조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2024년10월
AI Governance Market – Global Forecast to 2029
AI 거버넌스 시장 – 기능(모델 수명 주기 관리, 위험 및 규정 준수, 모니터링 및 감사, 윤리 및 책임 있는 AI), 제품 유형(엔드 투 엔드 AI 거버넌스 플랫폼, MLOps 및 LLMOps 도구, 데이터 프라이버시 도구) – 2029년까지 전 세계 예측
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 Overview
The AI governance market is projected to grow from USD 890.6 million in 2024 to USD 5,776.0 million in 2029, with a CAGR of 45.3% during 2024–2029.
AI 거버넌스 시장은 2024년 8억 9,060만 달러에서 2029년 57억 7,600만 달러로 성장했으며, 2024년에서 2029년까지 CAGR은 45.3%가 될 것으로 예상됩니다.
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 35
1.1 STUDY OBJECTIVES 35
1.2 MARKET DEFINITION 35
1.2.1 INCLUSIONS AND EXCLUSIONS 36
1.3 STUDY SCOPE 37
1.3.1 MARKET SEGMENTATION & REGIONS COVERED 37
1.4 YEARS CONSIDERED 40
1.5 CURRENCY CONSIDERED 40
1.6 STAKEHOLDERS 40
1.7 SUMMARY OF CHANGES 41
2 RESEARCH METHODOLOGY 42
2.1 RESEARCH DATA 42
2.1.1 SECONDARY DATA 43
2.1.2 PRIMARY DATA 43
2.1.2.1 Breakup of primary profiles 44
2.1.2.2 Key insights from industry experts 44
2.2 DATA TRIANGULATION 45
2.3 MARKET SIZE ESTIMATION 46
2.3.1 TOP-DOWN APPROACH 46
2.3.2 BOTTOM-UP APPROACH 47
2.4 MARKET FORECAST 51
2.5 RESEARCH ASSUMPTIONS 52
2.6 RESEARCH LIMITATIONS 53
3 EXECUTIVE SUMMARY 54
4 PREMIUM INSIGHTS 59
4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN AI GOVERNANCE MARKET 59
4.2 AI GOVERNANCE MARKET: TOP THREE FUNCTIONALITIES 59
4.3 NORTH AMERICAN AI GOVERNANCE MARKET: TOP THREE PRODUCT TYPES
AND END USERS 60
4.4 AI GOVERNANCE MARKET: BY REGION 60
5 MARKET OVERVIEW AND INDUSTRY TRENDS 61
5.1 INTRODUCTION 61
5.2 MARKET DYNAMICS 61
5.2.1 DRIVERS 62
5.2.1.1 Increasing regulatory compliance pressures driving organizations to adopt governance frameworks 62
5.2.1.2 Awareness of risk mitigation efforts prompting investments in
AI governance tools 63
5.2.1.3 Need for compliance, credibility, safety, and decision-making fuels adoption of governance solutions 63
5.2.1.4 Demand for trust and transparency 64
5.2.2 RESTRAINTS 64
5.2.2.1 Lack of harmonized global standards for AI governance 64
5.2.2.2 High costs of implementing AI governance frameworks 65
5.2.2.3 Complexity in monitoring and managing AI models post-deployment 65
5.2.3 OPPORTUNITIES 66
5.2.3.1 Growing demand for ethical AI creating opportunities in bias mitigation solutions 66
5.2.3.2 Integration with MLOps platforms 66
5.2.3.3 Rising adoption of AI by SMEs fueling demand for scalable governance solutions 67
5.2.3.4 Emerging regulatory frameworks open new market segments 67
5.2.4 CHALLENGES 68
5.2.4.1 Resistance to change in established workflows 68
5.2.4.2 Limited understanding of AI risks and governance needs 68
5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 69
5.4 PRICING ANALYSIS 70
5.4.1 PRICING DATA, BY PRODUCT TYPE 72
5.4.2 PRICING DATA, BY FUNCTIONALITY 73
5.5 SUPPLY CHAIN ANALYSIS 74
5.6 ECOSYSTEM 76
5.6.1 END-TO-END AI GOVERNANCE PLATFORM VENDORS 78
5.6.2 AI GOVERNANCE TOOLS PROVIDERS 79
5.6.3 TRANSPARENCY AND EXPLAINABILITY VENDORS 79
5.6.4 CLOUD HYPERSCALERS 79
5.6.5 MLOPS AND LLMOPS VENDORS 79
5.6.6 END USERS 80
5.6.7 DATA PRIVACY VENDORS 80
5.6.8 DATA GOVERNANCE AND CATALOG VENDORS 80
5.7 TECHNOLOGY ANALYSIS 80
5.7.1 KEY TECHNOLOGIES 81
5.7.1.1 Machine Learning (ML) 81
5.7.1.2 Explainable AI (XAI) 81
5.7.1.3 Federated Learning (FL) 81
5.7.1.4 Differential privacy 82
5.7.1.5 Automated model monitoring 82
5.7.2 COMPLEMENTARY TECHNOLOGIES 82
5.7.2.1 Cybersecurity 82
5.7.2.2 Data encryption 82
5.7.2.3 Identity & Access Management (IAM) 83
5.7.2.4 Data Quality Management (DQM) 83
5.7.2.5 Risk management systems 83
5.7.3 ADJACENT TECHNOLOGIES 84
5.7.3.1 Cloud computing 84
5.7.3.2 Blockchain 84
5.7.3.3 Natural Language Processing (NLP) 84
5.7.3.4 Edge computing 84
5.7.3.5 High-Performance Computing (HPC) 85
5.8 PATENT ANALYSIS 85
5.8.1 METHODOLOGY 85
5.8.2 PATENTS FILED, BY DOCUMENT TYPE 85
5.8.3 INNOVATION AND PATENT APPLICATIONS 86
5.8.3.1 Top 10 applicants in AI governance market 86
5.9 KEY CONFERENCES AND EVENTS (2024–2025) 92
5.10 REGULATORY LANDSCAPE 92
5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 93
5.10.2 REGULATIONS: AI GOVERNANCE 96
5.10.2.1 North America 96
5.10.2.1.1 Algorithmic Accountability Act (2019, reintroduced in 2022) (US) 96
5.10.2.1.2 Directive on Automated Decision-making (Canada) 97
5.10.2.2 Europe 97
5.10.2.2.1 UK AI Regulation White Paper 97
5.10.2.2.2 European Union (EU) – AI Act 97
5.10.2.2.3 Gesetz zur Regulierung Künstlicher Intelligenz
(AI Regulation Law) 97
5.10.2.2.4 Artificial Intelligence 4.0 (AI 4.0) Program 97
5.10.2.2.5 AI Strategy (2021), Data Protection Act 98
5.10.2.3 Asia Pacific 98
5.10.2.3.1 Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI) 98
5.10.2.3.2 New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines 98
5.10.2.3.3 Framework Act on Intelligent Informatization 98
5.10.2.3.4 AI Ethics Framework (Australia) & AI Strategy (New Zealand) 98
5.10.2.3.5 Model AI Governance Framework 98
5.10.2.3.6 Data Security Law (2021), AI Guidelines (China) 99
5.10.2.4 Middle East & Africa 99
5.10.2.4.1 Saudi Data & Artificial Intelligence Authority (SDAIA) Regulations 99
5.10.2.4.2 UAE National AI Strategy 2031 99
5.10.2.4.3 Qatar National AI Strategy 99
5.10.2.4.4 National Artificial Intelligence Strategy (2021–2025) 99
5.10.2.4.5 Egyptian Artificial Intelligence Strategy 99
5.10.2.4.6 Kuwait National Development Plan
(New Kuwait Vision 2035) 99
5.10.3 LATIN AMERICA 100
5.10.3.1.1 Brazilian General Data Protection Law (LGPD) 100
5.10.3.1.2 Federal Law on the Protection of Personal Data Held
by Private Parties 100
5.10.3.1.3 Argentina Personal Data Protection Law (PDPL) &
AI Ethics Framework 100
5.10.3.1.4 Chilean Data Protection Law & National AI Policy 100
5.10.3.1.5 Colombian Data Protection Law (Law 1581) &
AI Ethics Guidelines 101
5.10.3.1.6 Peruvian Personal Data Protection
Law & National AI Strategy 101
5.11 PORTER’S FIVE FORCES ANALYSIS 101
5.11.1 THREAT OF NEW ENTRANTS 102
5.11.2 THREAT OF SUBSTITUTES 102
5.11.3 BARGAINING POWER OF SUPPLIERS 102
5.11.4 BARGAINING POWER OF BUYERS 103
5.11.5 INTENSITY OF COMPETITIVE RIVALRY 103
5.12 KEY STAKEHOLDERS & BUYING CRITERIA 103
5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 103
5.12.2 BUYING CRITERIA 104
5.13 INVESTMENT LANDSCAPE AND FUNDING SCENARIO 105
5.14 IMPACT OF GENERATIVE AI ON AI GOVERNANCE MARKET 109
5.14.1 TOP USE CASES & MARKET POTENTIAL 109
5.14.1.1 Bias detection and mitigation 110
5.14.1.2 Automated compliance reporting 110
5.14.1.3 Policy generation and documentation 110
5.14.1.4 Dynamic risk assessment 110
5.14.1.5 Auditing model transparency 110
5.15 AI GOVERNANCE LIFECYCLE FRAMEWORK 111
5.15.1 ENVIRONMENTAL LAYER 111
5.15.2 ORGANIZATIONAL LAYER 112
5.15.3 AI SYSTEM LAYER 112
5.16 EVOLUTION OF AI GOVERNANCE 113
5.17 CASE STUDY ANALYSIS 114
5.17.1 BFSI 115
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 115
5.17.1.2 2021.AI collaborated with GF to create AI-derived model that could simulate fraud patterns among household insurance claims 115
5.17.2 SOFTWARE & TECHNOLOGY PROVIDERS 116
5.17.2.1 LinkGRC enhanced its GRC service offerings with 2021.AI’s AI-based solutions 116
5.17.2.2 Prometric championed Responsible AI in assessments with long-term partner 2021.AI 117
5.17.3 RETAIL & CONSUMER GOODS 117
5.17.3.1 Conjura reduced time to detect and resolve model drift from days to hours with Fiddler 117
6 AI GOVERNANCE MARKET, BY PRODUCT TYPE 118
6.1 INTRODUCTION 119
6.1.1 PRODUCT TYPES: AI GOVERNANCE MARKET DRIVERS 119
6.2 DATA PRIVACY TOOLS 121
6.2.1 NEED FOR DATA PRIVACY TOOLS TO GROW DUE TO INCREASED REGULATORY SCRUTINY AND RISING THREAT OF DATA BREACHES 121
6.3 END-TO-END AI GOVERNANCE PLATFORMS 122
6.3.1 DEMAND FOR END-TO-END AI GOVERNANCE PLATFORMS TO GROW TO
ALIGN AI WITH REGULATORY AND ETHICAL STANDARDS 122
6.4 DATA GOVERNANCE PLATFORMS 124
6.4.1 DATA GOVERNANCE PLATFORMS TO TRACK DATA QUALITY AND MITIGATE RISKS ASSOCIATED WITH AI BIASES 124
6.5 MLOPS TOOLS 125
6.5.1 REGULATORY COMPLIANCE AND ETHICAL CONCERNS AROUND AI GOVERNANCE TO PLAY CRITICAL ROLE IN GROWTH OF MLOPS TOOLS 125
6.5.1.1 Model development 126
6.5.1.2 Model deployment 127
6.5.1.3 Model monitoring 128
6.6 LLMOPS TOOLS 129
6.6.1 CONVERGENCE OF AI GOVERNANCE AND LLMOPS TO ENSURE BETTER MODEL PERFORMANCE TRACKING TO BOOST MARKET GROWTH 129
6.7 RESPONSIBLE AI TOOLKITS 130
6.7.1 NEED FOR ORGANIZATIONS TO BALANCE INNOVATION WITH GOVERNANCE TO DRIVE GROWTH OF RESPONSIBLE AI TOOLKITS 130
6.8 AI GOVERNANCE CONSULTING SERVICES 131
6.8.1 AI GOVERNANCE CONSULTING SERVICES TO OFFER CRITICAL EXPERTISE TO NAVIGATE COMPLEXITIES OF ETHICAL AI DEPLOYMENT 131
6.9 AI GOVERNANCE AS A SERVICE 133
6.9.1 AI GOVERNANCE AS A SERVICE PLATFORMS TO DETECT AND MITIGATE RISKS AND ENHANCE AI SYSTEM ACCOUNTABILITY 133
7 AI GOVERNANCE MARKET, BY FUNCTIONALITY 134
7.1 INTRODUCTION 135
7.1.1 FUNCTIONALITIES: AI GOVERNANCE MARKET DRIVERS 135
7.2 MODEL LIFECYCLE MANAGEMENT 137
7.2.1 MODEL LIFECYCLE MANAGEMENT TO MAINTAIN OPERATIONAL EFFICIENCY, ENSURE COMPLIANCE, AND ADDRESS ETHICAL CONCERNS SURROUNDING AI USAGE 137
7.2.2 AUTOMATED VERSIONING 138
7.2.3 MODEL-IN-PRODUCTION MANAGEMENT 139
7.2.4 AI INVENTORY MANAGEMENT 140
7.2.5 MODEL DIVERGENCE DETECTION 141
7.3 RISK MANAGEMENT & COMPLIANCE 142
7.3.1 EFFECTIVE COMPLIANCE FRAMEWORKS COMBINED WITH REGULAR AUDITS AND ETHICAL AI TRAINING TO MINIMIZE RISKS IN AI DEPLOYMENT 142
7.3.2 MODEL RISK MANAGEMENT 143
7.3.3 REGULATORY COMPLIANCE 144
7.3.4 RISK IDENTIFICATION & MITIGATION 145
7.3.5 THIRD-PARTY RISK EVALUATION 146
7.4 MONITORING & AUDITING 147
7.4.1 MONITORING AND AUDITING TO ENSURE TRANSPARENCY, ACCOUNTABILITY, AND COMPLIANCE IN DEPLOYMENT AND OPERATION OF AI SYSTEMS 147
7.4.2 AI MODEL MONITORING 148
7.4.3 DRIFT & BIAS MITIGATION 149
7.4.4 ANOMALY DETECTION 150
7.4.5 PERFORMANCE DEGRADATION ALERTS 151
7.5 TRANSPARENCY & EXPLAINABILITY 152
7.5.1 TRANSPARENCY & EXPLAINABILITY TO ENSURE ACCOUNTABILITY, ETHICAL INTEGRITY, AND USER TRUST 152
7.5.2 MODEL PREDICTION EXPLAINABILITY 153
7.5.3 MODEL TRANSPARENCY 154
7.5.4 MODEL DOCUMENTATION & REPORTING 155
7.6 DATA GOVERNANCE 156
7.6.1 DATA GOVERNANCE TO ENSURE AI TRAINING AND OPERATIONS DATA IS ACCURATE, COMPLETE, CONSISTENT, AND PROTECTED FROM BIASES OR MISUSE 156
7.6.2 DATA LINEAGE 157
7.6.3 DATA DISCOVERY & CLASSIFICATION 158
7.6.4 DATA PROVENANCE 159
7.7 ETHICS & RESPONSIBLE AI 160
7.7.1 ETHICAL AI TO EMPHASIZE FAIRNESS, TRANSPARENCY, AND ACCOUNTABILITY, AND MINIMIZE BIAS 160
7.7.2 AI POLICY CREATION 161
7.7.3 POLICY BREACH ALERTS 162
7.7.4 AI ETHICS MANAGEMENT 164
7.7.5 ADHERENCE VALIDATION 165
7.7.6 AI REGISTRY 166
7.8 OTHER FUNCTIONALITY TYPES 167
8 AI GOVERNANCE MARKET, BY END USER 168
8.1 INTRODUCTION 169
8.1.1 END USERS: AI GOVERNANCE MARKET DRIVERS 169
8.2 BFSI 171
8.2.1 FINANCIAL INSTITUTIONS TO LEVERAGE AI GOVERNANCE TOOLS TO ALIGN WITH NEW REGULATIONS, MITIGATE RISKS, AND ENHANCE TRANSPARENCY 171
8.2.2 BANKING 172
8.2.3 FINANCIAL SERVICES 173
8.2.4 INSURANCE 174
8.3 TELECOMMUNICATIONS 175
8.3.1 NEED TO ADDRESS GROWING USE OF AI IN MANAGING NETWORKS, CUSTOMER DATA, AND SERVICES TO DRIVE MARKET GROWTH 175
8.4 GOVERNMENT & DEFENSE 176
8.4.1 ADVANCEMENTS IN AI-DRIVEN CYBERSECURITY SYSTEMS TO HIGHLIGHT IMPORTANCE OF GOVERNANCE IN SAFEGUARDING NATIONAL SECURITY, ETHICS, AND COMPLIANCE 176
8.5 HEALTHCARE & LIFE SCIENCES 177
8.5.1 RISE OF AI-POWERED CLINICAL DECISION SUPPORT SYSTEMS AND RECOMMENDATIONS FOR DIAGNOSIS AND TREATMENT BASED ON VAST DATASETS TO PROPEL MARKET 177
8.6 MANUFACTURING 178
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 178
8.7 RETAIL & CONSUMER GOODS 180
8.7.1 NEED TO OPTIMIZE OPERATIONS, ENHANCE CUSTOMER EXPERIENCES,
AND STREAMLINE SUPPLY CHAINS TO ACCELERATE MARKET GROWTH 180
8.8 SOFTWARE & TECHNOLOGY PROVIDERS 181
8.8.1 SOFTWARE & TECHNOLOGY PROVIDERS TO RELY ON AI GOVERNANCE TO ENSURE MODELS AND AI SYSTEMS STAY COMPLIANT, ETHICAL, AND TRANSPARENT 181
8.8.2 CLOUD HYPERSCALERS 183
8.8.3 FOUNDATION MODEL/LLM PROVIDERS 184
8.8.4 DATA ANNOTATORS 185
8.8.5 AI TRAINING DATASET PROVIDERS 186
8.8.6 IT & IT-ENABLED SERVICE PROVIDERS 187
8.9 AUTOMOTIVE 188
8.9.1 AI ALGORITHMS TO IMPROVE ELECTRONIC VEHICLE PERFORMANCE WHILE ADHERING TO ENVIRONMENTAL REGULATIONS 188
8.10 MEDIA & ENTERTAINMENT 189
8.10.1 EMPHASIS ON TRANSPARENCY, INTELLECTUAL PROPERTY PROTECTION,
AND PRIVACY TO BOLSTER MARKET GROWTH 189
8.11 OTHER END USERS 190
9 AI GOVERNANCE MARKET, BY REGION 192
9.1 INTRODUCTION 193
9.2 NORTH AMERICA 195
9.2.1 NORTH AMERICA: AI GOVERNANCE MARKET DRIVERS 195
9.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK 195
9.2.3 US 200
9.2.3.1 Need to improve efficiency, decision-making, and robust governance frameworks to manage risks, ethical concerns, and compliance to drive market 200
9.2.4 CANADA 201
9.2.4.1 Increasing data security concerns, need for ethical AI practices, robust government support, and strategic investments to propel market 201
9.3 EUROPE 203
9.3.1 EUROPE: AI GOVERNANCE MARKET DRIVERS 203
9.3.2 EUROPE: MACROECONOMIC OUTLOOK 203
9.3.3 UK 207
9.3.3.1 Regulatory pressures, sector-specific needs, and advancements in
AI transparency tools to fuel market growth 207
9.3.4 GERMANY 209
9.3.4.1 Advancements coupled with strong regulatory push and
corporate accountability to boost demand for AI governance 209
9.3.5 FRANCE 210
9.3.5.1 Increasing demand for ethical AI solutions, regulatory compliance, and heightened awareness of risks to accelerate market growth 210
9.3.6 ITALY 212
9.3.6.1 Government investment in AI innovation and governance to prioritize responsible and transparent AI usage to boost market growth 212
9.3.7 SPAIN 213
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 213
9.3.8 NETHERLANDS 215
9.3.8.1 Government investment in AI infrastructure to strengthen local AI capabilities to boost demand for AI governance 215
9.3.9 REST OF EUROPE 216
9.4 ASIA PACIFIC 218
9.4.1 ASIA PACIFIC: AI GOVERNANCE MARKET DRIVERS 218
9.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK 218
9.4.3 CHINA 224
9.4.3.1 Advancements paired with China’s strategic goals to mitigate
AI risks to accelerate adoption of AI governance solutions 224
9.4.4 INDIA 225
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 225
9.4.5 JAPAN 227
9.4.5.1 Focus on technological innovation, government support, and increasing awareness of AI’s ethical and legal implications to bolster market growth 227
9.4.6 SOUTH KOREA 228
9.4.6.1 Investment in AI governance models to balance performance with cost efficiency to accelerate adoption of AI governance solutions 228
9.4.7 SINGAPORE 230
9.4.7.1 Introduction of Model AI Governance Framework combined with substantial investments in training programs for local professionals to boost market growth 230
9.4.8 AUSTRALIA 231
9.4.8.1 Rising adoption of AI technologies and establishment of
National Artificial Intelligence Centre (NAIC) to fuel market growth 231
9.4.9 REST OF ASIA PACIFIC 232
9.5 MIDDLE EAST & AFRICA 234
9.5.1 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET DRIVERS 234
9.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK 234
9.5.3 SAUDI ARABIA 238
9.5.3.1 Focus on becoming global leader in AI through its Vision 2030 initiative to bolster market growth 238
9.5.4 UAE 240
9.5.4.1 Focus on digital transformation and implementation of UAE
Artificial Intelligence Strategy 2031 to boost market growth 240
9.5.5 QATAR 241
9.5.5.1 Qatar’s commitment to leveraging AI for economic diversification aligning with its National Vision 2030 to enhance market growth 241
9.5.6 TURKEY 242
9.5.6.1 Implementation of National Artificial Intelligence Strategy to
foster demand for AI governance 242
9.5.7 REST OF MIDDLE EAST 243
9.5.8 AFRICA 245
9.5.8.1 Need for ethical AI deployment, transparency,
and regulatory oversight to foster adoption of AI governance 245
9.6 LATIN AMERICA 246
9.6.1 LATIN AMERICA: AI GOVERNANCE MARKET DRIVERS 246
9.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK 247
9.6.3 BRAZIL 251
9.6.3.1 Need for regulatory frameworks, ethical guidelines, governance mechanisms, and evolving data protection landscape to
boost market growth 251
9.6.4 MEXICO 252
9.6.4.1 Regulatory initiatives, technological advancements, and
increasing investment in AI technologies to augment market growth 252
9.6.5 ARGENTINA 253
9.6.5.1 Robust technological talent pool nurtured by universities
and research institutions to accelerate market growth 253
9.6.6 REST OF LATIN AMERICA 254
10 COMPETITIVE LANDSCAPE 256
10.1 OVERVIEW 256
10.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 256
10.3 REVENUE ANALYSIS 258
10.4 MARKET SHARE ANALYSIS 259
10.4.1 MARKET RANKING ANALYSIS 260
10.5 PRODUCT/BRAND COMPARISON 262
10.5.1 AMAZON SAGEMAKER (AWS) 262
10.5.2 DOMINO AI GOVERNANCE (DOMINO DATA LABS) 262
10.5.3 EXPLAINABLE AI (GOOGLE) 263
10.5.4 WATSONX.GOVERNANCE (IBM) 263
10.5.5 CREDO AI GOVERNANCE PLATFORM (CREDO AI) 263
10.5.6 GRACE LLM GOVERNANCE (2021.AI) 264
10.5.7 ARTHUR BENCH (ARTHUR AI) 264
10.5.8 PATRONUS AI SUITE (PATRONUS AI) 264
10.5.9 LLM MESH (DATAIKU) 265
10.5.10 GEN AI GOVERNANCE PLATFORM (PORTAL 26) 265
10.6 COMPANY VALUATION AND FINANCIAL METRICS 265
10.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023 266
10.7.1 STARS 266
10.7.2 EMERGING LEADERS 266
10.7.3 PERVASIVE PLAYERS 267
10.7.4 PARTICIPANTS 267
10.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023 268
10.7.5.1 Company footprint 268
10.7.5.2 Product type footprint 269
10.7.5.3 Functionality footprint 270
10.7.5.4 End-user footprint 271
10.7.5.5 Regional footprint 272
10.8 COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023 273
10.8.1 PROGRESSIVE COMPANIES 273
10.8.2 RESPONSIVE COMPANIES 273
10.8.3 DYNAMIC COMPANIES 273
10.8.4 STARTING BLOCKS 273
10.8.5 COMPETITIVE BENCHMARKING: START-UPS/SMES, 2023 275
10.8.5.1 Detailed list of key start-ups/SMEs 275
10.8.5.2 Competitive benchmarking of key start-ups/SMEs 277
10.9 COMPETITIVE SCENARIO AND TRENDS 278
10.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 278
10.9.2 DEALS 279
11 COMPANY PROFILES 281
11.1 INTRODUCTION 281
11.2 KEY PLAYERS 281
11.2.1 IBM 281
11.2.1.1 Business overview 281
11.2.1.2 Products/Solutions/Services offered 283
11.2.1.3 Recent developments 283
11.2.1.3.1 Product launches 283
11.2.1.3.2 Deals 284
11.2.1.4 MnM view 284
11.2.1.4.1 Right to win 284
11.2.1.4.2 Strategic choices 285
11.2.1.4.3 Weaknesses and competitive threats 285
11.2.2 MICROSOFT 286
11.2.2.1 Business overview 286
11.2.2.2 Products/Solutions/Services offered 287
11.2.2.3 Recent developments 288
11.2.2.3.1 Product launches 288
11.2.2.4 MnM view 288
11.2.2.4.1 Right to win 288
11.2.2.4.2 Strategic choices 288
11.2.2.4.3 Weaknesses and competitive threats 288
11.2.3 GOOGLE 289
11.2.3.1 Business overview 289
11.2.3.2 Products/Solutions/Services offered 290
11.2.3.3 MnM view 291
11.2.3.3.1 Right to win 291
11.2.3.3.2 Strategic choices 291
11.2.3.3.3 Weaknesses and competitive threats 291
11.2.4 SALESFORCE 292
11.2.4.1 Business overview 292
11.2.4.2 Products/Solutions/Services offered 293
11.2.4.3 Recent developments 294
11.2.4.3.1 Product launches 294
11.2.4.4 MnM view 294
11.2.4.4.1 Right to win 294
11.2.4.4.2 Strategic choices 294
11.2.4.4.3 Weaknesses and competitive threats 294
11.2.5 SAP 295
11.2.5.1 Business overview 295
11.2.5.2 Products/Solutions/Services offered 296
11.2.5.3 Recent developments 297
11.2.5.3.1 Deals 297
11.2.5.4 MnM view 297
11.2.5.4.1 Right to win 297
11.2.5.4.2 Strategic choices 297
11.2.5.4.3 Weaknesses and competitive threats 297
11.2.6 AWS 298
11.2.6.1 Business overview 298
11.2.6.2 Products/Solutions/Services offered 299
11.2.6.3 Recent developments 300
11.2.6.3.1 Product launches 300
11.2.6.3.2 Deals 300
11.2.7 SAS INSTITUTE 301
11.2.7.1 Business overview 301
11.2.7.2 Products/Solutions/Services offered 302
11.2.7.3 Recent developments 302
11.2.7.3.1 Product launches 302
11.2.8 FICO 303
11.2.8.1 Business overview 303
11.2.8.2 Products/Solutions/Services offered 304
11.2.9 META 305
11.2.9.1 Business overview 305
11.2.9.2 Products/Solutions/Services offered 306
11.2.9.3 Recent developments 307
11.2.9.3.1 Deals 307
11.2.10 ACCENTURE 308
11.2.10.1 Business overview 308
11.2.10.2 Products/Solutions/Services offered 309
11.2.10.3 Recent developments 310
11.2.10.3.1 Deals 310
11.3 OTHER PLAYERS 311
11.3.1 ONETRUST 311
11.3.2 QLIK 312
11.3.3 H20.AI 313
11.3.4 ALTERYX 313
11.3.5 DATAROBOT 314
11.3.6 DATAIKU 315
11.3.7 DOMINO DATA LABS 316
11.3.8 SPARKCOGNITION 316
11.3.9 COLLIBRA 317
11.3.10 QUEST SOFTWARE 317
11.4 START-UPS/SMES 318
11.4.1 MONITAUR 318
11.4.1.1 Business overview 318
11.4.1.2 Products/Solutions/Services offered 319
11.4.1.3 Recent developments 319
11.4.1.3.1 Deals 319
11.4.2 FIDDLER AI 320
11.4.3 UNTANGLE AI 320
11.4.4 2021.AI 321
11.4.5 HOWSO 321
11.4.6 MIND FOUNDRY 322
11.4.7 CREDO AI 323
11.4.8 HOLISTIC AI 324
11.4.9 FAIRLY AI 324
11.4.10 ENZAI 325
11.4.11 VALIDMIND 326
11.4.12 FAIRNOW 327
11.4.13 MONA LABS 327
11.4.14 ARTHUR AI 328
11.4.15 TRUSTIBLE 329
11.4.16 ATLAN 330
11.4.17 MODELOP 331
11.4.18 NEPTUNE.AI 331
11.4.19 PATRONUS AI 332
11.4.20 DATATRON 332
12 ADJACENT AND RELATED MARKETS 333
12.1 INTRODUCTION 333
12.2 AI MODEL RISK MANAGEMENT MARKET – GLOBAL FORECAST TO 2029 333
12.2.1 MARKET DEFINITION 333
12.2.2 MARKET OVERVIEW 334
12.2.2.1 AI model risk management market, by offering 335
12.2.2.2 AI model risk management market, by risk type 335
12.2.2.3 AI model risk management market, by application 336
12.2.2.4 AI model risk management market, by vertical 337
12.2.2.5 AI model risk management market, by region 338
12.3 ARTIFICIAL INTELLIGENCE (AI) MARKET – GLOBAL FORECAST TO 2030 339
12.3.1 MARKET DEFINITION 339
12.3.2 MARKET OVERVIEW 339
12.3.2.1 Artificial intelligence market, by offering 340
12.3.2.2 Artificial intelligence market, by business function 341
12.3.2.3 Artificial intelligence market, by technology 342
12.3.2.4 Artificial intelligence market, by vertical 343
12.3.2.5 Artificial intelligence market, by region 345
13 APPENDIX 347
13.1 DISCUSSION GUIDE 347
13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 353
13.3 CUSTOMIZATION OPTIONS 355
13.4 RELATED REPORTS 355
13.5 AUTHOR DETAILS 356
LIST OF TABLES
TABLE 1 DETAILED SEGMENTATION OF AI GOVERNANCE MARKET 38
TABLE 2 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2023 40
TABLE 3 LIST OF PRIMARY INTERVIEWS 43
TABLE 4 FACTOR ANALYSIS 51
TABLE 5 GLOBAL AI GOVERNANCE MARKET SIZE AND GROWTH RATE,
2019–2023 (USD MILLION, Y-O-Y) 56
TABLE 6 GLOBAL AI GOVERNANCE MARKET SIZE AND GROWTH RATE,
2024–2029 (USD MILLION, Y-O-Y) 56
TABLE 7 PRICING DATA OF AI GOVERNANCE SOLUTIONS, BY PRODUCT TYPE 72
TABLE 8 PRICING DATA OF AI GOVERNANCE SOLUTIONS, BY FUNCTIONALITY 73
TABLE 9 AI GOVERNANCE MARKET: ECOSYSTEM 76
TABLE 10 PATENTS FILED, 2015–2024 85
TABLE 11 TOP 20 PATENT OWNERS IN AI GOVERNANCE MARKET, 2015–2024 87
TABLE 12 LIST OF FEW PATENTS IN AI GOVERNANCE MARKET, 2022–2024 87
TABLE 13 AI GOVERNANCE MARKET: DETAILED LIST OF CONFERENCES & EVENTS,
2024–2025 92
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 93
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 94
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 95
TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 95
TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 96
TABLE 19 PORTERS’ FIVE FORCES’ IMPACT ON AI GOVERNANCE MARKET 101
TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS 103
TABLE 21 KEY BUYING CRITERIA FOR TOP THREE END USERS 104
TABLE 22 AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD MILLION) 120
TABLE 23 AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD MILLION) 121
TABLE 24 DATA PRIVACY TOOLS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD MILLION) 122
TABLE 25 DATA PRIVACY TOOLS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD MILLION) 122
TABLE 26 END-TO-END AI GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION) 123
TABLE 27 END-TO-END AI GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION) 123
TABLE 28 DATA GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD MILLION) 124
TABLE 29 DATA GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD MILLION) 124
TABLE 30 MLOPS TOOLS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION) 125
TABLE 31 MLOPS TOOLS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION) 125
TABLE 32 MODEL DEVELOPMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 126
TABLE 33 MODEL DEVELOPMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 126
TABLE 34 MODEL DEPLOYMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 127
TABLE 35 MODEL DEPLOYMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 127
TABLE 36 MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 128
TABLE 37 MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 128
TABLE 38 LLMOPS TOOLS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 129
TABLE 39 LLMOPS TOOLS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 130
TABLE 40 RESPONSIBLE AI TOOLKITS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 131
TABLE 41 RESPONSIBLE AI TOOLKITS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 131
TABLE 42 AI GOVERNANCE CONSULTING SERVICES: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 132
TABLE 43 AI GOVERNANCE CONSULTING SERVICES: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 132
TABLE 44 AI GOVERNANCE AS A SERVICE: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 133
TABLE 45 AI GOVERNANCE AS A SERVICE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 133
TABLE 46 AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2019–2023 (USD MILLION) 136
TABLE 47 AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2024–2029 (USD MILLION) 137
TABLE 48 MODEL LIFECYCLE MANAGEMENT: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD MILLION) 138
TABLE 49 MODEL LIFECYCLE MANAGEMENT: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD MILLION) 138
TABLE 50 AUTOMATED VERSIONING: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 139
TABLE 51 AUTOMATED VERSIONING: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 139
TABLE 52 MODEL-IN-PRODUCTION MANAGEMENT: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 140
TABLE 53 MODEL-IN-PRODUCTION MANAGEMENT: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 140
TABLE 54 AI INVENTORY MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 141
TABLE 55 AI INVENTORY MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 141
TABLE 56 MODEL DIVERGENCE DETECTION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 142
TABLE 57 MODEL DIVERGENCE DETECTION: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 142
TABLE 58 RISK MANAGEMENT & COMPLIANCE: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD MILLION) 143
TABLE 59 RISK MANAGEMENT & COMPLIANCE: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD MILLION) 143
TABLE 60 MODEL RISK MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 144
TABLE 61 MODEL RISK MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 144
TABLE 62 REGULATORY COMPLIANCE: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 145
TABLE 63 REGULATORY COMPLIANCE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 145
TABLE 64 RISK IDENTIFICATION & MITIGATION: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 146
TABLE 65 RISK IDENTIFICATION & MITIGATION: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 146
TABLE 66 THIRD-PARTY RISK EVALUATION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 147
TABLE 67 THIRD-PARTY RISK EVALUATION: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 147
TABLE 68 MONITORING & AUDITING: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD MILLION) 148
TABLE 69 MONITORING & AUDITING: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD MILLION) 148
TABLE 70 AI MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 149
TABLE 71 AI MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 149
TABLE 72 DRIFT & BIAS MITIGATION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 150
TABLE 73 DRIFT & BIAS MITIGATION: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 150
TABLE 74 ANOMALY DETECTION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 151
TABLE 75 ANOMALY DETECTION: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 151
TABLE 76 PERFORMANCE DEGRADATION ALERTS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 152
TABLE 77 PERFORMANCE DEGRADATION ALERTS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 152
TABLE 78 TRANSPARENCY & EXPLAINABILITY: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD MILLION) 153
TABLE 79 TRANSPARENCY & EXPLAINABILITY: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD MILLION) 153
TABLE 80 MODEL PREDICTION EXPLAINABILITY: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 154
TABLE 81 MODEL PREDICTION EXPLAINABILITY: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 154
TABLE 82 MODEL TRANSPARENCY: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 155
TABLE 83 MODEL TRANSPARENCY: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 155
TABLE 84 MODEL DOCUMENTATION & REPORTING: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 156
TABLE 85 MODEL DOCUMENTATION & REPORTING: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 156
TABLE 86 DATA GOVERNANCE: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD MILLION) 157
TABLE 87 DATA GOVERNANCE: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD MILLION) 157
TABLE 88 DATA LINEAGE: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 158
TABLE 89 DATA LINEAGE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 158
TABLE 90 DATA DISCOVERY & CLASSIFICATION: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 159
TABLE 91 DATA DISCOVERY & CLASSIFICATION: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 159
TABLE 92 DATA PROVENANCE: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 160
TABLE 93 DATA PROVENANCE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 160
TABLE 94 ETHICS & RESPONSIBLE AI: AI GOVERNANCE MARKET, BY TYPE,
2019–2023 (USD THOUSAND) 161
TABLE 95 ETHICS & RESPONSIBLE AI: AI GOVERNANCE MARKET, BY TYPE,
2024–2029 (USD THOUSAND) 161
TABLE 96 AI POLICY CREATION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 162
TABLE 97 AI POLICY CREATION: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 162
TABLE 98 POLICY BREACH ALERTS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 163
TABLE 99 POLICY BREACH ALERTS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 163
TABLE 100 AI ETHICS MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 164
TABLE 101 AI ETHICS MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 164
TABLE 102 ADHERENCE VALIDATION: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 165
TABLE 103 ADHERENCE VALIDATION: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 165
TABLE 104 AI REGISTRY: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 166
TABLE 105 AI REGISTRY AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 166
TABLE 106 OTHER FUNCTIONALITY TYPES: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 167
TABLE 107 OTHER FUNCTIONALITY TYPES: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 167
TABLE 108 AI GOVERNANCE MARKET, BY END USER, 2019–2023 (USD MILLION) 170
TABLE 109 AI GOVERNANCE MARKET, BY END USER, 2024–2029 (USD MILLION) 170
TABLE 110 BFSI: AI GOVERNANCE MARKET, BY TYPE, 2019–2023 (USD MILLION) 171
TABLE 111 BFSI: AI GOVERNANCE MARKET, BY TYPE, 2024–2029 (USD MILLION) 171
TABLE 112 BANKING: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 172
TABLE 113 BANKING: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 172
TABLE 114 FINANCIAL SERVICES: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 173
TABLE 115 FINANCIAL SERVICES: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 173
TABLE 116 INSURANCE: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 174
TABLE 117 INSURANCE: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 174
TABLE 118 TELECOMMUNICATIONS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 175
TABLE 119 TELECOMMUNICATIONS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 176
TABLE 120 GOVERNMENT & DEFENSE: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 177
TABLE 121 GOVERNMENT & DEFENSE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 177
TABLE 122 HEALTHCARE & LIFE SCIENCES: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 178
TABLE 123 HEALTHCARE & LIFE SCIENCES: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 178
TABLE 124 MANUFACTURING: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 179
TABLE 125 MANUFACTURING: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 179
TABLE 126 RETAIL & CONSUMER GOODS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 180
TABLE 127 RETAIL & CONSUMER GOODS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 181
TABLE 128 SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY TYPE, 2019–2023 (USD MILLION) 182
TABLE 129 SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY TYPE, 2024–2029 (USD MILLION) 182
TABLE 130 SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION) 182
TABLE 131 SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION) 183
TABLE 132 CLOUD HYPERSCALERS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 183
TABLE 133 CLOUD HYPERSCALERS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 184
TABLE 134 FOUNDATION MODEL/LLM PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 184
TABLE 135 FOUNDATION MODEL/LLM PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 185
TABLE 136 DATA ANNOTATORS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 185
TABLE 137 DATA ANNOTATORS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 186
TABLE 138 AI TRAINING DATASET PROVIDERS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 186
TABLE 139 AI TRAINING DATASET PROVIDERS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 187
TABLE 140 IT & IT-ENABLED SERVICE PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND) 187
TABLE 141 IT & IT-ENABLED SERVICE PROVIDERS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND) 188
TABLE 142 AUTOMOTIVE: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 189
TABLE 143 AUTOMOTIVE: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 189
TABLE 144 MEDIA & ENTERTAINMENT: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 190
TABLE 145 MEDIA & ENTERTAINMENT: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 190
TABLE 146 OTHER END USERS: AI GOVERNANCE MARKET, BY REGION,
2019–2023 (USD THOUSAND) 191
TABLE 147 OTHER END USERS: AI GOVERNANCE MARKET, BY REGION,
2024–2029 (USD THOUSAND) 191
TABLE 148 AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION) 194
TABLE 149 AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION) 194
TABLE 150 NORTH AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD MILLION) 197
TABLE 151 NORTH AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD MILLION) 197
TABLE 152 NORTH AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2019–2023 (USD MILLION) 198
TABLE 153 NORTH AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2024–2029 (USD MILLION) 198
TABLE 154 NORTH AMERICA: AI GOVERNANCE MARKET, BY END USER,
2019–2023 (USD MILLION) 199
TABLE 155 NORTH AMERICA: AI GOVERNANCE MARKET, BY END USER,
2024–2029 (USD MILLION) 199
TABLE 156 NORTH AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,
2019–2023 (USD MILLION) 200
TABLE 157 NORTH AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,
2024–2029 (USD MILLION) 200
TABLE 158 US: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD MILLION) 201
TABLE 159 US: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD MILLION) 201
TABLE 160 CANADA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 202
TABLE 161 CANADA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 202
TABLE 162 EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD MILLION) 204
TABLE 163 EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD MILLION) 204
TABLE 164 EUROPE: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2019–2023 (USD MILLION) 205
TABLE 165 EUROPE: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2024–2029 (USD MILLION) 205
TABLE 166 EUROPE: AI GOVERNANCE MARKET, BY END USER, 2019–2023 (USD MILLION) 206
TABLE 167 EUROPE: AI GOVERNANCE MARKET, BY END USER, 2024–2029 (USD MILLION) 206
TABLE 168 EUROPE: AI GOVERNANCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 207
TABLE 169 EUROPE: AI GOVERNANCE MARKET, BY COUNTRY, 2024–2029 (USD MILLION) 207
TABLE 170 UK: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD THOUSAND) 208
TABLE 171 UK: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD THOUSAND) 208
TABLE 172 GERMANY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 209
TABLE 173 GERMANY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 210
TABLE 174 FRANCE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 211
TABLE 175 FRANCE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 211
TABLE 176 ITALY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 212
TABLE 177 ITALY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 213
TABLE 178 SPAIN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 214
TABLE 179 SPAIN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 214
TABLE 180 NETHERLANDS: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 215
TABLE 181 NETHERLANDS: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 216
TABLE 182 REST OF EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 217
TABLE 183 REST OF EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 217
TABLE 184 ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD MILLION) 220
TABLE 185 ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD MILLION) 220
TABLE 186 ASIA PACIFIC: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2019–2023 (USD MILLION) 221
TABLE 187 ASIA PACIFIC: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2024–2029 (USD MILLION) 221
TABLE 188 ASIA PACIFIC: AI GOVERNANCE MARKET, BY END USER,
2019–2023 (USD MILLION) 222
TABLE 189 ASIA PACIFIC: AI GOVERNANCE MARKET, BY END USER,
2024–2029 (USD MILLION) 222
TABLE 190 ASIA PACIFIC: AI GOVERNANCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 223
TABLE 191 ASIA PACIFIC: AI GOVERNANCE MARKET, BY COUNTRY, 2024–2029 (USD MILLION) 223
TABLE 192 CHINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 224
TABLE 193 CHINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 225
TABLE 194 INDIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 226
TABLE 195 INDIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 226
TABLE 196 JAPAN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 227
TABLE 197 JAPAN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 228
TABLE 198 SOUTH KOREA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 229
TABLE 199 SOUTH KOREA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 229
TABLE 200 SINGAPORE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 230
TABLE 201 SINGAPORE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 231
TABLE 202 AUSTRALIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 232
TABLE 203 AUSTRALIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 232
TABLE 204 REST OF ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 233
TABLE 205 REST OF ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 233
TABLE 206 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 235
TABLE 207 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 235
TABLE 208 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2019–2023 (USD THOUSAND) 236
TABLE 209 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2024–2029 (USD THOUSAND) 236
TABLE 210 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY END USER,
2019–2023 (USD THOUSAND) 237
TABLE 211 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY END USER,
2024–2029 (USD THOUSAND) 237
TABLE 212 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY COUNTRY,
2019–2023 (USD THOUSAND) 238
TABLE 213 MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY COUNTRY,
2024–2029 (USD THOUSAND) 238
TABLE 214 SAUDI ARABIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 239
TABLE 215 SAUDI ARABIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 239
TABLE 216 UAE: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD THOUSAND) 240
TABLE 217 UAE: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD THOUSAND) 240
TABLE 218 QATAR: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 241
TABLE 219 QATAR: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 242
TABLE 220 TURKEY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 243
TABLE 221 TURKEY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 243
TABLE 222 REST OF MIDDLE EAST: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 244
TABLE 223 REST OF MIDDLE EAST: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 244
TABLE 224 AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 245
TABLE 225 AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 246
TABLE 226 LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 247
TABLE 227 LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 248
TABLE 228 LATIN AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2019–2023 (USD THOUSAND) 248
TABLE 229 LATIN AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,
2024–2029 (USD THOUSAND) 249
TABLE 230 LATIN AMERICA: AI GOVERNANCE MARKET, BY END USER,
2019–2023 (USD THOUSAND) 249
TABLE 231 LATIN AMERICA: AI GOVERNANCE MARKET, BY END USER,
2024–2029 (USD THOUSAND) 250
TABLE 232 LATIN AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,
2019–2023 (USD THOUSAND) 250
TABLE 233 LATIN AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,
2024–2029 (USD THOUSAND) 250
TABLE 234 BRAZIL: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 251
TABLE 235 BRAZIL: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 252
TABLE 236 MEXICO: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 253
TABLE 237 MEXICO: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 253
TABLE 238 ARGENTINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 254
TABLE 239 ARGENTINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 254
TABLE 240 REST OF LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2019–2023 (USD THOUSAND) 255
TABLE 241 REST OF LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,
2024–2029 (USD THOUSAND) 255
TABLE 242 AI GOVERNANCE MARKET: DEGREE OF COMPETITION 260
TABLE 243 PRODUCT TYPE FOOTPRINT (19 COMPANIES) 269
TABLE 244 FUNCTIONALITY FOOTPRINT (19 COMPANIES) 270
TABLE 245 END-USER FOOTPRINT (19 COMPANIES) 271
TABLE 246 REGIONAL FOOTPRINT (19 COMPANIES) 272
TABLE 247 AI GOVERNANCE MARKET: KEY START-UPS/SMES 275
TABLE 248 AI GOVERNANCE MARKET: COMPETITIVE BENCHMARKING OF
KEY START-UPS/SMES 277
TABLE 249 AI GOVERNANCE MARKET: PRODUCT LAUNCHES,
OCTOBER 2023–SEPTEMBER 2024 278
TABLE 250 AI GOVERNANCE MARKET: DEALS, OCTOBER 2023–SEPTEMBER 2024 279
TABLE 251 IBM: COMPANY OVERVIEW 282
TABLE 252 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 283
TABLE 253 IBM: PRODUCT LAUNCHES 283
TABLE 254 IBM: DEALS 284
TABLE 255 MICROSOFT: COMPANY OVERVIEW 286
TABLE 256 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 287
TABLE 257 MICROSOFT: PRODUCT LAUNCHES 288
TABLE 258 GOOGLE: COMPANY OVERVIEW 289
TABLE 259 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 290
TABLE 260 SALESFORCE: COMPANY OVERVIEW 292
TABLE 261 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 293
TABLE 262 SALESFORCE: PRODUCT LAUNCHES 294
TABLE 263 SAP: COMPANY OVERVIEW 295
TABLE 264 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 296
TABLE 265 SAP: DEALS 297
TABLE 266 AWS: COMPANY OVERVIEW 298
TABLE 267 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 299
TABLE 268 AWS: PRODUCT LAUNCHES 300
TABLE 269 AWS: DEALS 300
TABLE 270 SAS INSTITUTE: COMPANY OVERVIEW 301
TABLE 271 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 302
TABLE 272 SAS INSTITUTE: PRODUCT LAUNCHES 302
TABLE 273 FICO: COMPANY OVERVIEW 303
TABLE 274 FICO: PRODUCTS/SOLUTIONS/SERVICES OFFERED 304
TABLE 275 META: COMPANY OVERVIEW 305
TABLE 276 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 306
TABLE 277 META: DEALS 307
TABLE 278 ACCENTURE: COMPANY OVERVIEW 308
TABLE 279 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 309
TABLE 280 ACCENTURE: DEALS 310
TABLE 281 MONITAUR: BUSINESS OVERVIEW 318
TABLE 282 MONITAUR: PRODUCTS/SOLUTIONS/SERVICES OFFERED 319
TABLE 283 MONITAUR: PRODUCT LAUNCHES 319
TABLE 284 MONITAUR: DEALS 319
TABLE 285 AI MODEL RISK MANAGEMENT MARKET, BY OFFERING,
2019–2023 (USD MILLION) 335
TABLE 286 AI MODEL RISK MANAGEMENT MARKET, BY OFFERING,
2024–2029 (USD MILLION) 335
TABLE 287 AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE,
2019–2023 (USD MILLION) 336
TABLE 288 AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE,
2024–2029 (USD MILLION) 336
TABLE 289 AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION,
2019–2023 (USD MILLION) 336
TABLE 290 AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION,
2024–2029 (USD MILLION) 337
TABLE 291 AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 337
TABLE 292 AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL 2024–2029 (USD MILLION) 338
TABLE 293 AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019–2023 (USD MILLION) 338
TABLE 294 AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024–2029 (USD MILLION) 339
TABLE 295 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION) 341
TABLE 296 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION) 341
TABLE 297 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2019–2023 (USD BILLION) 342
TABLE 298 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2024–2030 (USD BILLION) 342
TABLE 299 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION) 343
TABLE 300 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION) 343
TABLE 301 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION) 344
TABLE 302 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION) 345
TABLE 303 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION) 346
TABLE 304 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION) 346
LIST OF FIGURES
FIGURE 1 AI GOVERNANCE MARKET: RESEARCH DESIGN 42
FIGURE 2 DATA TRIANGULATION 45
FIGURE 3 AI GOVERNANCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 46
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1, BOTTOM-UP
(SUPPLY-SIDE): REVENUE FROM PRODUCT TYPES OF AI GOVERNANCE MARKET 47
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP
(SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF AI GOVERNANCE MARKET 48
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP
(SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF
AI GOVERNANCE MARKET 49
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP
(DEMAND-SIDE): SHARE OF AI GOVERNANCE THROUGH OVERALL AI SPENDING 50
FIGURE 8 MLOPS TOOLS SEGMENT TO ACCOUNT FOR HIGHEST CAGR
DURING FORECAST PERIOD 57
FIGURE 9 DATA GOVERNANCE SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024 57
FIGURE 10 SOFTWARE & TECHNOLOGY PROVIDERS SEGMENT TO ACCOUNT FOR
HIGHEST CAGR SEGMENT DURING FORECAST PERIOD 58
FIGURE 11 ASIA PACIFIC TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD 58
FIGURE 12 MOUNTING ETHICAL CONCERNS AND REGULATORY DEMANDS TO
ACCELERATE EXPLOSIVE MARKET GROWTH 59
FIGURE 13 RISK MANAGEMENT & COMPLIANCE SEGMENT TO ACCOUNT FOR
HIGHEST GROWTH RATE DURING FORECAST PERIOD 59
FIGURE 14 DATA GOVERNANCE PLATFORMS AND BFSI SEGMENTS TO ACCOUNT FOR
LARGEST SHAREHOLDERS IN NORTH AMERICA IN 2024 60
FIGURE 15 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024 60
FIGURE 16 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:
AI GOVERNANCE MARKET 62
FIGURE 17 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 70
FIGURE 18 AI GOVERNANCE MARKET: SUPPLY CHAIN ANALYSIS 74
FIGURE 19 KEY PLAYERS IN AI GOVERNANCE MARKET ECOSYSTEM 78
FIGURE 20 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2015–2024 86
FIGURE 21 TOP 10 APPLICANTS IN AI GOVERNANCE MARKET, 2015–2024 86
FIGURE 22 REGIONAL ANALYSIS OF PATENTS GRANTED, 2015–2024 91
FIGURE 23 AI GOVERNANCE MARKET: PORTER’S FIVE FORCES ANALYSIS 102
FIGURE 24 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS 103
FIGURE 25 KEY BUYING CRITERIA FOR TOP THREE END USERS 104
FIGURE 26 AI GOVERNANCE MARKET: INVESTMENT LANDSCAPE AND
FUNDING SCENARIO, 2019–2023 105
FIGURE 27 CATEGORY-WISE INVESTMENTS IN AI GOVERNANCE, 2019–2023 106
FIGURE 28 FUNDING SECURED BY PROMINENT AI GOVERNANCE START-UPS 107
FIGURE 29 MARKET POTENTIAL OF GENERATIVE AI IN VARIOUS AI GOVERNANCE USE CASES 109
FIGURE 30 FRAMEWORK FOR ORGANIZATIONAL AI GOVERNANCE LIFECYCLE 111
FIGURE 31 EVOLUTION OF AI GOVERNANCE 113
FIGURE 32 MLOPS TOOLS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 120
FIGURE 33 RISK MANAGEMENT & COMPLIANCE SEGMENT TO GROW AT
HIGHEST CAGR DURING FORECAST PERIOD 136
FIGURE 34 SOFTWARE & TECHNOLOGY PROVIDERS SEGMENT TO GROW AT
HIGHEST CAGR DURING FORECAST PERIOD 169
FIGURE 35 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 193
FIGURE 36 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 194
FIGURE 37 NORTH AMERICA: MARKET SNAPSHOT 196
FIGURE 38 ASIA PACIFIC: MARKET SNAPSHOT 219
FIGURE 39 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI GOVERNANCE VENDORS 257
FIGURE 40 TOP FIVE PUBLIC PLAYERS DOMINATING MARKET FOR LAST FIVE YEARS 258
FIGURE 41 SHARE OF LEADING COMPANIES IN AI GOVERNANCE MARKET, 2023 259
FIGURE 42 PRODUCT/BRAND COMPARISON (1/2) 262
FIGURE 43 PRODUCT/BRAND COMPARISON (2/2) 264
FIGURE 44 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 265
FIGURE 45 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA
OF KEY VENDORS 266
FIGURE 46 AI GOVERNANCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023 267
FIGURE 47 COMPANY FOOTPRINT (19 COMPANIES) 268
FIGURE 48 AI GOVERNANCE MARKET: COMPANY EVALUATION MATRIX
(START-UPS/SMES), 2023 274
FIGURE 49 IBM: COMPANY SNAPSHOT 282
FIGURE 50 MICROSOFT: COMPANY SNAPSHOT 287
FIGURE 51 GOOGLE: COMPANY SNAPSHOT 290
FIGURE 52 SALESFORCE: COMPANY SNAPSHOT 293
FIGURE 53 SAP: COMPANY SNAPSHOT 296
FIGURE 54 AWS: COMPANY SNAPSHOT 299
FIGURE 55 FICO: COMPANY SNAPSHOT 304
FIGURE 56 META: COMPANY SNAPSHOT 306
FIGURE 57 ACCENTURE: COMPANY SNAPSHOT 309
