2026-2030年全球人工智慧模型風險管理市場

全球人工智慧模型風險管理市場預計將從 2025 年到 2030 年成長至 64.309 億美元，預測期內複合年成長率為 15.1%。

本報告對全球人工智慧模型風險管理市場進行了全面分析，包括市場規模和預測、趨勢、成長要素、挑戰以及對約 25 家公司的供應商分析。

本報告對當前市場狀況、最新趨勢和促進因素以及整體市場環境進行了最新分析。推動該市場發展的因素包括：生成式人工智慧和大規模語言模型在企業工作流程中的廣泛應用；人們對網路安全威脅和對抗性人工智慧攻擊的認知不斷提高；以及基於代理的人工智慧和自主工作流程自動化技術的加速發展。

本研究客觀地結合了一手和二手訊息，包括主要行業相關人員的意見。報告內容涵蓋主要公司分析、全面的市場規模數據、區域細分分析以及供應商格局。報告還包含歷史數據和預測數據。

本研究指出，可解釋人工智慧與自動化監管合規的整合將是未來幾年全球人工智慧模型風險管理市場成長的關鍵促進因素之一。此外，向自主人工智慧基礎設施、本地資料管治以及將符合倫理的人工智慧框架整合到核心產品開發生命週期中的轉變，也將產生顯著的市場需求。

目錄

第1章：執行摘要

第2章 Technavio 分析

• 分析定價、生命週期、顧客購買籃子、採用率和購買標準。
• 輸入的重要性及差異化因素
• 干擾因素
• 促進因素和挑戰的影響

第3章 市場狀況

• 市場生態系統
• 市場特徵
• 價值鏈分析

第4章 市場規模

• 市場的定義
• 市場區隔分析
• 2025年市場規模
• 市場展望，2025-2030年

第5章 市場規模與表現

• 2020-2024年全球人工智慧模型風險管理市場
• 基於應用領域的細分市場分析，2020-2024 年
• 基於組件的細分市場分析，2020-2024 年
• 按類型分類的細分市場分析，2020-2024 年
• 區域區隔市場分析，2020-2024 年
• 2020-2024年各國細分市場分析

第6章 定性分析

• 地緣政治衝突的影響：全球人工智慧模型風險管理市場

第7章：五力分析

第8章 市場區隔：依應用領域

• 比較：按應用
• 詐欺偵測
• 監理合規性監測
• 模型管治與檢驗
• 客戶區隔與目標定位
• 其他
• 市場機會：依應用領域分類

第9章 市場區隔：依組件

• 比較：按組件
• 軟體
• 服務
• 市場機會：按組件分類

第10章 市場區隔：依類型

• 比較：按類型
• 營運風險
• 合規風險
• 策略風險
• 市場機會：按類型分類

第11章 客戶情況

第12章 區域情勢

• 區域細分
• 區域比較
• 北美洲
  • 美國
  • 加拿大
  • 墨西哥
• 亞太地區
  • 中國
  • 印度
  • 日本
  • 韓國
  • 澳洲
  • 印尼
• 歐洲
  • 德國
  • 英國
  • 法國
  • 義大利
  • 西班牙
  • 荷蘭
• 中東和非洲
  • UAE
  • 沙烏地阿拉伯
  • 南非
  • 埃及
  • 以色列
• 南美洲
  • 巴西
  • 阿根廷
  • 智利
• 市場機會：按地區分類

第13章 促進因素、挑戰與機遇

• 市場促進因素
• 市場挑戰
• 促進因素和挑戰的影響
• 市場機遇

第14章 競爭格局

• 概述
• 競爭格局
• 混亂局面
• 產業風險

第15章 競爭分析

• 公司簡介
• 公司排名指標
• 企業市場定位
• Accenture Plc
• ArthurAI Inc.
• C3.ai Inc.
• Credo AI
• Databricks Inc.
• DataRobot Inc.
• Deloitte Touche Tohmatsu Ltd.
• Fiddler AI
• Google LLC
• H2O.ai Inc.
• IBM Corp.
• KPMG International Ltd.
• ModelOp
• Oracle Corp.
• SAS Institute Inc.

第16章附錄

The global ai-model risk management market is forecasted to grow by USD 6430.9 mn during 2025-2030, accelerating at a CAGR of 15.1% during the forecast period. The report on the global ai-model risk management market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by proliferation of generative ai and large language models across enterprise workflows , heightened awareness of cybersecurity threats and adversarial ai attacks , acceleration of agentic ai and autonomous workflow automation .

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global ai-model risk management market is segmented as below:

By Application

• Fraud detection
• Regulatory compliance monitoring
• Model governance and validation
• Customer segmentation and targeting
• Others

By Component

• Software
• Services

By Type

• Operational risk
• Compliance risk
• Strategic risk

Geography

• North America
  • US
  • Canada
  • Mexico
• APAC
  • China
  • India
  • Japan
  • South Korea
  • Australia
  • Indonesia
• Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • The Netherlands
• Middle East and Africa
  • UAE
  • South Africa
  • Egypt
• South America
  • Brazil
  • Argentina
  • Chile
• Rest of World (ROW)

This study identifies the convergence of explainable ai and automated regulatory compliance as one of the prime reasons driving the global ai-model risk management market growth during the next few years. Also, shift toward sovereign ai infrastructure and localized data governance and integration of ethical ai frameworks into core product development lifecycles will lead to sizable demand in the market.

The report on the global ai-model risk management market covers the following areas:

• Global ai-model risk management market sizing
• Global ai-model risk management market forecast
• Global ai-model risk management market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global ai-model risk management market vendors that include Accenture Plc, Alteryx Inc., ArthurAI Inc., C3.ai Inc., Credo AI, Databricks Inc., DataRobot Inc., Deloitte Touche Tohmatsu Ltd., Fiddler AI, Google LLC, H2O.ai Inc., Holistic AI Inc, IBM Corp., KPMG International Ltd., ModelOp, Monitaur Inc., Oracle Corp., SAS Institute Inc., Truera Inc., ValidMind Inc.. Also, the global ai-model risk management market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Application
  • Executive Summary - Chart on Market Segmentation by Component
  • Executive Summary - Chart on Market Segmentation by Type
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2025
• 4.4 Market outlook: Forecast for 2025-2030

5 Historic Market Size

• 5.1 Global AI-Model Risk Management Market 2020 - 2024
  • Historic Market Size - Data Table on Global AI-Model Risk Management Market 2020 - 2024 ($ million)
• 5.2 Application segment analysis 2020 - 2024
  • Historic Market Size - Application Segment 2020 - 2024 ($ million)
• 5.3 Component segment analysis 2020 - 2024
  • Historic Market Size - Component Segment 2020 - 2024 ($ million)
• 5.4 Type segment analysis 2020 - 2024
  • Historic Market Size - Type Segment 2020 - 2024 ($ million)
• 5.5 Geography segment analysis 2020 - 2024
  • Historic Market Size - Geography Segment 2020 - 2024 ($ million)
• 5.6 Country segment analysis 2020 - 2024
  • Historic Market Size - Country Segment 2020 - 2024 ($ million)

6 Qualitative Analysis

• 6.1 Impact of geopolitical conflicts on Global AI-model Risk Management Market

7 Five Forces Analysis

• 7.1 Five forces summary
  • Five forces analysis - Comparison between 2025 and 2030
• 7.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2025 and 2030
• 7.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2025 and 2030
• 7.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2025 and 2030
• 7.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2025 and 2030
• 7.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2025 and 2030
• 7.7 Market condition

8 Market Segmentation by Application

• 8.1 Market segments
• 8.2 Comparison by Application
• 8.3 Fraud detection - Market size and forecast 2025-2030
• 8.4 Regulatory compliance monitoring - Market size and forecast 2025-2030
• 8.5 Model governance and validation - Market size and forecast 2025-2030
• 8.6 Customer segmentation and targeting - Market size and forecast 2025-2030
• 8.7 Others - Market size and forecast 2025-2030
• 8.8 Market opportunity by Application
  • Market opportunity by Application ($ million)

9 Market Segmentation by Component

• 9.1 Market segments
• 9.2 Comparison by Component
• 9.3 Software - Market size and forecast 2025-2030
• 9.4 Services - Market size and forecast 2025-2030
• 9.5 Market opportunity by Component
  • Market opportunity by Component ($ million)

10 Market Segmentation by Type

• 10.1 Market segments
• 10.2 Comparison by Type
• 10.3 Operational risk - Market size and forecast 2025-2030
• 10.4 Compliance risk - Market size and forecast 2025-2030
• 10.5 Strategic risk - Market size and forecast 2025-2030
• 10.6 Market opportunity by Type
  • Market opportunity by Type ($ million)

11 Customer Landscape

• 11.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

12 Geographic Landscape

• 12.1 Geographic segmentation
• 12.2 Geographic comparison
• 12.3 North America - Market size and forecast 2025-2030
  • 12.3.1 US - Market size and forecast 2025-2030
  • 12.3.2 Canada - Market size and forecast 2025-2030
  • 12.3.3 Mexico - Market size and forecast 2025-2030
• 12.4 APAC - Market size and forecast 2025-2030
  • 12.4.1 China - Market size and forecast 2025-2030
  • 12.4.2 India - Market size and forecast 2025-2030
  • 12.4.3 Japan - Market size and forecast 2025-2030
  • 12.4.4 South Korea - Market size and forecast 2025-2030
  • 12.4.5 Australia - Market size and forecast 2025-2030
  • 12.4.6 Indonesia - Market size and forecast 2025-2030
• 12.5 Europe - Market size and forecast 2025-2030
  • 12.5.1 Germany - Market size and forecast 2025-2030
  • 12.5.2 UK - Market size and forecast 2025-2030
  • 12.5.3 France - Market size and forecast 2025-2030
  • 12.5.4 Italy - Market size and forecast 2025-2030
  • 12.5.5 Spain - Market size and forecast 2025-2030
  • 12.5.6 The Netherlands - Market size and forecast 2025-2030
• 12.6 Middle East and Africa - Market size and forecast 2025-2030
  • 12.6.1 UAE - Market size and forecast 2025-2030
  • 12.6.2 Saudi Arabia - Market size and forecast 2025-2030
  • 12.6.3 South Africa - Market size and forecast 2025-2030
  • 12.6.4 Egypt - Market size and forecast 2025-2030
  • 12.6.5 Israel - Market size and forecast 2025-2030
• 12.7 South America - Market size and forecast 2025-2030
  • 12.7.1 Brazil - Market size and forecast 2025-2030
  • 12.7.2 Argentina - Market size and forecast 2025-2030
  • 12.7.3 Chile - Market size and forecast 2025-2030
• 12.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

13 Drivers, Challenges, and Opportunity

• 13.1 Market drivers
  • Proliferation of generative AI and large language models across enterprise workflows
  • Heightened awareness of cybersecurity threats and adversarial AI attacks
  • Acceleration of agentic AI and autonomous workflow automation
• 13.2 Market challenges
  • Lack of standardized global regulatory frameworks and cross-border compliance complexity
  • Technical opacity and black box dilemma in advanced neural architectures
  • Severe scarcity of multidisciplinary talent and high implementation costs
• 13.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2025 and 2030
• 13.4 Market opportunities
  • Convergence of explainable AI and automated regulatory compliance
  • Shift toward sovereign AI infrastructure and localized data governance
  • Integration of ethical AI frameworks into core product development lifecycles

14 Competitive Landscape

• 14.1 Overview
• 14.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 14.3 Landscape disruption
  • Overview on factors of disruption
• 14.4 Industry risks
  • Impact of key risks on business

15 Competitive Analysis

• 15.1 Companies profiled
  • Companies covered
• 15.2 Company ranking index
  • Company ranking index
• 15.3 Market positioning of companies
  • Matrix on companies position and classification
• 15.4 Accenture Plc
  • Accenture Plc - Overview
  • Accenture Plc - Business segments
  • Accenture Plc - Key news
  • Accenture Plc - Key offerings
  • Accenture Plc - Segment focus
  • SWOT
• 15.5 ArthurAI Inc.
  • ArthurAI Inc. - Overview
  • ArthurAI Inc. - Product / Service
  • ArthurAI Inc. - Key offerings
  • SWOT
• 15.6 C3.ai Inc.
  • C3.ai Inc. - Overview
  • C3.ai Inc. - Product / Service
  • C3.ai Inc. - Key news
  • C3.ai Inc. - Key offerings
  • SWOT
• 15.7 Credo AI
  • Credo AI - Overview
  • Credo AI - Product / Service
  • Credo AI - Key offerings
  • SWOT
• 15.8 Databricks Inc.
  • Databricks Inc. - Overview
  • Databricks Inc. - Product / Service
  • Databricks Inc. - Key offerings
  • SWOT
• 15.9 DataRobot Inc.
  • DataRobot Inc. - Overview
  • DataRobot Inc. - Product / Service
  • DataRobot Inc. - Key offerings
  • SWOT
• 15.10 Deloitte Touche Tohmatsu Ltd.
  • Deloitte Touche Tohmatsu Ltd. - Overview
  • Deloitte Touche Tohmatsu Ltd. - Business segments
  • Deloitte Touche Tohmatsu Ltd. - Key offerings
  • Deloitte Touche Tohmatsu Ltd. - Segment focus
  • SWOT
• 15.11 Fiddler AI
  • Fiddler AI - Overview
  • Fiddler AI - Product / Service
  • Fiddler AI - Key offerings
  • SWOT
• 15.12 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key offerings
  • SWOT
• 15.13 H2O.ai Inc.
  • H2O.ai Inc. - Overview
  • H2O.ai Inc. - Product / Service
  • H2O.ai Inc. - Key offerings
  • SWOT
• 15.14 IBM Corp.
  • IBM Corp. - Overview
  • IBM Corp. - Business segments
  • IBM Corp. - Key news
  • IBM Corp. - Key offerings
  • IBM Corp. - Segment focus
  • SWOT
• 15.15 KPMG International Ltd.
  • KPMG International Ltd. - Overview
  • KPMG International Ltd. - Product / Service
  • KPMG International Ltd. - Key offerings
  • SWOT
• 15.16 ModelOp
  • ModelOp - Overview
  • ModelOp - Product / Service
  • ModelOp - Key offerings
  • SWOT
• 15.17 Oracle Corp.
  • Oracle Corp. - Overview
  • Oracle Corp. - Business segments
  • Oracle Corp. - Key news
  • Oracle Corp. - Key offerings
  • Oracle Corp. - Segment focus
  • SWOT
• 15.18 SAS Institute Inc.
  • SAS Institute Inc. - Overview
  • SAS Institute Inc. - Product / Service
  • SAS Institute Inc. - Key offerings
  • SWOT

16 Appendix

• 16.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 16.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 16.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 16.4 Research methodology
  • Research methodology
• 16.5 Data procurement
  • Information sources
• 16.6 Data validation
  • Data validation
• 16.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 16.8 Data synthesis
  • Data synthesis
• 16.9 360 degree market analysis
  • 360 degree market analysis
• 16.10 List of abbreviations
  • List of abbreviations