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人工知能モデルのリスク管理の世界市場

Artificial Intelligence Model Risk Management

出版日
ページ情報
英文 216 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=144.06円
人工知能モデルのリスク管理の世界市場
出版日: 2025年01月27日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 216 Pages
納期: 即日から翌営業日
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概要

人工知能モデルのリスク管理の世界市場は2030年までに米国で136億米ドルに達する見込み

2024年に67億米ドルと推定される人工知能モデルのリスク管理の世界市場は、2024年から2030年にかけてCAGR 12.6%で成長し、2030年には136億米ドルに達すると予測されます。本レポートで分析したセグメントの1つであるAIモデルリスク管理ソフトウェアは、CAGR 11.0%を記録し、分析期間終了時には79億米ドルに達すると予測されます。AIモデルリスク管理サービス分野の成長率は、分析期間でCAGR 15.1%と推定されます。

米国市場は18億米ドルと推定、中国はCAGR 11.9%で成長予測

米国の人工知能モデルのリスク管理市場は、2024年に18億米ドルと推定されます。世界第2位の経済大国である中国は、2030年までに21億米ドルの市場規模に達すると予測され、分析期間2024-2030年のCAGRは11.9%です。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ11.4％と11.0％と予測されています。欧州では、ドイツがCAGR約9.4%で成長すると予測されています。

世界の人工知能モデルのリスク管理市場- 主要動向と促進要因まとめ

AIモデルリスク管理は金融・オペレーショナルリスク評価をどう変革するか？

人工知能（AI）は、金融機関、保険会社、その他の企業にAI駆動モデルに関連するリスクを評価、監視、軽減する高度なツールを提供することで、モデルリスク管理（MRM）に革命をもたらしています。従来のリスク管理では、財務、業務、戦略的意思決定における潜在的なリスクを評価するために、手作業によるプロセスと単純化されたモデルが使用されていました。しかし、AIモデルがより複雑化し、重要なビジネス機能に組み込まれるようになったため、高度で自動化されたリスク管理ソリューションの必要性が大幅に高まっています。

AIを活用したリスク管理ソリューションにより、企業はより正確で包括的なモデル検証を実施し、手作業では特定が困難なAIモデルの隠れたリスクやバイアスを発見することができます。これらのソリューションは、機械学習（ML）、ビッグデータ分析、自動意思決定を活用して、過去のデータ、モデル・パフォーマンス、リスク・エクスポージャーを分析し、AI主導のモデルが規制基準や社内のリスク・ポリシーに合致していることを保証します。

MRMにおけるAIは、モデルのドリフトを追跡し、AIアルゴリズムの堅牢性を監視し、組織が予測を推進する前提条件やパラメータを理解するのに役立ち、不正確な結果や信頼できない結果の可能性を低減します。このような監視機能の向上は、潜在的な財務上の損失を回避するのに役立つだけでなく、金融、ヘルスケア、保険などの規制の厳しい業界では特に重要な、より高い透明性を提供します。さらに、AIツールはさまざまな「what-if」シナリオをシミュレートして、さまざまな条件下でモデルがどのように動作するかを予測し、意思決定プロセスを強化することができます。

モデルリスク管理におけるAIの採用を促進するものは何か？

銀行、保険、投資などの分野でAIモデルへの依存度が高まっていることが、モデルリスク管理におけるAI導入の大きな推進力となっています。金融機関や企業が信用スコアリング、不正検知、アルゴリズム取引、アンダーライティングにAIを採用するケースが増えるにつれ、モデルの複雑さと規模が拡大しています。そのため、従来のリスク管理手法では、これらのモデルの信頼性と公平性を確保することができなくなっています。AIソリューションは現在、このギャップに対処するために使用されており、企業にリアルタイムのリスク評価と自動化されたモデル検証ツールを提供しています。

規制当局からの圧力も重要な推進力となっています。AIモデルが意思決定プロセスで広く使われるようになるにつれ、政府や規制機関はモデルの透明性、公正性、説明責任について、より厳しいガイドラインや要件を課すようになっています。例えば金融分野では、差別や偏見を防ぐため、AIを用いた信用スコアリングや融資の判断に透明性を求める声が高まっています。AIを活用したモデルリスク管理ソリューションは、モデルのパフォーマンス、偏り、公平性に関する詳細なレポートや評価を提供することで、企業がこうした規制に準拠するのを支援します。これにより、モデルが許容範囲内で運用され、規制当局の精査に耐えられることが保証されます。

さらに、企業はデータの完全性とAIの倫理的利用をますます優先するようになっています。AIモデルが意思決定に浸透するにつれて、結果に影響を与える可能性のあるバイアスの影響も受けやすくなります。AIモデルのリスク管理は、潜在的なバイアスの原因を特定し、モデルが公正かつ公平であることを保証することで、こうした懸念に対処します。倫理的リスク軽減へのこの積極的なアプローチは、顧客、規制当局、利害関係者との信頼構築に役立ち、モデルリスク管理におけるAIの採用をさらに促進しています。

AIはリスク管理の精度とコンプライアンスを改善できるか？

AIは、複雑なリスク評価を自動化し、モデル・パフォーマンスに関するより深い洞察を提供することで、モデル・リスク管理の精度とコンプライアンスの両方を大幅に改善しています。従来のリスク管理手法では、手作業による評価や静的テストに依存することが多く、時間がかかり、エラーも発生しやすいです。一方、AIを活用したソリューションでは、モデル・リスクをリアルタイムでダイナミックにモニタリングし、モデルのパフォーマンスを継続的に評価し、潜在的な脆弱性を特定します。

AIシステムの機械学習アルゴリズムは、すぐには明らかにならないパターンや洞察を発見することができるため、モデルのライフサイクルの早い段階で新たなリスクやバイアスを検出することが可能になります。例えば、AIツールは、クレジットスコアリングモデルが意図せずに特定の人口統計学的グループを差別していないかどうかを継続的に評価することができるため、企業はパラメータを迅速に調整し、法的リスクや風評リスクを回避することができます。

さらに、AIシステムは、すべての規制要件がリアルタイムで満たされていることを保証することで、コンプライアンスを向上させる。規制の枠組みが常に進化している金融のような分野では、AIツールは新しいガイドラインに素早く適応できるため、企業は常に手作業で更新する必要なく、コンプライアンスを維持しやすくなります。これは、異なる部門や管轄区域にまたがる多種多様なモデルを管理する大規模な組織にとって特に有益です。コンプライアンス・チェックを自動化し、リアルタイムのリスク評価を提供することで、AIは高額な罰金や違反のリスクを低減します。

モデルリスク管理におけるAI市場の成長の原動力は？

モデルリスク管理における人工知能市場の成長は、技術的進歩、規制当局からの圧力、AIを活用した業務運営の複雑化の組み合わせによってもたらされます。組織が意思決定、不正検知、財務予測などの中核プロセスにAIを統合し続けるにつれて、関連するリスクを管理する必要性が高まっています。AI主導のMRMソリューションは、こうしたリスクを監視、評価、軽減するために必要なツールを提供し、組織が自信を持って業務全体にAIモデルを導入できるようにしています。

規制と倫理への配慮も、市場の成長の中心となっています。AIの公正性、透明性、説明責任の確保にますます注目が集まっているため、企業はAIモデルがどのように動作し、意思決定を行っているかをより可視化できる先進的なMRMソリューションの採用を推進しています。政府規制、特に銀行、ヘルスケア、保険などの分野では、より厳格な基準が施行されつつあり、企業は自社のモデルに偏りや不正確さがないことを証明する必要があります。したがって、コンプライアンスを合理化し、堅牢な監査機能を提供するAIソリューションは、こうした基準を満たそうとする組織にとって極めて重要です。

データ・プライバシーとAIの倫理的意味合いへの注目の高まりも、市場の拡大に大きな役割を果たしています。AIシステムの普及が進むにつれ、AIの意思決定が持つ倫理的・法的な意味合いを管理することが最重要課題となっています。AIを活用したモデルリスク管理システムにより、企業はデータの誤用、アルゴリズムによる偏見、透明性の欠如に関連するリスクを特定・軽減し、倫理的な境界の範囲内で業務を行い、消費者の信頼を維持することができます。これらの要因は、AI技術の継続的な進化と相まって、モデルリスク管理におけるAIの急速な導入と成長を促進しています。

セグメント

コンポーネント（ソフトウェア・コンポーネント、サービス・コンポーネント）、リスクタイプ（オペレーショナル・リスク、セキュリティ・リスク、倫理的リスク、その他リスク）、アプリケーション（不正検知・リスク削減アプリケーション、データ分類・ラベリング・アプリケーション、規制遵守モニタリング・アプリケーション、センチメント分析アプリケーション、その他アプリケーション）、バーティカル（IT・通信バーティカル、BFSIバーティカル、ヘルスケア・ライフサイエンス・バーティカル、政府・公共機関バーティカル、小売・eコマース・バーティカル、その他バーティカル）

調査対象企業の例（注目の42社）

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

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
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