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AI Governance Market by Functionality (Model Lifecycle Management, Risk & Compliance, Monitoring & Auditing, Ethics & Responsible AI), Product Type (End-to-end AI Governance Platforms, MLOps & LLMOps Tools, Data Privacy Tools) - Global Forecast to 2029

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    Report

  • 357 Pages
  • October 2024
  • Region: Global
  • Markets and Markets
  • ID: 5306554
The AI governance market is projected to grow from USD 890.6 million in 2024 to USD 5.77 billion in 2029, with a CAGR of 45.3% during 2024-2029. The AI governance market is expected to experience substantial expansion in the next few years, fueled by growing recognition of the importance of risk management in AI deployments. Organizations have been investing more in AI governance tools as they realize the criticality of controlling AI risks. Regulated industries in finance and healthcare are leading the way in creating governance solutions for compliance with strict regulations. Increasing demands for trust, transparency, and accountability in using AI systems drive the market further as organizations emphasize responsible and ethical use of AI in various sectors.

By product type, MLOps tools segment is expected to register the fastest market growth rate during the forecast period.

MLOps tools are expected to mark the highest growth rate during the forecast period as they streamline the entire development, deployment, and monitoring of machine learning models. This, in turn, enables management of the version control and continuous integration of models in a compliant manner with the regulatory standards, adding more transparency to the process. The sheer complexity of AI models and their requirements has been a giant factor that has moved organizations toward the adoption of MLOps tools, as these tools take care of complete AI lifecycle from data handling to real-time monitoring. Also, increased demand for governance and risk management model accountability in regulated industries fuels their growth.

By functionality, risk management & compliance is expected to register the fastest market growth rate during the forecast period.

Risk management and compliance is expected to register the fastest market growth rate in the AI governance market as regulations continue to pile while the complexity in AI systems increases. Businesses in all industries understand that they need to factor in the risk related to bias, fairness, and transparency in AI models, especially in strictly regulated sectors such as finance, healthcare, and insurance. For example, AI-based governance solutions are being applied by financial firms to adhere to regulations of GDPR within the European Union, or the Fair Lending Act in U.S., which strictly monitors the usage of data and algorithms used in various decision-making processes. Healthcare organizations apply AI governance frameworks for the purpose of risk minimization and improving patient safety through AI-based diagnostic tools while being HIPAA compliant.

By region, North America to have the largest market share in 2024, and Asia Pacific is slated to grow at the fastest rate during the forecast period.

North America will remain the market leader in 2024, driven by a robust and well-established AI ecosystem, alongside a substantial number of AI related regulations. Early adoption of AI technologies by leading tech companies, such as IBM, Microsoft, and Google, based in the U.S., drives AI governance in this region through embedding strong tools for compliance and risk management into their offerings. Besides, the U.S. government is proactively drafting new regulations regarding AI. For instance, a governance framework is being developed for enterprises, encouraged by the country’s National AI Initiative Act.

Meanwhile, the growth in the AI governance market is expected to be the fastest in the Asia Pacific region. Here, AI adoption in China, Japan, and South Korea is occurring at a steep pace. These countries have substantial investments in AI technologies across sectors such as manufacturing, healthcare, and finance. Thus, there is growing demand for governance structures that ensure conformity with locally developing regulations. For instance, the AI regulations which will be implemented by China will focus on the visibility of the transparency and the decrease of biases in AI. This has resulted in investments into the solution for AI governance.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI governance market.
  • By Company: Tier I - 28%, Tier II - 41%, and Tier III - 31%
  • By Designation: C-Level Executives - 36%, D-Level Executives - 40%, and others - 24%
  • By Region: North America - 35%, Europe - 21%, Asia Pacific - 30%, Middle East & Africa - 8%, and Latin America - 6%
The report includes the study of key players offering AI governance solutions. It profiles major vendors in the AI governance market. The major players in the AI governance market include Microsoft (US), IBM (US), Google (US), Salesforce (US), SAP (Germany), AWS (US), SAS Institute (US), FICO (US), Accenture (Ireland), Qlik (US), H2O.AI (US), Alteryx (US), DataRobot (UK), Dataiku (US), Domino Data Lab (US), SparkCognition (US), Collibra (US), OneTrust (US), Quest Software (US), Fiddler AI (US), Untangle AI (Singapore), 2021.AI (Denmark), Howso (US), Monitaur (US), Mind Foundry (UK), Credo AI (US), Holistic AI (UK), Fairly AI (Canada), Enzai (UK), ValidMind (US), FairNow (US), Mona Labs (US), Arthur AI (US), Trustible (US), Atlan (Singapore), ModelOp (US), Neptune AI (Poland), Patronus AI (US), and Datatron (US).

Research coverage

This research report categorizes the AI governance Market by Product Type (Data Privacy Tools, End-To-End AI Governance Platforms, Data Governance Platforms, MLOps Tools, LLMOps Tools, Responsible AI Toolkits, AI Governance Consulting Services, and AI Governance as a Service), by Functionality (Model Lifecycle Management, Risk Management & Compliance, Monitoring & Auditing, Transparency & Explainability, Data Governance, Ethics & Responsible AI, and Others), by End User (BFSI, Telecommunications, Government & Defense, Healthcare & Life Sciences, Manufacturing, Media & Entertainment, Retail & Consumer Goods, Software & Technology Providers, Automotive, and other enterprises), and by Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the AI governance market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the AI governance market. Competitive analysis of upcoming startups in the AI governance market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI governance market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

  • Analysis of key drivers (Increasing regulatory compliance pressures driving organizations to adopt governance frameworks, awareness of risk mitigation efforts prompting investments in AI governance tools, AI governance adoption in regulated industries fuels growth of governance solutions, demand for trust and transparency expanding the AI governance market), restraints (Lack of harmonized global standards for AI governance, high costs of implementing AI governance frameworks, and complexity in monitoring and managing AI models post-deployment), opportunities (Growing demand for ethical AI creates opportunities in bias mitigation solutions, integration with MLOps platforms expands the governance market, growth in AI adoption by SMEs fuels demand for scalable governance solutions, emerging regulatory frameworks open new market segments), and challenges (Resistance to change in established workflows, and limited understanding of AI risks and governance needs).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI governance market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the AI governance market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI governance market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Microsoft (US), IBM (US), Google (US), Salesforce (US), SAP (Germany), AWS (US), SAS Institute (US), FICO (US), Accenture (Ireland), Qlik (US), H2O.AI (US), Alteryx (US), DataRobot (UK), Dataiku (US), Domino Data Lab (US), SparkCognition (US), Collibra (US), OneTrust (US), Quest Software (US), Fiddler AI (US), Untangle AI (Singapore), 2021.AI (Denmark), Howso (US), Monitaur (US), Mind Foundry (UK), and Credo AI (US) among others in the AI governance market. The report also helps stakeholders understand the pulse of the AI governance market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.2.1 Inclusions and Exclusions
1.3 Study Scope
1.3.1 Market Segmentation & Regions Covered
1.4 Years Considered
1.5 Currency Considered
1.6 Stakeholders
1.7 Summary of Changes
2 Research Methodology
2.1 Research Data
2.1.1 Secondary Data
2.1.2 Primary Data
2.1.2.1 Breakup of Primary Profiles
2.1.2.2 Key Insights from Industry Experts
2.2 Data Triangulation
2.3 Market Size Estimation
2.3.1 Top-Down Approach
2.3.2 Bottom-Up Approach
2.4 Market Forecast
2.5 Research Assumptions
2.6 Research Limitations
3 Executive Summary
4 Premium Insights
4.1 Attractive Opportunities for Key Players in AI Governance Market
4.2 AI Governance Market: Top Three Functionalities
4.3 North American AI Governance Market: Top Three Product Types And End-users
4.4 AI Governance Market: by Region
5 Market Overview and Industry Trends
5.1 Introduction
5.2 Market Dynamics
5.2.1 Drivers
5.2.1.1 Increasing Regulatory Compliance Pressures Driving Organizations to Adopt Governance Frameworks
5.2.1.2 Awareness of Risk Mitigation Efforts Prompting Investments in AI Governance Tools
5.2.1.3 Need for Compliance, Credibility, Safety, and Decision-Making Fuels Adoption of Governance Solutions
5.2.1.4 Demand for Trust and Transparency
5.2.2 Restraints
5.2.2.1 Lack of Harmonized Global Standards for AI Governance
5.2.2.2 High Costs of Implementing AI Governance Frameworks
5.2.2.3 Complexity in Monitoring and Managing AI Models Post-Deployment
5.2.3 Opportunities
5.2.3.1 Growing Demand for Ethical AI Creating Opportunities in Bias Mitigation Solutions
5.2.3.2 Integration with Mlops Platforms
5.2.3.3 Rising Adoption of AI by SMEs Fueling Demand for Scalable Governance Solutions
5.2.3.4 Emerging Regulatory Frameworks Open New Market Segments
5.2.4 Challenges
5.2.4.1 Resistance to Change in Established Workflows
5.2.4.2 Limited Understanding of AI Risks and Governance Needs
5.3 Trends/Disruptions Impacting Customer Business
5.4 Pricing Analysis
5.4.1 Pricing Data, by Product Type
5.4.2 Pricing Data, by Functionality
5.5 Supply Chain Analysis
5.6 Ecosystem
5.6.1 End-To-End AI Governance Platform Vendors
5.6.2 AI Governance Tools Providers
5.6.3 Transparency and Explainability Vendors
5.6.4 Cloud Hyperscalers
5.6.5 Mlops and Llmops Vendors
5.6.6 End-users
5.6.7 Data Privacy Vendors
5.6.8 Data Governance and Catalog Vendors
5.7 Technology Analysis
5.7.1 Key Technologies
5.7.1.1 Machine Learning (ML)
5.7.1.2 Explainable AI (Xai)
5.7.1.3 Federated Learning (Fl)
5.7.1.4 Differential Privacy
5.7.1.5 Automated Model Monitoring
5.7.2 Complementary Technologies
5.7.2.1 Cybersecurity
5.7.2.2 Data Encryption
5.7.2.3 Identity & Access Management (Iam)
5.7.2.4 Data Quality Management (Dqm)
5.7.2.5 Risk Management Systems
5.7.3 Adjacent Technologies
5.7.3.1 Cloud Computing
5.7.3.2 Blockchain
5.7.3.3 Natural Language Processing (Nlp)
5.7.3.4 Edge Computing
5.7.3.5 High-Performance Computing (Hpc)
5.8 Patent Analysis
5.8.1 Methodology
5.8.2 Patents Filed, by Document Type
5.8.3 Innovation and Patent Applications
5.8.3.1 Top 10 Applicants in AI Governance Market
5.9 Key Conferences and Events (2024-2025)
5.10 Regulatory Landscape
5.10.1 Regulatory Bodies, Government Agencies, and Other Organizations
5.10.2 Regulations: AI Governance
5.10.2.1 North America
5.10.2.1.1 Algorithmic Accountability Act (2019, Reintroduced in 2022) (US)
5.10.2.1.2 Directive on Automated Decision-Making (Canada)
5.10.2.2 Europe
5.10.2.2.1 UK AI Regulation White Paper
5.10.2.2.2 European Union (Eu) - AI Act
5.10.2.2.3 Gesetz Zur Regulierung Künstlicher Intelligenz (AI Regulation Law)
5.10.2.2.4 Artificial Intelligence 4.0 (AI 4.0) Program
5.10.2.2.5 AI Strategy (2021), Data Protection Act
5.10.2.3 Asia-Pacific
5.10.2.3.1 Personal Data Protection Bill (Pdpb) & National Strategy on AI (Nsai)
5.10.2.3.2 New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines
5.10.2.3.3 Framework Act on Intelligent Informatization
5.10.2.3.4 AI Ethics Framework (Australia) & AI Strategy (New Zealand)
5.10.2.3.5 Model AI Governance Framework
5.10.2.3.6 Data Security Law (2021), AI Guidelines (China)
5.10.2.4 Middle East & Africa
5.10.2.4.1 Saudi Data & Artificial Intelligence Authority (Sdaia) Regulations
5.10.2.4.2 UAE National AI Strategy 2031
5.10.2.4.3 Qatar National AI Strategy
5.10.2.4.4 National Artificial Intelligence Strategy (2021-2025)
5.10.2.4.5 Egyptian Artificial Intelligence Strategy
5.10.2.4.6 Kuwait National Development Plan (New Kuwait Vision 2035)
5.10.3 Latin America
5.10.3.1.1 Brazilian General Data Protection Law (Lgpd)
5.10.3.1.2 Federal Law on the Protection of Personal Data Held By Private Parties
5.10.3.1.3 Argentina Personal Data Protection Law (Pdpl) & AI Ethics Framework
5.10.3.1.4 Chilean Data Protection Law & National AI Policy
5.10.3.1.5 Colombian Data Protection Law (Law 1581) & AI Ethics Guidelines
5.10.3.1.6 Peruvian Personal Data Protection Law & National AI Strategy
5.11 Porter's Five Forces Analysis
5.11.1 Threat of New Entrants
5.11.2 Threat of Substitutes
5.11.3 Bargaining Power of Suppliers
5.11.4 Bargaining Power of Buyers
5.11.5 Intensity of Competitive Rivalry
5.12 Key Stakeholders & Buying Criteria
5.12.1 Key Stakeholders in Buying Process
5.12.2 Buying Criteria
5.13 Investment Landscape and Funding Scenario
5.14 Impact of Generative AI on AI Governance Market
5.14.1 Top Use Cases & Market Potential
5.14.1.1 Bias Detection and Mitigation
5.14.1.2 Automated Compliance Reporting
5.14.1.3 Policy Generation and Documentation
5.14.1.4 Dynamic Risk Assessment
5.14.1.5 Auditing Model Transparency
5.15 AI Governance Lifecycle Framework
5.15.1 Environmental Layer
5.15.2 Organizational Layer
5.15.3 AI System Layer
5.16 Evolution of AI Governance
5.17 Case Study Analysis
5.17.1 Bfsi
5.17.1.1 Fiddler AI Observability Helped Tide Scale Its ML Solutions to Support Its Growth, Better Understand Model Outcomes, and Align Data Science and Business Teams
5.17.1.2 2021.AI Collaborated with Gf to Create AI-Derived Model That Could Simulate Fraud Patterns Among Household Insurance Claims
5.17.2 Software & Technology Providers
5.17.2.1 Linkgrc Enhanced Its Grc Service Offerings with 2021.AI's AI-based Solutions
5.17.2.2 Prometric Championed Responsible AI in Assessments with Long-Term Partner 2021.AI
5.17.3 Retail & Consumer Goods
5.17.3.1 Conjura Reduced Time to Detect and Resolve Model Drift from Days to Hours with Fiddler
6 AI Governance Market, by Product Type
6.1 Introduction
6.1.1 Product Types: AI Governance Market Drivers
6.2 Data Privacy Tools
6.2.1 Need for Data Privacy Tools to Grow due to Increased Regulatory Scrutiny and Rising Threat of Data Breaches
6.3 End-To-End AI Governance Platforms
6.3.1 Demand for End-To-End AI Governance Platforms to Grow to Align AI with Regulatory and Ethical Standards
6.4 Data Governance Platforms
6.4.1 Data Governance Platforms to Track Data Quality and Mitigate Risks Associated with AI Biases
6.5 Mlops Tools
6.5.1 Regulatory Compliance and Ethical Concerns Around AI Governance to Play Critical Role in Growth of Mlops Tools
6.5.1.1 Model Development
6.5.1.2 Model Deployment
6.5.1.3 Model Monitoring
6.6 Llmops Tools
6.6.1 Convergence of AI Governance and Llmops to Ensure Better Model Performance Tracking to Boost Market Growth
6.7 Responsible AI Toolkits
6.7.1 Need for Organizations to Balance Innovation with Governance to Drive Growth of Responsible AI Toolkits
6.8 AI Governance Consulting Services
6.8.1 AI Governance Consulting Services to Offer Critical Expertise to Navigate Complexities of Ethical AI Deployment
6.9 AI Governance as a Service
6.9.1 AI Governance as a Service Platforms to Detect and Mitigate Risks and Enhance AI System Accountability
7 AI Governance Market, by Functionality
7.1 Introduction
7.1.1 Functionalities: AI Governance Market Drivers
7.2 Model Lifecycle Management
7.2.1 Model Lifecycle Management to Maintain Operational Efficiency, Ensure Compliance, and Address Ethical Concerns Surrounding AI Usage
7.2.2 Automated Versioning
7.2.3 Model-In-Production Management
7.2.4 AI Inventory Management
7.2.5 Model Divergence Detection
7.3 Risk Management & Compliance
7.3.1 Effective Compliance Frameworks Combined with Regular Audits and Ethical AI Training to Minimize Risks in AI Deployment
7.3.2 Model Risk Management
7.3.3 Regulatory Compliance
7.3.4 Risk Identification & Mitigation
7.3.5 Third-Party Risk Evaluation
7.4 Monitoring & Auditing
7.4.1 Monitoring and Auditing to Ensure Transparency, Accountability, and Compliance in Deployment and Operation of AI Systems
7.4.2 AI Model Monitoring
7.4.3 Drift & Bias Mitigation
7.4.4 Anomaly Detection
7.4.5 Performance Degradation Alerts
7.5 Transparency & Explainability
7.5.1 Transparency & Explainability to Ensure Accountability, Ethical Integrity, and User Trust
7.5.2 Model Prediction Explainability
7.5.3 Model Transparency
7.5.4 Model Documentation & Reporting
7.6 Data Governance
7.6.1 Data Governance to Ensure AI Training and Operations Data is Accurate, Complete, Consistent, and Protected from Biases or Misuse
7.6.2 Data Lineage
7.6.3 Data Discovery & Classification
7.6.4 Data Provenance
7.7 Ethics & Responsible AI
7.7.1 Ethical AI to Emphasize Fairness, Transparency, and Accountability, and Minimize Bias
7.7.2 AI Policy Creation
7.7.3 Policy Breach Alerts
7.7.4 AI Ethics Management
7.7.5 Adherence Validation
7.7.6 AI Registry
7.8 Other Functionality Types
8 AI Governance Market, by End-user
8.1 Introduction
8.1.1 End-users: AI Governance Market Drivers
8.2 Bfsi
8.2.1 Financial Institutions to Leverage AI Governance Tools to Align with New Regulations, Mitigate Risks, and Enhance Transparency
8.2.2 Banking
8.2.3 Financial Services
8.2.4 Insurance
8.3 Telecommunications
8.3.1 Need to Address Growing Use of AI in Managing Networks, Customer Data, and Services to Drive Market Growth
8.4 Government & Defense
8.4.1 Advancements in AI-Driven Cybersecurity Systems to Highlight Importance of Governance in Safeguarding National Security, Ethics, and Compliance
8.5 Healthcare & Life Sciences
8.5.1 Rise of AI-Powered Clinical Decision Support Systems and Recommendations for Diagnosis and Treatment Based on Vast Datasets to Propel Market
8.6 Manufacturing
8.6.1 Rise of Industry 4.0 and Need to Leverage AI to Enhance Productivity, Streamline Operations, and Reduce Costs to Fuel Market Growth
8.7 Retail & Consumer Goods
8.7.1 Need to Optimize Operations, Enhance Customer Experiences, and Streamline Supply Chains to Accelerate Market Growth
8.8 Software & Technology Providers
8.8.1 Software & Technology Providers to Rely on AI Governance to Ensure Models and AI Systems Stay Compliant, Ethical, and Transparent
8.8.2 Cloud Hyperscalers
8.8.3 Foundation Model/Llm Providers
8.8.4 Data Annotators
8.8.5 AI Training Dataset Providers
8.8.6 IT & IT-Enabled Service Providers
8.9 Automotive
8.9.1 AI Algorithms to Improve Electronic Vehicle Performance while Adhering to Environmental Regulations
8.10 Media & Entertainment
8.10.1 Emphasis on Transparency, Intellectual Property Protection, and Privacy to Bolster Market Growth
8.11 Other End-users
9 AI Governance Market, by Region
9.1 Introduction
9.2 North America
9.2.1 North America: AI Governance Market Drivers
9.2.2 North America: Macroeconomic Outlook
9.2.3 US
9.2.3.1 Need to Improve Efficiency, Decision-Making, and Robust Governance Frameworks to Manage Risks, Ethical Concerns, and Compliance to Drive Market
9.2.4 Canada
9.2.4.1 Increasing Data Security Concerns, Need for Ethical AI Practices, Robust Government Support, and Strategic Investments to Propel Market
9.3 Europe
9.3.1 Europe: AI Governance Market Drivers
9.3.2 Europe: Macroeconomic Outlook
9.3.3 UK
9.3.3.1 Regulatory Pressures, Sector-Specific Needs, and Advancements in AI Transparency Tools to Fuel Market Growth
9.3.4 Germany
9.3.4.1 Advancements Coupled with Strong Regulatory Push and Corporate Accountability to Boost Demand for AI Governance
9.3.5 France
9.3.5.1 Increasing Demand for Ethical AI Solutions, Regulatory Compliance, and Heightened Awareness of Risks to Accelerate Market Growth
9.3.6 Italy
9.3.6.1 Government Investment in AI Innovation and Governance to Prioritize Responsible and Transparent AI Usage to Boost Market Growth
9.3.7 Spain
9.3.7.1 Increasing Regulatory Scrutiny from Government and European Union (Eu) and Allocation of Significant Funds to R&D Under National Strategy for Artificial Intelligence to Foster Market Growth
9.3.8 Netherlands
9.3.8.1 Government Investment in AI Infrastructure to Strengthen Local AI Capabilities to Boost Demand for AI Governance
9.3.9 Rest of Europe
9.4 Asia-Pacific
9.4.1 Asia-Pacific: AI Governance Market Drivers
9.4.2 Asia-Pacific: Macroeconomic Outlook
9.4.3 China
9.4.3.1 Advancements Paired with China's Strategic Goals to Mitigate AI Risks to Accelerate Adoption of AI Governance Solutions
9.4.4 India
9.4.4.1 Government Initiatives, Increased Adoption of AI Technologies Across Industries, and Rising Concerns Over Data Privacy and Ethical Use of AI Systems to Drive Market
9.4.5 Japan
9.4.5.1 Focus on Technological Innovation, Government Support, and Increasing Awareness of AI's Ethical and Legal Implications to Bolster Market Growth
9.4.6 South Korea
9.4.6.1 Investment in AI Governance Models to Balance Performance with Cost Efficiency to Accelerate Adoption of AI Governance Solutions
9.4.7 Singapore
9.4.7.1 Introduction of Model AI Governance Framework Combined with Substantial Investments in Training Programs for Local Professionals to Boost Market Growth
9.4.8 Australia
9.4.8.1 Rising Adoption of AI Technologies and Establishment of National Artificial Intelligence Centre (Naic) to Fuel Market Growth
9.4.9 Rest of Asia-Pacific
9.5 Middle East & Africa
9.5.1 Middle East & Africa: AI Governance Market Drivers
9.5.2 Middle East & Africa: Macroeconomic Outlook
9.5.3 Saudi Arabia
9.5.3.1 Focus on Becoming Global Leader in AI Through Its Vision 2030 Initiative to Bolster Market Growth
9.5.4 UAE
9.5.4.1 Focus on Digital Transformation and Implementation of UAE Artificial Intelligence Strategy 2031 to Boost Market Growth
9.5.5 Qatar
9.5.5.1 Qatar's Commitment to Leveraging AI for Economic Diversification Aligning with Its National Vision 2030 to Enhance Market Growth
9.5.6 Turkey
9.5.6.1 Implementation of National Artificial Intelligence Strategy to Foster Demand for AI Governance
9.5.7 Rest of Middle East
9.5.8 Africa
9.5.8.1 Need for Ethical AI Deployment, Transparency, and Regulatory Oversight to Foster Adoption of AI Governance
9.6 Latin America
9.6.1 Latin America: AI Governance Market Drivers
9.6.2 Latin America: Macroeconomic Outlook
9.6.3 Brazil
9.6.3.1 Need for Regulatory Frameworks, Ethical Guidelines, Governance Mechanisms, and Evolving Data Protection Landscape to Boost Market Growth
9.6.4 Mexico
9.6.4.1 Regulatory Initiatives, Technological Advancements, and Increasing Investment in AI Technologies to Augment Market Growth
9.6.5 Argentina
9.6.5.1 Robust Technological Talent Pool Nurtured by Universities And Research Institutions to Accelerate Market Growth
9.6.6 Rest of Latin America
10 Competitive Landscape
10.1 Overview
10.2 Key Player Strategies/Right to Win
10.3 Revenue Analysis
10.4 Market Share Analysis
10.4.1 Market Ranking Analysis
10.5 Product/Brand Comparison
10.5.1 Amazon Sagemaker (Aws)
10.5.2 Domino AI Governance (Domino Data Labs)
10.5.3 Explainable AI (Google)
10.5.4 Watsonx.Governance (IBM)
10.5.5 Credo AI Governance Platform (Credo AI)
10.5.6 Grace Llm Governance (2021.AI)
10.5.7 Arthur Bench (Arthur AI)
10.5.8 Patronus AI Suite (Patronus AI)
10.5.9 Llm Mesh (Dataiku)
10.5.10 Gen AI Governance Platform (Portal 26)
10.6 Company Valuation and Financial Metrics
10.7 Company Evaluation Matrix: Key Players, 2023
10.7.1 Stars
10.7.2 Emerging Leaders
10.7.3 Pervasive Players
10.7.4 Participants
10.7.5 Company Footprint: Key Players, 2023
10.7.5.1 Company Footprint
10.7.5.2 Product Type Footprint
10.7.5.3 Functionality Footprint
10.7.5.4 End-user Footprint
10.7.5.5 Regional Footprint
10.8 Company Evaluation Matrix: Start-Ups/SMEs, 2023
10.8.1 Progressive Companies
10.8.2 Responsive Companies
10.8.3 Dynamic Companies
10.8.4 Starting Blocks
10.8.5 Competitive Benchmarking: Start-Ups/SMEs, 2023
10.8.5.1 Detailed List of Key Start-Ups/SMEs
10.8.5.2 Competitive Benchmarking of Key Start-Ups/SMEs
10.9 Competitive Scenario and Trends
10.9.1 Product Launches and Enhancements
10.9.2 Deals
11 Company Profiles
11.1 Introduction
11.2 Key Players
11.2.1 IBM
11.2.1.1 Business Overview
11.2.1.2 Products/Solutions/Services Offered
11.2.1.3 Recent Developments
11.2.1.3.1 Product Launches
11.2.1.3.2 Deals
11.2.1.4 Analyst's View
11.2.1.4.1 Right to Win
11.2.1.4.2 Strategic Choices
11.2.1.4.3 Weaknesses and Competitive Threats
11.2.2 Microsoft
11.2.2.1 Business Overview
11.2.2.2 Products/Solutions/Services Offered
11.2.2.3 Recent Developments
11.2.2.3.1 Product Launches
11.2.2.4 Analyst's View
11.2.2.4.1 Right to Win
11.2.2.4.2 Strategic Choices
11.2.2.4.3 Weaknesses and Competitive Threats
11.2.3 Google
11.2.3.1 Business Overview
11.2.3.2 Products/Solutions/Services Offered
11.2.3.3 Analyst's View
11.2.3.3.1 Right to Win
11.2.3.3.2 Strategic Choices
11.2.3.3.3 Weaknesses and Competitive Threats
11.2.4 Salesforce
11.2.4.1 Business Overview
11.2.4.2 Products/Solutions/Services Offered
11.2.4.3 Recent Developments
11.2.4.3.1 Product Launches
11.2.4.4 Analyst's View
11.2.4.4.1 Right to Win
11.2.4.4.2 Strategic Choices
11.2.4.4.3 Weaknesses and Competitive Threats
11.2.5 SAP
11.2.5.1 Business Overview
11.2.5.2 Products/Solutions/Services Offered
11.2.5.3 Recent Developments
11.2.5.3.1 Deals
11.2.5.4 Analyst's View
11.2.5.4.1 Right to Win
11.2.5.4.2 Strategic Choices
11.2.5.4.3 Weaknesses and Competitive Threats
11.2.6 Aws
11.2.6.1 Business Overview
11.2.6.2 Products/Solutions/Services Offered
11.2.6.3 Recent Developments
11.2.6.3.1 Product Launches
11.2.6.3.2 Deals
11.2.7 Sas Institute
11.2.7.1 Business Overview
11.2.7.2 Products/Solutions/Services Offered
11.2.7.3 Recent Developments
11.2.7.3.1 Product Launches
11.2.8 Fico
11.2.8.1 Business Overview
11.2.8.2 Products/Solutions/Services Offered
11.2.9 Meta
11.2.9.1 Business Overview
11.2.9.2 Products/Solutions/Services Offered
11.2.9.3 Recent Developments
11.2.9.3.1 Deals
11.2.10 Accenture
11.2.10.1 Business Overview
11.2.10.2 Products/Solutions/Services Offered
11.2.10.3 Recent Developments
11.2.10.3.1 Deals
11.3 Other Players
11.3.1 Onetrust
11.3.2 Qlik
11.3.3 H20.AI
11.3.4 Alteryx
11.3.5 Datarobot
11.3.6 Dataiku
11.3.7 Domino Data Labs
11.3.8 Sparkcognition
11.3.9 Collibra
11.3.10 Quest Software
11.4 Start-Ups/SMEs
11.4.1 Monitaur
11.4.1.1 Business Overview
11.4.1.2 Products/Solutions/Services Offered
11.4.1.3 Recent Developments
11.4.1.3.1 Deals
11.4.2 Fiddler AI
11.4.3 Untangle AI
11.4.4 2021.AI
11.4.5 Howso
11.4.6 Mind Foundry
11.4.7 Credo AI
11.4.8 Holistic AI
11.4.9 Fairly AI
11.4.10 Enzai
11.4.11 Validmind
11.4.12 Fairnow
11.4.13 Mona Labs
11.4.14 Arthur AI
11.4.15 Trustible
11.4.16 Atlan
11.4.17 Modelop
11.4.18 Neptune.AI
11.4.19 Patronus AI
11.4.20 Datatron
12 Adjacent and Related Markets
12.1 Introduction
12.2 AI Model Risk Management Market - Global Forecast to 2029
12.2.1 Market Definition
12.2.2 Market Overview
12.2.2.1 AI Model Risk Management Market, by Offering
12.2.2.2 AI Model Risk Management Market, by Risk Type
12.2.2.3 AI Model Risk Management Market, by Application
12.2.2.4 AI Model Risk Management Market, by Vertical
12.2.2.5 AI Model Risk Management Market, by Region
12.3 Artificial Intelligence (AI) Market - Global Forecast to 2030
12.3.1 Market Definition
12.3.2 Market Overview
12.3.2.1 Artificial Intelligence Market, by Offering
12.3.2.2 Artificial Intelligence Market, by Business Function
12.3.2.3 Artificial Intelligence Market, by Technology
12.3.2.4 Artificial Intelligence Market, by Vertical
12.3.2.5 Artificial Intelligence Market, by Region
13 Appendix
13.1 Discussion Guide
13.2 Knowledgestore: The Subscription Portal
13.3 Customization Options
List of Tables
Table 1 Detailed Segmentation of AI Governance Market
Table 2 United States Dollar Exchange Rate, 2019-2023
Table 3 List of Primary Interviews
Table 4 Factor Analysis
Table 5 Global AI Governance Market Size and Growth Rate, 2019-2023 (USD Million, Y-O-Y)
Table 6 Global AI Governance Market Size and Growth Rate, 2024-2029 (USD Million, Y-O-Y)
Table 7 Pricing Data of AI Governance Solutions, by Product Type
Table 8 Pricing Data of AI Governance Solutions, by Functionality
Table 9 AI Governance Market: Ecosystem
Table 10 Patents Filed, 2015-2024
Table 11 Top 20 Patent Owners in AI Governance Market, 2015-2024
Table 12 List of Few Patents in AI Governance Market, 2022-2024
Table 13 AI Governance Market: Detailed List of Conferences & Events, 2024-2025
Table 14 North America: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 15 Europe: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 16 Asia-Pacific: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 17 Middle East & Africa: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 18 Latin America: List of Regulatory Bodies, Government Agencies, and Other Organizations
Table 19 Porters’ Five Forces’ Impact on AI Governance Market
Table 20 Influence of Stakeholders on Buying Process for Top Three End-users
Table 21 Key Buying Criteria for Top Three End-users
Table 22 AI Governance Market, by Product Type, 2019-2023 (USD Million)
Table 23 AI Governance Market, by Product Type, 2024-2029 (USD Million)
Table 24 Data Privacy Tools: AI Governance Market, by Region, 2019-2023 (USD Million)
Table 25 Data Privacy Tools: AI Governance Market, by Region, 2024-2029 (USD Million)
Table 26 End-To-End AI Governance Platforms: AI Governance Market, by Region, 2019-2023 (USD Million)
Table 27 End-To-End AI Governance Platforms: AI Governance Market, by Region, 2024-2029 (USD Million)
Table 28 Data Governance Platforms: AI Governance Market, by Region, 2019-2023 (USD Million)
Table 29 Data Governance Platforms: AI Governance Market, by Region, 2024-2029 (USD Million)
Table 30 Mlops Tools: AI Governance Market, by Region, 2019-2023 (USD Million)
Table 31 Mlops Tools: AI Governance Market, by Region, 2024-2029 (USD Million)
Table 32 Model Development: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 33 Model Development: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 34 Model Deployment: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 35 Model Deployment: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 36 Model Monitoring: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 37 Model Monitoring: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 38 Llmops Tools: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 39 Llmops Tools: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 40 Responsible AI Toolkits: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 41 Responsible AI Toolkits: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 42 AI Governance Consulting Services: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 43 AI Governance Consulting Services: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 44 AI Governance as a Service: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 45 AI Governance as a Service: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 46 AI Governance Market, by Functionality, 2019-2023 (USD Million)
Table 47 AI Governance Market, by Functionality, 2024-2029 (USD Million)
Table 48 Model Lifecycle Management: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 49 Model Lifecycle Management: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 50 Automated Versioning: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 51 Automated Versioning: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 52 Model-In-Production Management: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 53 Model-In-Production Management: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 54 AI Inventory Management: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 55 AI Inventory Management: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 56 Model Divergence Detection: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 57 Model Divergence Detection: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 58 Risk Management & Compliance: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 59 Risk Management & Compliance: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 60 Model Risk Management: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 61 Model Risk Management: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 62 Regulatory Compliance: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 63 Regulatory Compliance: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 64 Risk Identification & Mitigation: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 65 Risk Identification & Mitigation: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 66 Third-Party Risk Evaluation: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 67 Third-Party Risk Evaluation: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 68 Monitoring & Auditing: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 69 Monitoring & Auditing: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 70 AI Model Monitoring: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 71 AI Model Monitoring: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 72 Drift & Bias Mitigation: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 73 Drift & Bias Mitigation: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 74 Anomaly Detection: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 75 Anomaly Detection: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 76 Performance Degradation Alerts: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 77 Performance Degradation Alerts: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 78 Transparency & Explainability: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 79 Transparency & Explainability: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 80 Model Prediction Explainability: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 81 Model Prediction Explainability: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 82 Model Transparency: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 83 Model Transparency: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 84 Model Documentation & Reporting: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 85 Model Documentation & Reporting: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 86 Data Governance: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 87 Data Governance: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 88 Data Lineage: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 89 Data Lineage: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 90 Data Discovery & Classification: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 91 Data Discovery & Classification: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 92 Data Provenance: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 93 Data Provenance: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 94 Ethics & Responsible AI: AI Governance Market, by Type, 2019-2023 (USD Thousand)
Table 95 Ethics & Responsible AI: AI Governance Market, by Type, 2024-2029 (USD Thousand)
Table 96 AI Policy Creation: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 97 AI Policy Creation: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 98 Policy Breach Alerts: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 99 Policy Breach Alerts: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 100 AI Ethics Management: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 101 AI Ethics Management: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 102 Adherence Validation: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 103 Adherence Validation: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 104 AI Registry: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 105 AI Registry AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 106 Other Functionality Types: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 107 Other Functionality Types: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 108 AI Governance Market, by End-user, 2019-2023 (USD Million)
Table 109 AI Governance Market, by End-user, 2024-2029 (USD Million)
Table 110 Bfsi: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 111 Bfsi: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 112 Banking: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 113 Banking: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 114 Financial Services: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 115 Financial Services: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 116 Insurance: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 117 Insurance: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 118 Telecommunications: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 119 Telecommunications: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 120 Government & Defense: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 121 Government & Defense: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 122 Healthcare & Life Sciences: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 123 Healthcare & Life Sciences: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 124 Manufacturing: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 125 Manufacturing: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 126 Retail & Consumer Goods: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 127 Retail & Consumer Goods: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 128 Software & Technology Providers: AI Governance Market, by Type, 2019-2023 (USD Million)
Table 129 Software & Technology Providers: AI Governance Market, by Type, 2024-2029 (USD Million)
Table 130 Software & Technology Providers: AI Governance Market, by Region, 2019-2023 (USD Million)
Table 131 Software & Technology Providers: AI Governance Market, by Region, 2024-2029 (USD Million)
Table 132 Cloud Hyperscalers: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 133 Cloud Hyperscalers: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 134 Foundation Model/Llm Providers: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 135 Foundation Model/Llm Providers: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 136 Data Annotators: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 137 Data Annotators: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 138 AI Training Dataset Providers: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 139 AI Training Dataset Providers: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 140 IT & IT-Enabled Service Providers: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 141 IT & IT-Enabled Service Providers: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 142 Automotive: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 143 Automotive: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 144 Media & Entertainment: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 145 Media & Entertainment: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 146 Other End-users: AI Governance Market, by Region, 2019-2023 (USD Thousand)
Table 147 Other End-users: AI Governance Market, by Region, 2024-2029 (USD Thousand)
Table 148 AI Governance Market, by Region, 2019-2023 (USD Million)
Table 149 AI Governance Market, by Region, 2024-2029 (USD Million)
Table 150 North America: AI Governance Market, by Product Type, 2019-2023 (USD Million)
Table 151 North America: AI Governance Market, by Product Type, 2024-2029 (USD Million)
Table 152 North America: AI Governance Market, by Functionality, 2019-2023 (USD Million)
Table 153 North America: AI Governance Market, by Functionality, 2024-2029 (USD Million)
Table 154 North America: AI Governance Market, by End-user, 2019-2023 (USD Million)
Table 155 North America: AI Governance Market, by End-user, 2024-2029 (USD Million)
Table 156 North America: AI Governance Market, by Country, 2019-2023 (USD Million)
Table 157 North America: AI Governance Market, by Country, 2024-2029 (USD Million)
Table 158 US: AI Governance Market, by Product Type, 2019-2023 (USD Million)
Table 159 US: AI Governance Market, by Product Type, 2024-2029 (USD Million)
Table 160 Canada: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 161 Canada: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 162 Europe: AI Governance Market, by Product Type, 2019-2023 (USD Million)
Table 163 Europe: AI Governance Market, by Product Type, 2024-2029 (USD Million)
Table 164 Europe: AI Governance Market, by Functionality, 2019-2023 (USD Million)
Table 165 Europe: AI Governance Market, by Functionality, 2024-2029 (USD Million)
Table 166 Europe: AI Governance Market, by End-user, 2019-2023 (USD Million)
Table 167 Europe: AI Governance Market, by End-user, 2024-2029 (USD Million)
Table 168 Europe: AI Governance Market, by Country, 2019-2023 (USD Million)
Table 169 Europe: AI Governance Market, by Country, 2024-2029 (USD Million)
Table 170 UK: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 171 UK: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 172 Germany: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 173 Germany: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 174 France: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 175 France: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 176 Italy: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 177 Italy: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 178 Spain: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 179 Spain: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 180 Netherlands: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 181 Netherlands: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 182 Rest of Europe: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 183 Rest of Europe: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 184 Asia-Pacific: AI Governance Market, by Product Type, 2019-2023 (USD Million)
Table 185 Asia-Pacific: AI Governance Market, by Product Type, 2024-2029 (USD Million)
Table 186 Asia-Pacific: AI Governance Market, by Functionality, 2019-2023 (USD Million)
Table 187 Asia-Pacific: AI Governance Market, by Functionality, 2024-2029 (USD Million)
Table 188 Asia-Pacific: AI Governance Market, by End-user, 2019-2023 (USD Million)
Table 189 Asia-Pacific: AI Governance Market, by End-user, 2024-2029 (USD Million)
Table 190 Asia-Pacific: AI Governance Market, by Country, 2019-2023 (USD Million)
Table 191 Asia-Pacific: AI Governance Market, by Country, 2024-2029 (USD Million)
Table 192 China: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 193 China: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 194 India: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 195 India: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 196 Japan: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 197 Japan: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 198 South Korea: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 199 South Korea: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 200 Singapore: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 201 Singapore: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 202 Australia: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 203 Australia: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 204 Rest of Asia-Pacific: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 205 Rest of Asia-Pacific: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 206 Middle East & Africa: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 207 Middle East & Africa: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 208 Middle East & Africa: AI Governance Market, by Functionality, 2019-2023 (USD Thousand)
Table 209 Middle East & Africa: AI Governance Market, by Functionality, 2024-2029 (USD Thousand)
Table 210 Middle East & Africa: AI Governance Market, by End-user, 2019-2023 (USD Thousand)
Table 211 Middle East & Africa: AI Governance Market, by End-user, 2024-2029 (USD Thousand)
Table 212 Middle East & Africa: AI Governance Market, by Country, 2019-2023 (USD Thousand)
Table 213 Middle East & Africa: AI Governance Market, by Country, 2024-2029 (USD Thousand)
Table 214 Saudi Arabia: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 215 Saudi Arabia: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 216 UAE: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 217 UAE: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 218 Qatar: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 219 Qatar: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 220 Turkey: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 221 Turkey: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 222 Rest of Middle East: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 223 Rest of Middle East: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 224 Africa: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 225 Africa: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 226 Latin America: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 227 Latin America: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 228 Latin America: AI Governance Market, by Functionality, 2019-2023 (USD Thousand)
Table 229 Latin America: AI Governance Market, by Functionality, 2024-2029 (USD Thousand)
Table 230 Latin America: AI Governance Market, by End-user, 2019-2023 (USD Thousand)
Table 231 Latin America: AI Governance Market, by End-user, 2024-2029 (USD Thousand)
Table 232 Latin America: AI Governance Market, by Country, 2019-2023 (USD Thousand)
Table 233 Latin America: AI Governance Market, by Country, 2024-2029 (USD Thousand)
Table 234 Brazil: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 235 Brazil: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 236 Mexico: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 237 Mexico: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 238 Argentina: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 239 Argentina: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 240 Rest of Latin America: AI Governance Market, by Product Type, 2019-2023 (USD Thousand)
Table 241 Rest of Latin America: AI Governance Market, by Product Type, 2024-2029 (USD Thousand)
Table 242 AI Governance Market: Degree of Competition
Table 243 Product Type Footprint (19 Companies)
Table 244 Functionality Footprint (19 Companies)
Table 245 End-user Footprint (19 Companies)
Table 246 Regional Footprint (19 Companies)
Table 247 AI Governance Market: Key Start-Ups/SMEs
Table 248 AI Governance Market: Competitive Benchmarking of Key Start-Ups/SMEs
Table 249 AI Governance Market: Product Launches, October 2023-September 2024
Table 250 AI Governance Market: Deals, October 2023-September 2024
Table 251 IBM: Company Overview
Table 252 IBM: Products/Solutions/Services Offered
Table 253 IBM: Product Launches
Table 254 IBM: Deals
Table 255 Microsoft: Company Overview
Table 256 Microsoft: Products/Solutions/Services Offered
Table 257 Microsoft: Product Launches
Table 258 Google: Company Overview
Table 259 Google: Products/Solutions/Services Offered
Table 260 Salesforce: Company Overview
Table 261 Salesforce: Products/Solutions/Services Offered
Table 262 Salesforce: Product Launches
Table 263 SAP: Company Overview
Table 264 SAP: Products/Solutions/Services Offered
Table 265 SAP: Deals
Table 266 Aws: Company Overview
Table 267 Aws: Products/Solutions/Services Offered
Table 268 Aws: Product Launches
Table 269 Aws: Deals
Table 270 Sas Institute: Company Overview
Table 271 Sas Institute: Products/Solutions/Services Offered
Table 272 Sas Institute: Product Launches
Table 273 Fico: Company Overview
Table 274 Fico: Products/Solutions/Services Offered
Table 275 Meta: Company Overview
Table 276 Meta: Products/Solutions/Services Offered
Table 277 Meta: Deals
Table 278 Accenture: Company Overview
Table 279 Accenture: Products/Solutions/Services Offered
Table 280 Accenture: Deals
Table 281 Monitaur: Business Overview
Table 282 Monitaur: Products/Solutions/Services Offered
Table 283 Monitaur: Product Launches
Table 284 Monitaur: Deals
Table 285 AI Model Risk Management Market, by Offering, 2019-2023 (USD Million)
Table 286 AI Model Risk Management Market, by Offering, 2024-2029 (USD Million)
Table 287 AI Model Risk Management Market, by Risk Type, 2019-2023 (USD Million)
Table 288 AI Model Risk Management Market, by Risk Type, 2024-2029 (USD Million)
Table 289 AI Model Risk Management Market, by Application, 2019-2023 (USD Million)
Table 290 AI Model Risk Management Market, by Application, 2024-2029 (USD Million)
Table 291 AI Model Risk Management Market, by Vertical, 2019-2023 (USD Million)
Table 292 AI Model Risk Management Market, by Vertical 2024-2029 (USD Million)
Table 293 AI Model Risk Management Market, by Region, 2019-2023 (USD Million)
Table 294 AI Model Risk Management Market, by Region, 2024-2029 (USD Million)
Table 295 Artificial Intelligence Market, by Offering, 2019-2023 (USD Billion)
Table 296 Artificial Intelligence Market, by Offering, 2024-2030 (USD Billion)
Table 297 Artificial Intelligence Market, by Business Function, 2019-2023 (USD Billion)
Table 298 Artificial Intelligence Market, by Business Function, 2024-2030 (USD Billion)
Table 299 Artificial Intelligence Market, by Technology, 2019-2023 (USD Billion)
Table 300 Artificial Intelligence Market, by Technology, 2024-2030 (USD Billion)
Table 301 Artificial Intelligence Market, by Vertical, 2019-2023 (USD Billion)
Table 302 Artificial Intelligence Market, by Vertical, 2024-2030 (USD Billion)
Table 303 Artificial Intelligence Market, by Region, 2019-2023 (USD Billion)
Table 304 Artificial Intelligence Market, by Region, 2024-2030 (USD Billion)
List of Figures
Figure 1 AI Governance Market: Research Design
Figure 2 Data Triangulation
Figure 3 AI Governance Market: Top-Down and Bottom-Up Approaches
Figure 4 Market Size Estimation Methodology - Approach 1, Bottom-Up (Supply-Side): Revenue from Product Types of AI Governance Market
Figure 5 Market Size Estimation Methodology- Approach 2, Bottom-Up (Supply-Side): Collective Revenue from All Product Types of AI Governance Market
Figure 6 Market Size Estimation Methodology-Approach 3, Bottom-Up (Supply-Side): Collective Revenue from All Product Types of AI Governance Market
Figure 7 Market Size Estimation Methodology-Approach 4, Bottom-Up (Demand-Side): Share of AI Governance Through Overall AI Spending
Figure 8 Mlops Tools Segment to Account for Highest CAGR During Forecast Period
Figure 9 Data Governance Segment to Account for Largest Market in 2024
Figure 10 Software & Technology Providers Segment to Account for Highest CAGR Segment During Forecast Period
Figure 11 Asia-Pacific to Register Highest Growth Rate During Forecast Period
Figure 12 Mounting Ethical Concerns and Regulatory Demands to Accelerate Explosive Market Growth
Figure 13 Risk Management & Compliance Segment to Account for Highest Growth Rate During Forecast Period
Figure 14 Data Governance Platforms and Bfsi Segments to Account for Largest Shareholders in North America in 2024
Figure 15 North America to Hold Largest Market Share in 2024
Figure 16 Drivers, Restraints, Opportunities, and Challenges: AI Governance Market
Figure 17 Trends/Disruptions Impacting Customer Business
Figure 18 AI Governance Market: Supply Chain Analysis
Figure 19 Key Players in AI Governance Market Ecosystem
Figure 20 Number of Patents Granted in Last 10 Years, 2015-2024
Figure 21 Top 10 Applicants in AI Governance Market, 2015-2024
Figure 22 Regional Analysis of Patents Granted, 2015-2024
Figure 23 AI Governance Market: Porter's Five Forces Analysis
Figure 24 Influence of Stakeholders on Buying Process for Top Three End-users
Figure 25 Key Buying Criteria for Top Three End-users
Figure 26 AI Governance Market: Investment Landscape and Funding Scenario, 2019-2023
Figure 27 Category-Wise Investments in AI Governance, 2019-2023
Figure 28 Funding Secured by Prominent AI Governance Start-Ups
Figure 29 Market Potential of Generative AI in Various AI Governance Use Cases
Figure 30 Framework for Organizational AI Governance Lifecycle
Figure 31 Evolution of AI Governance
Figure 32 Mlops Tools Segment to Grow at Highest CAGR During Forecast Period
Figure 33 Risk Management & Compliance Segment to Grow at Highest CAGR During Forecast Period
Figure 34 Software & Technology Providers Segment to Grow at Highest CAGR During Forecast Period
Figure 35 India to Account for Highest CAGR During Forecast Period
Figure 36 Asia-Pacific to Account for Highest CAGR During Forecast Period
Figure 37 North America: Market Snapshot
Figure 38 Asia-Pacific: Market Snapshot
Figure 39 Overview of Strategies Adopted by Key AI Governance Vendors
Figure 40 Top Five Public Players Dominating Market for Last Five Years
Figure 41 Share of Leading Companies in AI Governance Market, 2023
Figure 42 Product/Brand Comparison (1/2)
Figure 43 Product/Brand Comparison (2/2)
Figure 44 Company Valuation and Financial Metrics of Key Vendors
Figure 45 Year-To-Date (YTD) Price Total Return and 5-Year Stock Beta Of Key Vendors
Figure 46 AI Governance Market: Company Evaluation Matrix (Key Players), 2023
Figure 47 Company Footprint (19 Companies)
Figure 48 AI Governance Market: Company Evaluation Matrix (Start-Ups/SMEs), 2023
Figure 49 IBM: Company Snapshot
Figure 50 Microsoft: Company Snapshot
Figure 51 Google: Company Snapshot
Figure 52 Salesforce: Company Snapshot
Figure 53 SAP: Company Snapshot
Figure 54 Aws: Company Snapshot
Figure 55 Fico: Company Snapshot
Figure 56 Meta: Company Snapshot
Figure 57 Accenture: Company Snapshot

Companies Mentioned

  • IBM
  • Microsoft
  • Google
  • Salesforce
  • SAP
  • Aws
  • Sas Institute
  • Fico
  • Meta
  • Accenture
  • Onetrust
  • Qlik
  • H20.AI
  • Alteryx
  • Datarobot
  • Dataiku
  • Domino Data Labs
  • Sparkcognition
  • Collibra
  • Quest Software
  • Monitaur
  • Fiddler AI
  • Untangle AI
  • 2021.AI
  • Howso
  • Mind Foundry
  • Credo AI
  • Holistic AI
  • Fairly AI
  • Enzai
  • Validmind
  • Fairnow
  • Mona Labs
  • Arthur AI
  • Trustible
  • Atlan
  • Modelop
  • Neptune.AI
  • Patronus AI
  • Datatron

Methodology

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Table Information