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1643514

全球人工智慧模型風險管理市場

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個工作天內

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簡介目錄

預計2030年全球人工智慧模型風險管理市場規模將達136億美國

2024 年全球人工智慧模型風險管理市場規模估計為 67 億美元，預計到 2030 年將達到 136 億美元，2024 年至 2030 年的複合年成長率為 12.6%。人工智慧模型風險管理軟體是報告分析的細分市場之一，預計到分析期結束時複合年成長率為 11.0%，達到 79 億美元。預計在分析期內，AI模型風險管理服務部門的成長率將達到15.1%。

美國市場規模估計為 18 億美元，中國市場預估年複合成長率為 11.9%

美國人工智慧模型風險管理市場規模預計在2024年達到18億美元。中國是世界第二大經濟體，預計到 2030 年市場規模將達到 21 億美元，2024-2030 年分析期間的複合年成長率為 11.9%。其他值得注意的區域市場包括日本和加拿大，預計在分析期間的複合年成長率分別為 11.4% 和 11.0%。在歐洲，預計德國的複合年成長率約為 9.4%。

全球人工智慧模型風險管理市場-主要趨勢與促進因素摘要

人工智慧模型風險管理將如何改變財務和營運風險評估？

人工智慧 (AI) 正在為金融機構、保險公司和其他公司提供先進的工具來評估、監控和減輕與 AI 驅動模型相關的風險，從而徹底改變模型風險管理 (MRM)。傳統風險管理涉及手動流程和簡單模型來評估財務、業務和策略決策的潛在風險。然而，隨著人工智慧模型變得越來越複雜並嵌入關鍵業務功能中，對先進的自動化風險管理解決方案的需求正在顯著成長。

人工智慧風險管理解決方案使企業能夠進行更準確、更全面的模型檢驗，並發現人工智慧模型中難以手動識別的隱藏風險和偏見。這些解決方案利用機器學習 (ML)、巨量資料分析和自動化決策來分析歷史資料、模型效能和風險敞口，以確保人工智慧主導的模型符合監管標準和內部風險管理實踐。

MRM 中的 AI 可以追蹤模型漂移，監控 AI 演算法的穩健性，並幫助組織了解推動預測的假設和參數，從而降低不準確或不可靠結果的可能性。加強監督不僅有助於避免潛在的財務損失，而且還提供了更高的透明度，這在金融、醫療保健和保險等受到嚴格監管的行業中尤為重要。此外，人工智慧工具可以模擬各種「假設」場景，以預測模型在不同條件下的表現，從而增強決策流程。

什麼將推動人工智慧在模型風險管理的應用？

銀行、保險和投資等產業對人工智慧模型的依賴日益增加，是採用人工智慧進行模型風險管理的主要驅動力。隨著金融機構和企業擴大採用人工智慧進行信用評分、詐欺檢測、演算法交易和承保，模型的複雜性和規模也在不斷成長。因此，傳統的風險管理技術不再能夠確保這些模型的可靠性和公平性。現在正在使用人工智慧解決方案來解決這一差距，為公司提供即時風險評估和自動模型檢驗工具。

監管壓力也是一個關鍵促進因素。隨著人工智慧模型在決策流程中得到越來越廣泛的應用，政府和監管機構對模型透明度、公平性和課責實施了更嚴格的指導方針和要求。例如，在金融領域，越來越多的人呼籲基於人工智慧的信用評分和貸款決策透明化，以防止歧視和偏見。人工智慧模型風險管理解決方案透過提供模型效能、偏見和公平性的詳細報告和評估，幫助公司遵守這些法規。這確保了模型在可接受的範圍內運作並能經受監管審查。

此外，公司越來越重視資料完整性和人工智慧的道德使用。隨著人工智慧模型在決策中變得越來越普遍，它們也更容易受到可能影響結果的偏見的影響。人工智慧模型的風險管理透過識別潛在的偏見來源並確保模型公平公正來解決這些問題。這種主動降低道德風險的方法有助於與客戶、監管機構和相關人員建立信任，進一步鼓勵在模型風險管理中採用人工智慧。

人工智慧能否提高風險管理的準確性和合規性？

透過自動化複雜的風險評估並提供對模型性能的更深入了解，人工智慧大大提高了模型風險管理的準確性和合規性。傳統的風險管理方法往往依賴人工評估和靜態測試，既耗時又容易出錯。同時，人工智慧解決方案可以即時動態監控模型風險，持續評估模型效能並識別潛在的漏洞。

人工智慧系統中的機器學習演算法能夠發現並不明顯的模式和見解，從而能夠在模型生命週期的早期檢測到新出現的風險和偏見。例如，人工智慧工具可以持續評估信用評分模型是否無意歧視某些人口群體，讓企業能夠快速調整參數並提高對法律要求的遵守程度。

此外，人工智慧系統還可以確保即時滿足所有監管要求，從而提高合規性。在金融等法律規範不斷發展的領域，人工智慧工具可以快速適應新準則，使企業更容易保持合規，而無需不斷手動更新。對於管理跨不同部門和管轄範圍的各種模型的大型組織來說，這尤其有益。透過自動化合規性檢查並提供即時風險評估，人工智慧降低了昂貴的罰款和不合規的風險。

是什麼推動了模型風險管理市場中的人工智慧的成長？

模型風險管理市場中人工智慧的成長是由技術進步、監管壓力和人工智慧業務營運日益複雜等多種因素共同推動的。隨著企業不斷將人工智慧融入決策、詐欺偵測和財務預測等核心流程，管理相關風險的需求也日益增加。人工智慧主導的MRM 解決方案提供了監控、評估和減輕這些風險所需的工具，使組織能夠在整個業務過程中自信地部署人工智慧模型。

監管和道德考量對於市場成長也至關重要。隨著人們越來越關注確保人工智慧的公平性、透明度和課責，公司正在採用先進的MRM 解決方案，以便更好地了解其人工智慧模型的運作和決策方式。 。政府法規，特別是在銀行、醫療保健和保險等領域，正在執行更嚴格的標準，要求公司證明他們的模型沒有偏見和不準確性。因此，對於尋求滿足這些標準的組織來說，簡化合規性並提供強大審核功能的人工智慧解決方案至關重要。

對資料隱私和人工智慧的倫理影響的日益關注也在市場擴張中發揮重要作用。隨著人工智慧系統變得越來越普及，管理人工智慧決策的道德和法律影響變得至關重要。人工智慧模型風險管理系統使公司能夠識別和減輕與資料濫用、演算法偏見和缺乏透明度相關的風險，確保業務並保護消費者的信任。這些因素加上人工智慧技術的不斷發展，推動了人工智慧在模型風險管理中的快速應用和成長。

部分

元件（軟體元件、服務元件）、風險類型（操作風險、安全風險、道德風險、其他風險）、應用程式（詐欺偵測和風險降低應用程式、資料分類和標籤應用程式、監管合規監控和應用程式、情緒分析應用、其他應用）、垂直行業（IT 和通訊垂直行業、BFSI 垂直行業、醫療保健和生命科學垂直行業、政府和公共部門垂直行業、零售和電子商務垂直行業、其他垂直行業）

受訪公司範例（42家值得關注的公司）

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

目錄

第1章調查方法

第 2 章執行摘要

  • 市場概況
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章 市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 競賽

簡介目錄
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