查看购物车
  • Traditional Chinese
  • English
  • Japanese
封面
市场调查报告书
商品编码
1643514

全球人工智慧模型风险管理市场

Artificial Intelligence Model Risk Management
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 216 Pages | 商品交期: 最快1-2个工作天内

价格

※ 本网页内容可能与最新版本有所差异。详细情况请与我们联繫。

简介目录

预计2030年全球人工智慧模型风险管理市场规模将达136亿美国

2024 年全球人工智慧模型风险管理市场规模估计为 67 亿美元，预计到 2030 年将达到 136 亿美元，2024 年至 2030 年的复合年增长率为 12.6%。人工智慧模型风险管理软体是报告分析的细分市场之一，预计到分析期结束时复合年增长率为 11.0%，达到 79 亿美元。预计在分析期内，AI模型风险管理服务部门的成长率将达到15.1%。

美国市场规模估计为 18 亿美元，中国市场预估年复合成长率为 11.9%

美国人工智慧模型风险管理市场规模预计在2024年达到18亿美元。中国是世界第二大经济体，预计到 2030 年市场规模将达到 21 亿美元，2024-2030 年分析期间的复合年增长率为 11.9%。其他值得注意的区域市场包括日本和加拿大，预计在分析期间的复合年增长率分别为 11.4% 和 11.0%。在欧洲，预计德国的复合年增长率约为 9.4%。

全球人工智慧模型风险管理市场-主要趋势与驱动因素摘要

人工智慧模型风险管理将如何改变财务和营运风险评估？

人工智慧 (AI) 正在为金融机构、保险公司和其他公司提供先进的工具来评估、监控和减轻与 AI 驱动模型相关的风险，从而彻底改变模型风险管理 (MRM)。传统风险管理涉及手动流程和简单模型来评估财务、业务和策略决策的潜在风险。然而，随着人工智慧模型变得越来越复杂并嵌入关键业务功能中，对先进的自动化风险管理解决方案的需求正在显着增长。

人工智慧风险管理解决方案使企业能够进行更准确、更全面的模型检验，并发现人工智慧模型中难以手动识别的隐藏风险和偏见。这些解决方案利用机器学习 (ML)、巨量资料分析和自动化决策来分析历史资料、模型效能和风险敞口，以确保人工智慧主导的模型符合监管标准和内部风险管理实践。

MRM 中的 AI 可以追踪模型漂移，监控 AI 演算法的稳健性，并帮助组织了解推动预测的假设和参数，从而降低不准确或不可靠结果的可能性。加强监督不仅有助于避免潜在的财务损失，而且还提供了更高的透明度，这在金融、医疗保健和保险等受到严格监管的行业中尤为重要。此外，人工智慧工具可以模拟各种「假设」场景，以预测模型在不同条件下的表现，从而增强决策流程。

什么将推动人工智慧在模型风险管理的应用？

银行、保险和投资等产业对人工智慧模型的依赖日益增加，是采用人工智慧进行模型风险管理的主要驱动力。随着金融机构和企业越来越多地采用人工智慧进行信用评分、诈欺检测、演算法交易和承保，模型的复杂性和规模也在不断增长。因此，传统的风险管理技术不再能够确保这些模型的可靠性和公平性。现在正在使用人工智慧解决方案来解决这一差距，为公司提供即时风险评估和自动模型检验工具。

监管压力也是一个关键驱动因素。随着人工智慧模型在决策流程中得到越来越广泛的应用，政府和监管机构对模型透明度、公平性和课责实施了更严格的指导方针和要求。例如，在金融领域，越来越多的人呼吁基于人工智慧的信用评分和贷款决策透明化，以防止歧视和偏见。人工智慧模型风险管理解决方案透过提供模型效能、偏见和公平性的详细报告和评估，帮助公司遵守这些法规。这确保了模型在可接受的范围内运作并能经受监管审查。

此外，公司越来越重视资料完整性和人工智慧的道德使用。随着人工智慧模型在决策中变得越来越普遍，它们也更容易受到可能影响结果的偏见的影响。人工智慧模型的风险管理透过识别潜在的偏见来源并确保模型公平公正来解决这些问题。这种主动降低道德风险的方法有助于与客户、监管机构和相关人员建立信任，进一步鼓励在模型风险管理中采用人工智慧。

人工智慧能否提高风险管理的准确性和合规性？

透过自动化复杂的风险评估并提供对模型性能的更深入了解，人工智慧大大提高了模型风险管理的准确性和合规性。传统的风险管理方法往往依赖人工评估和静态测试，既耗时又容易出错。同时，人工智慧解决方案可以即时动态监控模型风险，持续评估模型效能并识别潜在的漏洞。

人工智慧系统中的机器学习演算法能够发现并不明显的模式和见解，从而能够在模型生命週期的早期检测到新出现的风险和偏见。例如，人工智慧工具可以持续评估信用评分模型是否无意歧视某些人口群体，让企业能够快速调整参数并提高对法律要求的遵守程度。

此外，人工智慧系统还可以确保即时满足所有监管要求，从而提高合规性。在金融等法律规范不断发展的领域，人工智慧工具可以快速适应新准则，使企业更容易保持合规，而无需不断手动更新。对于管理跨不同部门和管辖范围的各种模型的大型组织来说，这尤其有益。透过自动化合规性检查并提供即时风险评估，人工智慧降低了昂贵的罚款和不合规的风险。

是什么推动了模型风险管理市场中的人工智慧的成长？

模型风险管理市场中人工智慧的成长是由技术进步、监管压力和人工智慧业务运营日益复杂等多种因素共同推动的。随着企业不断将人工智慧融入决策、诈欺侦测和财务预测等核心流程，管理相关风险的需求也日益增加。人工智慧主导的MRM 解决方案提供了监控、评估和减轻这些风险所需的工具，使组织能够在整个业务过程中自信地部署人工智慧模型。

监管和道德考量对于市场成长也至关重要。随着人们越来越关注确保人工智慧的公平性、透明度和课责，公司正在采用先进的MRM 解决方案，以便更好地了解其人工智慧模型的运作和决策方式。 。政府法规，特别是在银行、医疗保健和保险等领域，正在执行更严格的标准，要求公司证明他们的模型没有偏见和不准确性。因此，对于寻求满足这些标准的组织来说，简化合规性并提供强大审核功能的人工智慧解决方案至关重要。

对资料隐私和人工智慧的伦理影响的日益关注也在市场扩张中发挥重要作用。随着人工智慧系统变得越来越普及，管理人工智慧决策的道德和法律影响变得至关重要。人工智慧模型风险管理系统使公司能够识别和减轻与资料滥用、演算法偏见和缺乏透明度相关的风险，确保业务并保护消费者的信任。这些因素加上人工智慧技术的不断发展，推动了人工智慧在模型风险管理中的快速应用和成长。

部分

元件（软体元件、服务元件）、风险类型（操作风险、安全风险、道德风险、其他风险）、应用程式（诈欺侦测和风险降低应用程式、资料分类和标籤应用程式、监管合规监控和应用程式、情绪分析应用、其他应用）、垂直行业（IT 和通讯垂直行业、BFSI 垂直行业、医疗保健和生命科学垂直行业、政府和公共部门垂直行业、零售和电子商务垂直行业、其他垂直行业）

受访公司范例（42家值得关注的公司）

  • Accenture Plc
  • Amazon Web Services, Inc.
  • DataRobot, Inc.
  • Deloitte Touche Tohmatsu Ltd.
  • Google LLC
  • IBM Corporation
  • LogicGate, Inc.
  • Microsoft Corporation
  • SAS Institute, Inc.

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章 市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 竞赛

简介目录
Product Code: MCP29268

Global Artificial Intelligence Model Risk Management Market to Reach US$13.6 Billion by 2030

The global market for Artificial Intelligence Model Risk Management estimated at US$6.7 Billion in the year 2024, is expected to reach US$13.6 Billion by 2030, growing at a CAGR of 12.6% over the analysis period 2024-2030. AI Model Risk Management Software, one of the segments analyzed in the report, is expected to record a 11.0% CAGR and reach US$7.9 Billion by the end of the analysis period. Growth in the AI Model Risk Management Services segment is estimated at 15.1% CAGR over the analysis period.

The U.S. Market is Estimated at US$1.8 Billion While China is Forecast to Grow at 11.9% CAGR

The Artificial Intelligence Model Risk Management market in the U.S. is estimated at US$1.8 Billion in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$2.1 Billion by the year 2030 trailing a CAGR of 11.9% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 11.4% and 11.0% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 9.4% CAGR.

Global Artificial Intelligence Model Risk Management Market - Key Trends & Drivers Summarized

How Is AI Model Risk Management Transforming Financial and Operational Risk Assessment?

Artificial Intelligence (AI) is revolutionizing model risk management (MRM) by providing financial institutions, insurance companies, and other businesses with advanced tools to assess, monitor, and mitigate risks associated with AI-driven models. In traditional risk management, manual processes and simplistic models were used to evaluate potential risks in financial, operational, and strategic decision-making. However, as AI models have become more complex and embedded in critical business functions, the need for sophisticated and automated risk management solutions has grown substantially.

AI-powered risk management solutions enable organizations to conduct more accurate and comprehensive model validation, uncovering hidden risks and biases in AI models that may be difficult to identify through manual processes. These solutions leverage machine learning (ML), big data analytics, and automated decision-making to analyze historical data, model performance, and risk exposure, ensuring that AI-driven models align with regulatory standards and internal risk policies.

AI in MRM can track model drift, monitor the robustness of AI algorithms, and help organizations understand the assumptions and parameters that drive predictions, reducing the chances of inaccurate or unreliable outcomes. This improved oversight not only helps avoid potential financial losses but also provides greater transparency, which is especially critical in highly regulated industries like finance, healthcare, and insurance. Furthermore, AI tools can simulate a wide range of “what-if” scenarios to predict how models will behave under varying conditions, enhancing decision-making processes.

What Drives the Adoption of AI in Model Risk Management?

The increasing reliance on AI models in sectors like banking, insurance, and investment is a major driver of AI adoption in model risk management. As financial institutions and corporations increasingly adopt AI for credit scoring, fraud detection, algorithmic trading, and underwriting, the complexity and scale of their models have expanded. This makes traditional risk management techniques inadequate for ensuring the reliability and fairness of these models. AI solutions are now being used to address this gap, providing businesses with real-time risk assessments and automated model validation tools.

Regulatory pressures are another key driver. As AI models become more widely used in decision-making processes, governments and regulatory bodies are imposing stricter guidelines and requirements for model transparency, fairness, and accountability. In financial sectors, for example, there is increasing demand for transparency in AI-based credit scoring and lending decisions to prevent discrimination and bias. AI-driven model risk management solutions help companies comply with these regulations by providing detailed reports and assessments of model performance, bias, and fairness. This ensures that models are operating within acceptable limits and can withstand regulatory scrutiny.

Additionally, organizations are increasingly prioritizing data integrity and the ethical use of AI. As AI models become more ingrained in decision-making, they also become more susceptible to biases that could impact outcomes. AI model risk management addresses these concerns by identifying potential sources of bias, ensuring that models are fair and equitable. This proactive approach to ethical risk mitigation is helping build trust with customers, regulators, and stakeholders, further driving the adoption of AI in model risk management.

Can AI Improve Accuracy and Compliance in Risk Management?

AI is significantly improving both the accuracy and compliance of model risk management by automating complex risk assessments and providing deeper insights into model performance. Traditional methods of risk management often rely on manual evaluations and static testing, which can be time-consuming and prone to error. AI-driven solutions, on the other hand, provide real-time, dynamic monitoring of model risk, continuously assessing model performance and identifying potential vulnerabilities.

Machine learning algorithms in AI systems can uncover patterns and insights that are not immediately apparent, making it possible to detect emerging risks or biases earlier in the lifecycle of a model. For example, AI tools can continuously assess whether a credit scoring model is unintentionally discriminating against specific demographic groups, allowing businesses to quickly adjust parameters and avoid legal or reputational risks.

Moreover, AI systems improve compliance by ensuring that all regulatory requirements are met in real time. In sectors like finance, where regulatory frameworks are constantly evolving, AI tools can quickly adapt to new guidelines, making it easier for companies to stay compliant without the need for constant manual updates. This is particularly beneficial for large organizations that manage a wide variety of models across different departments and jurisdictions. By automating compliance checks and providing real-time risk assessments, AI reduces the risk of costly fines or violations.

What’s Driving the Growth of the AI in Model Risk Management Market?

The growth in the Artificial Intelligence in Model Risk Management market is driven by a combination of technological advancements, regulatory pressures, and the increasing complexity of AI-driven business operations. As organizations continue to integrate AI into core processes such as decision-making, fraud detection, and financial forecasting, the need to manage the associated risks grows. AI-driven MRM solutions are providing the tools needed to monitor, assess, and mitigate these risks, thus ensuring that organizations can confidently deploy AI models across their operations.

Regulatory and ethical considerations are also central to the market’s growth. The increasing focus on ensuring AI fairness, transparency, and accountability has pushed companies to adopt advanced MRM solutions that can provide greater visibility into how AI models operate and make decisions. Government regulations, particularly in sectors like banking, healthcare, and insurance, are enforcing stricter standards, requiring organizations to demonstrate that their models are free of biases and inaccuracies. AI solutions that streamline compliance and provide robust auditing capabilities are, therefore, crucial to organizations seeking to meet these standards.

The growing focus on data privacy and the ethical implications of AI also plays a significant role in the market’s expansion. As AI systems become more pervasive, managing the ethical and legal implications of AI decision-making is paramount. AI-powered model risk management systems allow organizations to identify and mitigate risks associated with data misuse, algorithmic bias, and lack of transparency, ensuring they operate within ethical boundaries and maintain consumer trust. These factors, combined with the ongoing evolution of AI technologies, are driving the rapid adoption and growth of AI in model risk management.

SCOPE OF STUDY:

The report analyzes the Artificial Intelligence Model Risk Management market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (Software Component, Services Component); Risk Type (Operational Risk, Security Risk, Ethical Risk, Other Risks); Application (Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application, Regulatory Compliance Monitoring Application, Sentiment Analysis Application, Other Applications); Vertical (IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical, Other Verticals)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 42 Featured) -

  • Accenture Plc
  • Amazon Web Services, Inc.
  • DataRobot, Inc.
  • Deloitte Touche Tohmatsu Ltd.
  • Google LLC
  • IBM Corporation
  • LogicGate, Inc.
  • Microsoft Corporation
  • SAS Institute, Inc.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Economic Frontiers: Trends, Trials & Transformations
    • Artificial Intelligence Model Risk Management - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Regulatory Scrutiny on AI Models Strengthens Demand for Risk Management Frameworks
    • AI-Driven Model Validation Tools Propel Growth in Financial Risk Management
    • Integration of Explainable AI (XAI) Sets the Stage for Enhanced Transparency
    • AI-Powered Bias Detection Tools Highlight Opportunities in Ethical Model Development
    • Growing Complexity of AI Models Spurs Demand for Comprehensive Risk Assessment Solutions
    • Advancements in AI for Predictive Risk Analytics Propel Growth in Banking and Finance
    • AI-Powered Scenario Analysis Bodes Well for Stress Testing Across Industries
    • AI in Fraud Risk Management Expands Market for Real-Time Detection Solutions
    • AI in Climate Risk Assessment Sets the Stage for Growth in ESG Compliance
    • AI for Supply Chain Risk Management Expands Use Cases in Global Logistics
    • Growing Push for AI Model Accountability Highlights Market for Governance Tools
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Artificial Intelligence Model Risk Management Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for Artificial Intelligence Model Risk Management by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Software Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for Software Component by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for Services Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for Services Component by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Sentiment Analysis Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Sentiment Analysis Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for Fraud Detection & Risk Reduction Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for Fraud Detection & Risk Reduction Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Data Classification & Labelling Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Data Classification & Labelling Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Regulatory Compliance Monitoring Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for Regulatory Compliance Monitoring Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 18: World Recent Past, Current & Future Analysis for IT & Telecom Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 19: World 6-Year Perspective for IT & Telecom Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for BFSI Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 21: World 6-Year Perspective for BFSI Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for Healthcare & Life Sciences Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 23: World 6-Year Perspective for Healthcare & Life Sciences Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 24: World Recent Past, Current & Future Analysis for Government & Public Sector Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 25: World 6-Year Perspective for Government & Public Sector Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Retail & E-Commerce Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 27: World 6-Year Perspective for Retail & E-Commerce Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 29: World 6-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 30: World Recent Past, Current & Future Analysis for Operational Risk by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 31: World 6-Year Perspective for Operational Risk by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Security Risk by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 33: World 6-Year Perspective for Security Risk by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 34: World Recent Past, Current & Future Analysis for Ethical Risk by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 35: World 6-Year Perspective for Ethical Risk by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 36: World Recent Past, Current & Future Analysis for Other Risks by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 37: World 6-Year Perspective for Other Risks by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 38: USA Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 39: USA 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 40: USA Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 41: USA 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 42: USA Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 43: USA 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: USA 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • CANADA
    • TABLE 46: Canada Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 47: Canada 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 48: Canada Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 49: Canada 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Canada 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 52: Canada Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 53: Canada 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • JAPAN
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 54: Japan Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 55: Japan 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 56: Japan Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Japan 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 58: Japan Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 59: Japan 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 60: Japan Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 61: Japan 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • CHINA
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 62: China Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 63: China 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 64: China Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 65: China 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 66: China Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 67: China 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 68: China Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: China 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • EUROPE
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 70: Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 71: Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 72: Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 73: Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 74: Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 75: Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 76: Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 77: Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 78: Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 79: Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • FRANCE
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 80: France Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: France 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 82: France Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 83: France 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 84: France Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 85: France 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 86: France Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: France 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • GERMANY
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 88: Germany Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 89: Germany 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 90: Germany Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 91: Germany 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 92: Germany Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Germany 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 94: Germany Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 95: Germany 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • ITALY
    • TABLE 96: Italy Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 97: Italy 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 98: Italy Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: Italy 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 100: Italy Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 101: Italy 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 102: Italy Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 103: Italy 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • UNITED KINGDOM
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 104: UK Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: UK 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 106: UK Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 107: UK 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 108: UK Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 109: UK 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 110: UK Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: UK 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 112: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 113: Rest of Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 114: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 115: Rest of Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 116: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Rest of Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 118: Rest of Europe Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 119: Rest of Europe 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • ASIA-PACIFIC
    • Artificial Intelligence Model Risk Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 120: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 121: Asia-Pacific 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 122: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Asia-Pacific 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 124: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 125: Asia-Pacific 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 126: Asia-Pacific Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 127: Asia-Pacific 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 128: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Rest of World 6-Year Perspective for Artificial Intelligence Model Risk Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2025 & 2030
    • TABLE 130: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Application - Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 131: Rest of World 6-Year Perspective for Artificial Intelligence Model Risk Management by Application - Percentage Breakdown of Value Sales for Sentiment Analysis Application, Other Applications, Fraud Detection & Risk Reduction Application, Data Classification & Labelling Application and Regulatory Compliance Monitoring Application for the Years 2025 & 2030
    • TABLE 132: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Vertical - IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 133: Rest of World 6-Year Perspective for Artificial Intelligence Model Risk Management by Vertical - Percentage Breakdown of Value Sales for IT & Telecom Vertical, BFSI Vertical, Healthcare & Life Sciences Vertical, Government & Public Sector Vertical, Retail & E-Commerce Vertical and Other Verticals for the Years 2025 & 2030
    • TABLE 134: Rest of World Recent Past, Current & Future Analysis for Artificial Intelligence Model Risk Management by Risk Type - Operational Risk, Security Risk, Ethical Risk and Other Risks - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Rest of World 6-Year Perspective for Artificial Intelligence Model Risk Management by Risk Type - Percentage Breakdown of Value Sales for Operational Risk, Security Risk, Ethical Risk and Other Risks for the Years 2025 & 2030

IV. COMPETITION