 USD EXCHANGE RATES, 2019-2023
  • TABLE 2 PRIMARY INTERVIEWS
  • TABLE 3 FACTOR ANALYSIS
  • TABLE 4 IMPACT OF GENERATIVE AI ON AI MODEL RISK MANAGEMENT MARKET
  • TABLE 5 AI MODEL RISK MANAGEMENT MARKET SIZE AND GROWTH RATE, 2019-2023 (USD MILLION, Y-O-Y %)
  • TABLE 6 AI MODEL RISK MANAGEMENT MARKET SIZE AND GROWTH RATE, 2024-2029 (USD MILLION, Y-O-Y %)
  • TABLE 7 AI MODEL RISK MANAGEMENT MARKET: ECOSYSTEM
  • TABLE 8 AI MODEL RISK MANAGEMENT MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2024-2025
  • TABLE 9 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 10 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 11 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 12 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 14 PATENTS FILED, 2013-2023
  • TABLE 15 AI MODEL RISK MANAGEMENT MARKET: TOP 20 PATENT OWNERS, 2013-2023
  • TABLE 16 AI MODEL RISK MANAGEMENT MARKET: LIST OF PATENTS GRANTED, 2022-2023
  • TABLE 17 AVERAGE SELLING PRICE OF KEY PLAYERS FOR TOP 3 APPLICATIONS
  • TABLE 18 INDICATIVE PRICING OF AI MODEL RISK MANAGEMENT OFFERINGS
  • TABLE 19 AI MODEL RISK MANAGEMENT MARKET: IMPACT OF PORTER'S FIVE FORCES
  • TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 VERTICALS
  • TABLE 21 KEY BUYING CRITERIA FOR TOP 3 VERTICALS
  • TABLE 22 AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 23 AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 24 AI MODEL RISK MANAGEMENT MARKET, BY SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 25 AI MODEL RISK MANAGEMENT MARKET, BY SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 26 AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 27 AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 28 MODEL MANAGEMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 29 MODEL MANAGEMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 30 MONITORING AND PERFORMANCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 31 MONITORING AND PERFORMANCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 32 TESTING AND VALIDATION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 33 TESTING AND VALIDATION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 34 GOVERNANCE AND COMPLIANCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 35 TESTING AND VALIDATION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 36 AUTOMATED RETRAINING AND DEVELOPMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 37 AUTOMATED RETRAINING AND DEVELOPMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 38 COLLABORATION DEVELOPMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 39 COLLABORATION DEVELOPMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 40 BIAS DETECTION AND FAIRNESS TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 41 BIAS DETECTION AND FAIRNESS TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 42 EXPLAINABLE AI TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 43 EXPLAINABLE AI TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 44 RISK SCORING AND STRESS TESTING TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 45 RISK SCORING AND STRESS TESTING TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 46 SECURITY AND PRIVACY MANAGEMENT TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 47 SECURITY AND PRIVACY MANAGEMENT TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 48 REPORTING AND ANALYTICS TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 49 REPORTING AND ANALYTICS TOOLS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 50 AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 51 AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 52 ON-PREMISES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 53 ON-PREMISES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 54 CLOUD: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 55 CLOUD: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 56 AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 57 AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 58 SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 59 SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 60 AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 61 AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 62 PROFESSIONAL SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 63 PROFESSIONAL SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 64 CONSULTING & ADVISORY: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 65 CONSULTING & ADVISORY: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 66 INTEGRATION & DEPLOYMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 67 INTEGRATION & DEPLOYMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 68 SUPPORT & MAINTENANCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 69 SUPPORT & MAINTENANCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 70 TRAINING & EDUCATION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 71 TRAINING & EDUCATION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 72 MANAGED SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 73 MANAGED SERVICES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 74 AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 75 AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 76 SECURITY RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 77 SECURITY RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 78 ETHICAL RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 79 ETHICAL RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 80 OPERATIONAL RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 81 OPERATIONAL RISK: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 82 AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 83 AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 84 SENTIMENT ANALYSIS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 85 SENTIMENT ANALYSIS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 86 FRAUD DETECTION AND RISK REDUCTION: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 87 FRAUD DETECTION AND RISK REDUCTION: AI MODEL RISK MANAGEMENT MARKET BY REGION, 2024-2029 (USD MILLION)
  • TABLE 88 MODEL INVENTORY MANAGEMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 89 MODEL INVENTORY MANAGEMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 90 DATA CLASSIFICATION AND LABELING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 91 DATA CLASSIFICATION AND LABELING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 92 REGULATORY COMPLIANCE MONITORING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 93 REGULATORY COMPLIANCE MONITORING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 94 CUSTOMER SEGMENTATION AND TARGETING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 95 CUSTOMER SEGMENTATION AND TARGETING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 96 OTHER APPLICATIONS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 97 OTHER APPLICATIONS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 98 AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 99 AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL 2024-2029 (USD MILLION)
  • TABLE 100 BFSI: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 101 BFSI: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 102 RETAIL & ECOMMERCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 103 RETAIL & ECOMMERCE: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 104 TELECOM: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 105 TELECOM: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 106 MANUFACTURING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 107 MANUFACTURING: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 108 HEALTHCARE & LIFE SCIENCES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 109 HEALTHCARE & LIFE SCIENCES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 110 MEDIA & ENTERTAINMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 111 MEDIA & ENTERTAINMENT: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 112 IT & ITES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 113 IT & ITES: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 114 GOVERNMENT & PUBLIC SECTOR: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 115 GOVERNMENT & PUBLIC SECTOR: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 116 OTHER VERTICALS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 117 OTHER VERTICALS: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 118 AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 119 AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 120 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 121 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 122 NORTH AMERICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 123 NORTH AMERICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 124 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 125 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 126 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 127 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 128 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 129 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 130 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 131 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 132 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 133 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 134 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 135 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 136 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 137 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 138 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 139 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 140 US: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 141 US: AI MODEL RISK MANAGEMENT MARKET BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 142 CANADA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 143 CANADA: AI MODEL RISK MANAGEMENT MARKET BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 144 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 145 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 146 EUROPE: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 147 EUROPE: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 148 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 149 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 150 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 151 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 152 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 153 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 154 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 155 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 156 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 157 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 158 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 159 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 160 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 161 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 162 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 163 EUROPE: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 164 UK: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 165 UK: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 166 GERMANY: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 167 GERMANY: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 168 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 169 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 170 ASIA PACIFIC: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 171 ASIA PACIFIC: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 172 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 173 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 174 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 175 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 176 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 177 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 178 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 179 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 180 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 181 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 182 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 183 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 184 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 185 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 186 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 187 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 188 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY ASEAN COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 189 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET, BY ASEAN COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 190 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 191 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 192 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 193 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 194 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 195 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 196 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 197 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 198 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 199 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 200 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 201 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 202 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 203 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 204 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 205 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 206 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 207 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 208 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 209 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 210 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY MIDDLE EAST COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 211 MIDDLE EAST & AFRICA: AI MODEL RISK MANAGEMENT MARKET, BY MIDDLE EAST COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 212 SAUDI ARABIA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 213 SAUDI ARABIA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 214 UAE: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 215 UAE: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 216 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 217 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 218 LATIN AMERICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 219 LATIN AMERICA: AI MODEL RISK MANAGEMENT SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 220 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2019-2023 (USD MILLION)
  • TABLE 221 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY MODEL MANAGEMENT SOFTWARE TYPE, 2024-2029 (USD MILLION)
  • TABLE 222 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 223 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 224 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 225 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 226 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 227 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 228 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2019-2023 (USD MILLION)
  • TABLE 229 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE, 2024-2029 (USD MILLION)
  • TABLE 230 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 231 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 232 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 233 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 234 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 235 LATIN AMERICA: AI MODEL RISK MANAGEMENT MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 236 BRAZIL: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 237 BRAZIL: AI MODEL RISK MANAGEMENT MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 238 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI MODEL RISK MANAGEMENT VENDORS
  • TABLE 239 AI MODEL RISK MANAGEMENT MARKET: DEGREE OF COMPETITION
  • TABLE 240 AI MODEL RISK MANAGEMENT MARKET: REGIONAL FOOTPRINT
  • TABLE 241 AI MODEL RISK MANAGEMENT MARKET: APPLICATION FOOTPRINT
  • TABLE 242 AI MODEL RISK MANAGEMENT MARKET: VERTICAL FOOTPRINT
  • TABLE 243 AI MODEL RISK MANAGEMENT MARKET: PRODUCT FOOTPRINT
  • TABLE 244 AI MODEL RISK MANAGEMENT MARKET: DETAILED LIST OF KEY STARTUPS/SMES
  • TABLE 245 AI MODEL RISK MANAGEMENT MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
  • TABLE 246 AI MODEL RISK MANAGEMENT MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021-MAY 2024
  • TABLE 247 AI MODEL RISK MANAGEMENT MARKET: DEALS, JANUARY 2021-MAY 2024
  • TABLE 248 MICROSOFT: COMPANY OVERVIEW
  • TABLE 249 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 250 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 251 MICROSOFT: DEALS
  • TABLE 252 IBM: COMPANY OVERVIEW
  • TABLE 253 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 254 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 255 IBM: DEALS
  • TABLE 256 IBM: OTHERS
  • TABLE 257 SAS INSTITUTE: COMPANY OVERVIEW
  • TABLE 258 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 259 SAS INSTITUTE: DEALS
  • TABLE 260 AWS: COMPANY OVERVIEW
  • TABLE 261 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 262 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 263 AWS: DEALS
  • TABLE 264 GOOGLE: COMPANY OVERVIEW
  • TABLE 265 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 266 GOOGLE: DEALS
  • TABLE 267 H2O.AI: COMPANY OVERVIEW
  • TABLE 268 H2O.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 269 H2O.AI: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 270 LOGICGATE: COMPANY OVERVIEW
  • TABLE 271 LOGICGATE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 272 LOGICGATE: DEALS
  • TABLE 273 LOGICMANAGER: COMPANY OVERVIEW
  • TABLE 274 LOGICMANAGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 275 C3 AI: COMPANY OVERVIEW
  • TABLE 276 C3 AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 277 C3 AI: DEALS
  • TABLE 278 MATHWORKS: COMPANY OVERVIEW
  • TABLE 279 MATHWORKS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 280 MATHWORKS: DEALS
  • TABLE 281 GENERATIVE AI MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 282 GENERATIVE AI MARKET, BY OFFERING, 2024-2030 (USD MILLION)
  • TABLE 283 GENERATIVE AI MARKET, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 284 GENERATIVE AI MARKET, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • TABLE 285 GENERATIVE AI MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 286 GENERATIVE AI MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
  • TABLE 287 GENERATIVE AI MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 288 GENERATIVE AI MARKET, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 289 GENERATIVE AI MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 290 GENERATIVE AI MARKET, BY REGION, 2024-2030 (USD MILLION)
  • TABLE 291 MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
  • TABLE 292 MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
  • TABLE 293 MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
  • TABLE 294 MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
  • TABLE 295 MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
  • TABLE 296 MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
  • TABLE 297 MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
  • TABLE 298 MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
  • TABLE 299 MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
  • TABLE 300 MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)

List of Figures

  • FIGURE 1 AI MODEL RISK MANAGEMENT MARKET: RESEARCH DESIGN
  • FIGURE 2 DATA TRIANGULATION
  • FIGURE 3 AI MODEL RISK MANAGEMENT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • FIGURE 4 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/SERVICES OF AI MODEL RISK MANAGEMENT MARKET
  • FIGURE 5 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF AI MODEL RISK MANAGEMENT MARKET
  • FIGURE 6 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF AI MODEL RISK MANAGEMENT MARKET
  • FIGURE 7 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AI MODEL RISK MANAGEMENT THROUGH OVERALL DIGITAL SOLUTIONS SPENDING
  • FIGURE 8 SOFTWARE SEGMENT TO DOMINATE MARKET IN 2024
  • FIGURE 9 MODEL MANAGEMENT SEGMENT TO HOLD LARGEST MARKET SHARE IN 2024
  • FIGURE 10 CLOUD SEGMENT TO DOMINATE MARKET IN 2024
  • FIGURE 11 MONITORING & PERFORMANCE SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
  • FIGURE 12 PROFESSIONAL SERVICES SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 13 INTEGRATION & DEPLOYMENT SEGMENT TO HOLD LARGEST MARKET SHARE IN 2024
  • FIGURE 14 SECURITY RISK SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 15 FRAUD DETECTION & RISK REDUCTION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
  • FIGURE 16 BFSI SEGMENT TO HOLD LARGEST MARKET SIZE IN 2024
  • FIGURE 17 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 18 RISING NEED TO AUTOMATE RISK ASSESSMENT FOR DEGRADED MANUAL ERRORS TO DRIVE MARKET
  • FIGURE 19 SENTIMENT ANALYSIS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 20 SOFTWARE AND PROFESSIONAL SERVICES SEGMENTS TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA IN 2024
  • FIGURE 21 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024
  • FIGURE 22 AI MODEL RISK MANAGEMENT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • FIGURE 23 EVOLUTION OF AI MODEL RISK MANAGEMENT MARKET
  • FIGURE 24 AI MODEL RISK MANAGEMENT MARKET: SUPPLY CHAIN ANALYSIS
  • FIGURE 25 AI MODEL RISK MANAGEMENT MARKET ECOSYSTEM: KEY PLAYERS
  • FIGURE 26 AI MODEL RISK MANAGEMENT MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)
  • FIGURE 27 NUMBER OF PATENTS GRANTED TO VENDORS IN LAST 10 YEARS
  • FIGURE 28 TOP 10 PATENT APPLICANTS IN LAST 10 YEARS
  • FIGURE 29 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013-2023
  • FIGURE 30 AVERAGE SELLING PRICE OF KEY PLAYERS FOR TOP 3 APPLICATIONS
  • FIGURE 31 PORTER'S FIVE FORCES ANALYSIS
  • FIGURE 32 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • FIGURE 33 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS
  • FIGURE 34 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
  • FIGURE 35 SERVICES SEGMENT TO REGISTER HIGHER CAGR THAN SOFTWARE SEGMENT DURING FORECAST PERIOD
  • FIGURE 36 EXPLAINABLE AI TOOLS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 37 AUTOMATED RETRAINING AND DEPLOYMENT SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 38 ON-PREMISES SEGMENT TO REGISTER HIGHER CAGR THAN CLOUD SEGMENT DURING FORECAST PERIOD
  • FIGURE 39 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR THAN PROFESSIONAL SERVICES SEGMENT DURING FORECAST PERIOD
  • FIGURE 40 SUPPORT & MAINTENANCE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 41 OPERATIONAL RISK SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 42 SENTIMENT ANALYSIS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 43 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 44 INDIA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 45 ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 46 NORTH AMERICA: AI MODEL RISK MANAGEMENT MARKET SNAPSHOT
  • FIGURE 47 ASIA PACIFIC: AI MODEL RISK MANAGEMENT MARKET SNAPSHOT
  • FIGURE 48 REVENUE ANALYSIS OF KEY PLAYERS IN PAST FIVE YEARS
  • FIGURE 49 SHARE OF LEADING COMPANIES IN AI MODEL RISK MANAGEMENT MARKET, 2023
  • FIGURE 50 PRODUCT COMPARATIVE ANALYSIS
  • FIGURE 51 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 52 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
  • FIGURE 53 AI MODEL RISK MANAGEMENT MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
  • FIGURE 54 AI MODEL RISK MANAGEMENT MARKET: COMPANY FOOTPRINT
  • FIGURE 55 AI MODEL RISK MANAGEMENT MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
  • FIGURE 56 MICROSOFT: COMPANY SNAPSHOT
  • FIGURE 57 IBM: COMPANY SNAPSHOT
  • FIGURE 58 AWS: COMPANY SNAPSHOT
  • FIGURE 59 GOOGLE: COMPANY SNAPSHOT
  • FIGURE 60 C3 AI: COMPANY SNAPSHOT