AIモデルリスク管理市場の評価：オファリング別、展開モード別、リスクタイプ別、用途別、エンドユーザー別、地域別、機会、予測、2017年～2031年

世界のAIモデルリスク管理の市場規模は、予測期間の2024年～2031年のCAGRが12.70%に達し、2023年の49億8,000万米ドルから2031年には129億6,000万米ドルに成長すると予測されています。市場は大きく成長し、今後も拡大が見込まれます。

AIモデルリスク管理は、世界中の規制当局が強固で信頼性の高いフレームワークに注目していることから、世界の盛り上がりを見せています。米国の2024年連邦人工知能リスク管理法では、連邦政府機関に対し、国立標準技術研究所（NIST）のAIリスク管理フレームワークを使用し、実施に伴う透明性を高めるよう求めています。欧州が提案したAI法は、倫理的な人工知能の信頼できる展開を可能にするため、リスクに基づく分類を使用しています。日本のAI戦略は、AIシステムの運用における透明性と説明責任の確保を目指しています。標準化の取り組みは、米国国立標準技術研究所（NIST）や欧州AIアライアンスなどの主要団体が主導しています。これらの規制やガイドラインは、世界中のAI技術のリスク低減や信頼構築に必要な、ますます厳しくなる基準を満たすことを組織が目指すものであり、市場の成長に貢献しています。

AIモデルリスク管理は、連邦取引委員会（FTC）に従い、AIのバイアスに取り組む必要があります。消費者は昨年、デジタル決済チャネルを利用した詐欺師によって約88億米ドルを失っており、この数字は、より厳格なAI規制の緊急性を浮き彫りにしています。AIのバイアスは、不当な結果、法的問題、消費者離れを引き起こす可能性があります。このことを考慮し、企業はAIのリスク管理フレームワークを採用し、これらのバイアスをターゲットとし、監視することで、AIの倫理的な使用に関するルールを実施するようになってきています。その結果、より優れた透明性と規制へのコンプライアンスを実現しながら、偏りを検出して緩和できるソリューションを求める企業の品格が高まり、市場の需要が高まっています。企業はAIを使用してあらゆる活動に関連するデータを分析し、安全なオンライン習慣を作り出すことができます。

AIモデルリスク管理市場のニーズは、サイバーセキュリティの脅威の高まりにより急増しています。より回避的な戦術を実行できるサイバー攻撃は、企業を個人情報の盗難や金銭的損失へと導いています。Global Risks Report 2024によると、専門家の39%がサイバー攻撃をトップ5リスクの1つとして観測しており、2024年には業界の危機を引き起こす可能性が高いです。この懸念は、AIを活用したリスク管理ソリューションに道を譲りつつあり、組織はセキュリティ慣行を改善し、危険な状態になる前に脅威を特定することができます。人工知能は脆弱性を予測することができるため、企業は侵害が発生する前に自らを守り、厳しい規制基準を遵守することができます。

当レポートでは、世界のAIモデルリスク管理市場について調査し、市場の概要とともに、オファリング別、展開モード別、リスクタイプ別、用途別、エンドユーザー別、地域別動向、および市場に参入する企業のプロファイルなどを提供しています。

目次

第1章 プロジェクトの範囲と定義

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 顧客の声

第5章 世界のAIモデルリスク管理市場の見通し、2017年～2031年

• 市場規模の分析と予測
• 市場シェア分析と予測
• 市場マップ分析、2023年
  • オファリング別
  • 展開モード別
  • リスクタイプ別
  • 用途別
  • エンドユーザー別
  • 地域別

第6章 北米のAIモデルリスク管理市場の見通し、2017年～2031年

第7章 欧州のAIモデルリスク管理市場の見通し、2017年～2031年

第8章 アジア太平洋のAIモデルリスク管理市場の見通し、2017年～2031年

第9章 南米のAIモデルリスク管理市場の見通し、2017年～2031年

第10章 中東・アフリカのAIモデルリスク管理市場の見通し、2017年～2031年

第11章 バリューチェーン分析

第12章 ポーターのファイブフォース分析

第13章 PESTLE分析

第14章 市場力学

第15章 市場の動向と発展

第16章 ケーススタディ

第17章 競合情勢

• 市場リーダー上位5社の競合マトリックス
• 上位5社のSWOT分析
• 主要企業上位10社の情勢
  • Alphabet inc.
  • Amazon Web Services, Inc.
  • Fair Isaac Corporation
  • IBM Corp.
  • Microsoft Corp.
  • Moody's Analytics, Inc.
  • Oracle Corporation
  • Palantir Technologies Inc.
  • Riskified, Inc.
  • SAS Institute Inc.

第18章 戦略的提言

第19章 お問い合わせと免責事項

List of Tables

• Table 1. Pricing Analysis of Products from Key Players
• Table 2. Competition Matrix of Top 5 Market Leaders
• Table 3. Mergers & Acquisitions/ Joint Ventures (If Applicable)
• Table 4. About Us - Regions and Countries Where We Have Executed Client Projects

List of Figures

• Figure 1. Global AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 2. Global AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 3. Global AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 4. Global AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 5. Global AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 6. Global AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 7. Global AI Model Risk Management Market Share (%), By Region, 2017-2031F
• Figure 8. North America AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 9. North America AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 10. North America AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 11. North America AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 12. North America AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 13. North America AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 14. North America AI Model Risk Management Market Share (%), By Country, 2017-2031F
• Figure 15. United States AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 16. United States AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 17. United States AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 18. United States AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 19. United States AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 20. United States AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 21. Canada AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 22. Canada AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 23. Canada AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 24. Canada AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 25. Canada AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 26. Canada AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 27. Mexico AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 28. Mexico AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 29. Mexico AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 30. Mexico AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 31. Mexico AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 32. Mexico AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 33. Europe AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 34. Europe AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 35. Europe AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 36. Europe AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 37. Europe AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 38. Europe AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 39. Europe AI Model Risk Management Market Share (%), By Country, 2017-2031F
• Figure 40. Germany AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 41. Germany AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 42. Germany AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 43. Germany AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 44. Germany AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 45. Germany AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 46. France AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 47. France AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 48. France AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 49. France AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 50. France AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 51. France AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 52. Italy AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 53. Italy AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 54. Italy AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 55. Italy AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 56. Italy AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 57. Italy AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 58. United Kingdom AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 59. United Kingdom AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 60. United Kingdom AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 61. United Kingdom AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 62. United Kingdom AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 63. United Kingdom AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 64. Russia AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 65. Russia AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 66. Russia AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 67. Russia AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 68. Russia AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 69. Russia AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 70. Netherlands AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 71. Netherlands AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 72. Netherlands AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 73. Netherlands AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 74. Netherlands AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 75. Netherlands AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 76. Spain AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 77. Spain AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 78. Spain AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 79. Spain AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 80. Spain AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 81. Spain AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 82. Turkey AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 83. Turkey AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 84. Turkey AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 85. Turkey AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 86. Turkey AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 87. Turkey AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 88. Poland AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 89. Poland AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 90. Poland AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 91. Poland AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 92. Poland AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 93. Poland AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 94. South America AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 95. South America AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 96. South America AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 97. South America AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 98. South America AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 99. South America AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 100. South America AI Model Risk Management Market Share (%), By Country, 2017-2031F
• Figure 101. Brazil AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 102. Brazil AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 103. Brazil AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 104. Brazil AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 105. Brazil AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 106. Brazil AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 107. Argentina AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 108. Argentina AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 109. Argentina AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 110. Argentina AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 111. Argentina AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 112. Argentina AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 113. Asia-Pacific AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 114. Asia-Pacific AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 115. Asia-Pacific AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 116. Asia-Pacific AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 117. Asia-Pacific AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 118. Asia-Pacific AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 119. Asia-Pacific AI Model Risk Management Market Share (%), By Country, 2017-2031F
• Figure 120. India AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 121. India AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 122. India AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 123. India AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 124. India AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 125. India AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 126. China AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 127. China AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 128. China AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 129. China AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 130. China AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 131. China AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 132. Japan AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 133. Japan AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 134. Japan AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 135. Japan AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 136. Japan AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 137. Japan AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 138. Australia AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 139. Australia AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 140. Australia AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 141. Australia AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 142. Australia AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 143. Australia AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 144. Vietnam AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 145. Vietnam AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 146. Vietnam AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 147. Vietnam AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 148. Vietnam AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 149. Vietnam AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 150. South Korea AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 151. South Korea AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 152. South Korea AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 153. South Korea AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 154. South Korea AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 155. South Korea AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 156. Indonesia AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 157. Indonesia AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 158. Indonesia AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 159. Indonesia AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 160. Indonesia AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 161. Indonesia AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 162. Philippines AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 163. Philippines AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 164. Philippines AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 165. Philippines AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 166. Philippines AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 167. Philippines AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 168. Middle East & Africa AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 169. Middle East & Africa AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 170. Middle East & Africa AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 171. Middle East & Africa AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 172. Middle East & Africa AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 173. Middle East & Africa AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 174. Middle East & Africa AI Model Risk Management Market Share (%), By Country, 2017-2031F
• Figure 175. Saudi Arabia AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 176. Saudi Arabia AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 177. Saudi Arabia AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 178. Saudi Arabia AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 179. Saudi Arabia AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 180. Saudi Arabia AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 181. UAE AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 182. UAE AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 183. UAE AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 184. UAE AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 185. UAE AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 186. UAE AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 187. South Africa AI Model Risk Management Market, By Value, In USD Billion, 2017-2031F
• Figure 188. South Africa AI Model Risk Management Market Share (%), By Offering, 2017-2031F
• Figure 189. South Africa AI Model Risk Management Market Share (%), By Deployment Mode, 2017-2031F
• Figure 190. South Africa AI Model Risk Management Market Share (%), By Risk Type, 2017-2031F
• Figure 191. South Africa AI Model Risk Management Market Share (%), By Application, 2017-2031F
• Figure 192. South Africa AI Model Risk Management Market Share (%), By End-users, 2017-2031F
• Figure 193. By Offering Map-Market Size (USD Billion) & Growth Rate (%), 2023
• Figure 194. By Deployment Mode Map-Market Size (USD Billion) & Growth Rate (%), 2023
• Figure 195. By Risk Type Map-Market Size (USD Billion) & Growth Rate (%), 2023
• Figure 196. By Application Map-Market Size (USD Billion) & Growth Rate (%), 2023
• Figure 197. By End-users Map-Market Size (USD Billion) & Growth Rate (%), 2023
• Figure 198. By Region Map-Market Size (USD Billion) & Growth Rate (%), 2023

Global AI model risk management market is projected to witness a CAGR of 12.70% during the forecast period 2024-2031, growing from USD 4.98 billion in 2023 to USD 12.96 billion in 2031. The market has grown significantly and is set for continued expansion.

AI Model Risk Management is on a global rise as regulators across the globe look at solid and reliable frameworks. The United States Federal Artificial Intelligence Risk Management Act of 2024 requires federal agencies to use the National Institute of Standards and Technology (NIST) AI Risk Management Framework to enhance transparency with implementation. The AI act proposed by Europe uses risk-based classification to enable trustworthy deployment of ethical artificial intelligence. Japan's AI strategy seeks to ensure transparency and accountability in the operation of AI systems. Standardization efforts are led by key associations such as National Institute of Standards and Technology (NIST), and the European AI Alliance. Together, these regulations and guidelines contribute to market growth as organizations aim to meet increasingly stringent standards that are necessary for risk reduction and trust-building in AI technologies around the world.

For instance, in June 2023, the European Union's AI Act, the world's first comprehensive AI regulation, sets strict rules on high-risk AI applications, ensuring safety and transparency, while banning harmful uses and fostering innovation.

Mitigation of AI Bias to Fuel AI Model Risk Management Market

AI model risk management needs to tackle AI bias in accordance with the Federal Trade Commission (FTC). Consumers lost nearly USD 8.8 billion to scammers taking advantage of digital payment channels last year, the figure highlights an urgency for more rigorous AI regulation. AI bias can cause unjust results, legal issues, and consumer abandonments. Considering this, companies are increasingly adopting AI risk management frameworks to target and monitor these biases thereby enforcing the rules for ethical usage of AI. This has in-turn driven the market demand, as dignity organizations look for solutions that can detect and mitigate biases while delivering better transparency and compliance with regulations. Businesses can use AI to analyze data related to every activity, creating secure online habitats which lead the way for trust and innovation in a society that has little room for human error, when it comes to compliance of consumers and regulatory needs.

For instance, in May 2024, IBM Corp. unveiled major updates to its watsonx platform, including open-sourced Granite models and InstructLab, alongside strengthened partnerships with major tech firms to drive enterprise AI innovation.

Rising Cybersecurity Concerns Drive the AI Model Risk Management Market Growth

The AI model risk management market need has soared due to rising cybersecurity threats. Able to implement more evasive tactics, cyberattacks have led enterprises towards identity theft and financial loss. According to the Global Risks Report 2024, 39% of experts observe cyberattacks as one of top-five risks, likely triggering an industry crisis in 2024. This concern is giving way to AI-powered risk management solutions, allowing organizations to improve security practices and identify threats before they become hazardous. Artificial intelligence can predict vulnerabilities, hence companies are able to protect themselves before a breach occurs and comply with strict regulatory standards.

For instance, in April 2024, Oracle Corporation introduced its AI-powered Financial Services Compliance Agent to enhance banks' anti-money laundering efforts. The service offers cost-effective scenario testing and improved risk assessment capabilities.

Government Initiatives Acting as a Market Catalyst

Global government efforts are propelling AI model risk management market across the world. Strong security and transparency requirements of the European Union Artificial Intelligence Act will create new market opportunities for risk management solutions. The United Kingdom National AI Strategy, for instance, is disproportionately concerned with cybersecurity and subsequently prioritizes investment in AI risk management solutions. Cybersecurity and the ethical use of AI have been given importance in India's National AI Portal, as well is Singapore's AI Governance Framework where research and development for advanced risk management tools should be used. The AI Action Plan of Australia and the Pan-Canadian AI Strategy support use cases for cybersecurity in enhancing performance through AI capabilities, propelling the market revenue. These controls and techniques allow companies to build a full AI risk management platform.

For instance, in January 2023, NIST launched the AI Risk Management Framework (AI RMF 1.0), fulfilling a mandate from the National AI Initiative Act of 2020. This voluntary framework offers guidance for managing AI risks, promoting trust and accountability.

BFSI Sector Leading in AI Model Risk Management Market

BFSI is at a forefront in the AI model risk management market as it uses advanced technologies for complex problems in an age where cyber threats are accelerating and regulations tightening, banks want AI powered by machine learning to manage risk better. Artificial Intelligence analyzes huge data and makes important things such as credit risk assessment, fraud detection, and regulatory compliance which is super easy to do in real-time. This proactive alternative replaces the conventional measures of reacting to the market and provides substantial operational resilience. Incorporating AI/ML tools into compliance processes accelerates financial institutions, making them pioneers of risk management innovation by improving process efficiency and security.

North America Dominates AI Model Risk Management Market Share

North America dominates the AI model risk management market due to its advanced technological infrastructure and large-scale investments made by the government. Efforts to adopt AI have been quite high in the United States and Canada, where very minimal regulations or government policies are used as launchpads by innovators into how they want to apply the learnings above output representation networks for ideas such as Targeted Learning Machines. Other recent initiatives include the Federal Infrastructure Modernization Act, which strengthens cyber defenses while issuing guidance on how to prioritize AI technologies under FedRAMP.

For instance, in June 2023, Moody's Analytics, Inc. and Microsoft Corp. announced a strategic partnership to develop advanced risk, data, and analytics solutions using Microsoft's Azure OpenAI Service and Moody's proprietary data.

Future Market Scenario (2024 - 2031F)

Governments worldwide will introduce stricter regulations, requiring more rigorous oversight and compliance measures for AI models, boosting the demand for advanced risk management solutions.

The need for robust risk management strategies will surge, driving innovation and market growth as industries integrate AI models across various applications.

Organizations will prioritize sophisticated risk management frameworks to safeguard data integrity and system security with rising cyber threats targeting AI systems.

AI models will evolve to offer more accurate risk predictions and proactive mitigation strategies, transforming how businesses manage and respond to potential threats.

Key Players Landscape and Outlook

Prominent players in the AI model risk management market are developing sophisticated models that can automatically identify and correct errors. Alphabet Inc. and Microsoft corp. deploy their cloud infrastructure with AI skills, as IBM Corp. and Oracle Corporation are offering a few of the most difficult competition from long standing analytics subsidiaries. Moody's Analytics, Inc. specializes in financial analytics and AWS builds scalable cloud services.

In July 2024, Moody's Analytics, Inc. launched a GenAI-powered Early Warning System for commercial real estate, offering real-time alerts and risk assessments to enhance portfolio management.

Table of Contents

1. Project Scope and Definitions

2. Research Methodology

3. Executive Summary

4. Voice of Customer

• 4.1. Product and Market Intelligence
• 4.2. Mode of Brand Awareness
• 4.3. Factors Considered in Purchase Decisions
  • 4.3.1. Features and Other Value-Added Service
  • 4.3.2. IT Infrastructure Compatibility
  • 4.3.3. Efficiency of Solutions
  • 4.3.4. After-Sales Support
• 4.4. Consideration of Privacy and Regulations

5. Global AI Model Risk Management Market Outlook, 2017-2031F

• 5.1. Market Size Analysis & Forecast
  • 5.1.1. By Value
• 5.2. Market Share Analysis & Forecast
  • 5.2.1. By Offering
    • 5.2.1.1. Software
    • 5.2.1.2. Services
  • 5.2.2. By Deployment Mode
    • 5.2.2.1. On-premises
    • 5.2.2.2. Cloud-based
  • 5.2.3. By Risk Type
    • 5.2.3.1. Security Risk
    • 5.2.3.2. Ethical Risk
    • 5.2.3.3. Operational Risk
  • 5.2.4. By Application
    • 5.2.4.1. Fraud Detection and Prevention
    • 5.2.4.2. Credit Scoring and Assessment
    • 5.2.4.3. Market Risk Analysis
    • 5.2.4.4. Anti-Money Laundering (AML) Compliance
    • 5.2.4.5. Cybersecurity Threat Detection
    • 5.2.4.6. Supply Chain Risk Prediction
    • 5.2.4.7. Others
  • 5.2.5. By End-users
    • 5.2.5.1. Banking, Financial Services and Insurance (BFSI)
    • 5.2.5.2. Retail and E-commerce
    • 5.2.5.3. IT and Telecom
    • 5.2.5.4. Manufacturing
    • 5.2.5.5. Healthcare
    • 5.2.5.6. Media and Entertainment
    • 5.2.5.7. Government and Public Sector
    • 5.2.5.8. Others
  • 5.2.6. By Region
    • 5.2.6.1. North America
    • 5.2.6.2. Europe
    • 5.2.6.3. Asia-Pacific
    • 5.2.6.4. South America
    • 5.2.6.5. Middle East and Africa
  • 5.2.7. By Company Market Share Analysis (Top 5 Companies and Others - By Value, 2023)
• 5.3. Market Map Analysis, 2023
  • 5.3.1. By Offering
  • 5.3.2. By Deployment Mode
  • 5.3.3. By Risk Type
  • 5.3.4. By Application
  • 5.3.5. By End-users
  • 5.3.6. By Region

6. North America AI Model Risk Management Market Outlook, 2017-2031F*

• 6.1. Market Size Analysis & Forecast
  • 6.1.1. By Value
• 6.2. Market Share Analysis & Forecast
  • 6.2.1. By Component
  • 6.2.2. By Offering
    • 6.2.2.1. Software
    • 6.2.2.2. Services
  • 6.2.3. By Deployment Mode
    • 6.2.3.1. On-premises
    • 6.2.3.2. Cloud-based
  • 6.2.4. By Risk Type
    • 6.2.4.1. Security Risk
    • 6.2.4.2. Ethical Risk
    • 6.2.4.3. Operational Risk
  • 6.2.5. By Application
    • 6.2.5.1. Fraud Detection and Prevention
    • 6.2.5.2. Credit Scoring and Assessment
    • 6.2.5.3. Market Risk Analysis
    • 6.2.5.4. Anti-Money Laundering (AML) Compliance
    • 6.2.5.5. Cybersecurity Threat Detection
    • 6.2.5.6. Supply Chain Risk Prediction
    • 6.2.5.7. Others
  • 6.2.6. By End-users
    • 6.2.6.1. Banking, Financial Services and Insurance (BFSI)
    • 6.2.6.2. Retail and E-commerce
    • 6.2.6.3. IT and Telecom
    • 6.2.6.4. Manufacturing
    • 6.2.6.5. Healthcare
    • 6.2.6.6. Media and Entertainment
    • 6.2.6.7. Government and Public Sector
    • 6.2.6.8. Others
  • 6.2.7. By Country Share
    • 6.2.7.1. United States
    • 6.2.7.2. Canada
    • 6.2.7.3. Mexico
• 6.3. Country Market Assessment
  • 6.3.1. United States AI Model Risk Management Market Outlook, 2017-2031F*
    • 6.3.1.1. Market Size Analysis & Forecast
      • 6.3.1.1.1. By Value
    • 6.3.1.2. Market Share Analysis & Forecast
      • 6.3.1.2.1. By Offering
        • 6.3.1.2.1.1. Software
        • 6.3.1.2.1.2. Services
      • 6.3.1.2.2. By Deployment Mode
        • 6.3.1.2.2.1. On-premises
        • 6.3.1.2.2.2. Cloud-based
      • 6.3.1.2.3. By Risk Type
        • 6.3.1.2.3.1. Security Risk
        • 6.3.1.2.3.2. Ethical Risk
        • 6.3.1.2.3.3. Operational Risk
      • 6.3.1.2.4. By Application
        • 6.3.1.2.4.1. Fraud Detection and Prevention
        • 6.3.1.2.4.2. Credit Scoring and Assessment
        • 6.3.1.2.4.3. Market Risk Analysis
        • 6.3.1.2.4.4. Anti-Money Laundering (AML) Compliance
        • 6.3.1.2.4.5. Cybersecurity Threat Detection
        • 6.3.1.2.4.6. Supply Chain Risk Prediction
        • 6.3.1.2.4.7. Others
      • 6.3.1.2.5. By End-users
        • 6.3.1.2.5.1. Banking, Financial Services and Insurance (BFSI)
        • 6.3.1.2.5.2. Retail and E-commerce
        • 6.3.1.2.5.3. IT and Telecom
        • 6.3.1.2.5.4. Manufacturing
        • 6.3.1.2.5.5. Healthcare
        • 6.3.1.2.5.6. Media and Entertainment
        • 6.3.1.2.5.7. Government and Public Sector
        • 6.3.1.2.5.8. Others
  • 6.3.2. Canada
  • 6.3.3. Mexico

All segments will be provided for all regions and countries covered

7. Europe AI Model Risk Management Market Outlook, 2017-2031F

• 7.1. Germany
• 7.2. France
• 7.3. Italy
• 7.4. United Kingdom
• 7.5. Russia
• 7.6. Netherlands
• 7.7. Spain
• 7.8. Turkey
• 7.9. Poland

8. Asia-Pacific AI Model Risk Management Market Outlook, 2017-2031F

• 8.1. India
• 8.2. China
• 8.3. Japan
• 8.4. Australia
• 8.5. Vietnam
• 8.6. South Korea
• 8.7. Indonesia
• 8.8. Philippines

9. South America AI Model Risk Management Market Outlook, 2017-2031F

• 9.1. Brazil
• 9.2. Argentina

10. Middle East and Africa AI Model Risk Management Market Outlook, 2017-2031F

• 10.1. Saudi Arabia
• 10.2. UAE
• 10.3. South Africa

11. Value Chain Analysis

12. Porter's Five Forces Analysis

13. PESTLE Analysis

14. Market Dynamics

• 14.1. Market Drivers
• 14.2. Market Challenges

15. Market Trends and Developments

16. Case Studies

17. Competitive Landscape

• 17.1. Competition Matrix of Top 5 Market Leaders
• 17.2. SWOT Analysis for Top 5 Players
• 17.3. Key Players Landscape for Top 10 Market Players
  • 17.3.1. Alphabet inc.
    • 17.3.1.1. Company Details
    • 17.3.1.2. Key Management Personnel
    • 17.3.1.3. Products and Services
    • 17.3.1.4. Financials (As Reported)
    • 17.3.1.5. Key Market Focus and Geographical Presence
    • 17.3.1.6. Recent Developments/Collaborations/Partnerships/Mergers and Acquisition
  • 17.3.2. Amazon Web Services, Inc.
  • 17.3.3. Fair Isaac Corporation
  • 17.3.4. IBM Corp.
  • 17.3.5. Microsoft Corp.
  • 17.3.6. Moody's Analytics, Inc.
  • 17.3.7. Oracle Corporation
  • 17.3.8. Palantir Technologies Inc.
  • 17.3.9. Riskified, Inc.
  • 17.3.10. SAS Institute Inc.

Companies mentioned above DO NOT hold any order as per market share and can be changed as per information available during research work.

18. Strategic Recommendations

19. About Us and Disclaimer