AIガバナンス市場 – 2029年までの世界予測

AI Governance Market - Global Forecast to 2029

AIガバナンス市場 - 機能 (モデルのライフサイクル管理、リスクとコンプライアンス、監視と監査、倫理と責任ある AI)、製品タイプ (エンドツーエンドの AI ガバナンスプラットフォーム、MLOps および LLMOps ツール、データプライバシー ツール) - 2029年までの世界予測
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

商品番号 : SMB-67319

出版社MarketsandMarkets
出版年月2025年2月
ページ数358
図表数361
価格USD 4,950
種別英文調査報告書

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ガバナンス市場は、2024 年の 8 億 9,060 万米ドルから 2029 年には 57 億 7,600 万米ドルに成長し、2024 年から 2029 年の CAGR は 45.3% になると予測されています。

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.

AIガバナンス市場は、AI導入におけるリスク管理の重要性の認識の高まりにより、今後数年間で大幅に拡大すると予想されています。 AIリスク制御の重要性を認識する組織は、AIガバナンスツールへの投資を増やしています。金融やヘルスケアなどの規制業界は、厳格な規制を遵守するためのガバナンスソリューションの作成において先頭に立って取り組んでいます。組織がさまざまな分野で AI の責任ある倫理的な使用を重視する中、AIシステムの使用における信頼、透明性、説明責任に対する要求の高まりにより、市場はさらに成長しています。

AIガバナンス市場 - 2029年までの世界予測
ai-governance-market

“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).

AIガバナンス市場 - 2029年までの世界予測 ecosystem
ai-governance-market-ecosystem1

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 VENDORS        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

5.9           KEY CONFERENCES AND EVENTS (2025–2026)     91

5.10         REGULATORY LANDSCAPE         92

5.10.1      REGULATORY BODIES, GOVERNMENT AGENCIES,  AND OTHER ORGANIZATIONS  92

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)                 96

5.10.2.2  Europe   96

5.10.2.2.1                UK AI Regulation White Paper          96

5.10.2.2.2                European Union (EU) – AI Act          96

5.10.2.2.3                Gesetz zur Regulierung Künstlicher Intelligenz (AI Regulation Law)   96

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          97

5.10.2.3  Asia Pacific            97

5.10.2.3.1                Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI)         97

5.10.2.3.2                New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines               97

5.10.2.3.3                Framework Act on Intelligent Informatization                 97

5.10.2.3.4                AI Ethics Framework (Australia) & AI Strategy (New Zealand) 97

5.10.2.3.5                Model AI Governance Framework     98

5.10.2.3.6                Data Security Law (2021), AI Guidelines (China)                 98

5.10.2.4  Middle East & Africa            98

5.10.2.4.1                Saudi Data & Artificial Intelligence Authority (SDAIA) Regulations            98

5.10.2.4.2                UAE National AI Strategy 2031         98

5.10.2.4.3                Qatar National AI Strategy 98

5.10.2.4.4                National Artificial Intelligence Strategy (2021–2025)                 98

5.10.2.4.5                Egyptian Artificial Intelligence Strategy            98

5.10.2.4.6                Kuwait National Development Plan

(New Kuwait Vision 2035) 99

5.10.2.5  Latin America       99

5.10.2.5.1                Brazilian General Data Protection Law (LGPD)                 99

5.10.2.5.2                Federal Law on the Protection of Personal Data Held by Private Parties       99

5.10.2.5.3                Argentina Personal Data Protection Law (PDPL) & AI Ethics Framework 99

5.10.2.5.4                Chilean Data Protection Law & National AI Policy                 99

5.10.2.5.5                Colombian Data Protection Law (Law 1581) &

AI Ethics Guidelines            100

5.10.2.5.6                Peruvian Personal Data Protection Law &

National AI Strategy             100

5.11         PORTER’S FIVE FORCES ANALYSIS           100

5.11.1      THREAT OF NEW ENTRANTS      101

5.11.2      THREAT OF SUBSTITUTES          101

5.11.3      BARGAINING POWER OF SUPPLIERS       101

5.11.4      BARGAINING POWER OF BUYERS             102

5.11.5      INTENSITY OF COMPETITIVE RIVALRY 102

5.12         KEY STAKEHOLDERS & BUYING CRITERIA            102

5.12.1      KEY STAKEHOLDERS IN BUYING PROCESS           102

5.12.2      BUYING CRITERIA           103

5.13         INVESTMENT LANDSCAPE AND FUNDING SCENARIO                 104

5.14         IMPACT OF GENERATIVE AI ON AI GOVERNANCE MARKET               108

5.14.1      TOP USE CASES & MARKET POTENTIAL                 108

5.14.1.1  Bias detection and mitigation             109

5.14.1.2  Automated compliance reporting       109

5.14.1.3  Policy generation and documentation               109

5.14.1.4  Dynamic risk assessment    109

5.14.1.5  Auditing model transparency              109

5.15         AI GOVERNANCE LIFECYCLE FRAMEWORK         110

5.15.1      ENVIRONMENTAL LAYER             110

5.15.2      ORGANIZATIONAL LAYER            111

5.15.3      AI SYSTEM LAYER             111

5.16         EVOLUTION OF AI GOVERNANCE            112

5.17         CASE STUDY ANALYSIS 114

5.17.1      BFSI       114

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 114

5.17.1.2  2021.AI collaborated with GF to create AI-derived model that could simulate fraud patterns among household insurance claims                 114

5.17.2      SOFTWARE & TECHNOLOGY PROVIDERS             115

5.17.2.1  LinkGRC enhanced its GRC service offerings with 2021.AI’s AI-based solutions     115

5.17.2.2  Prometric championed Responsible AI in assessments with long-term partner 2021.AI           116

5.17.3      RETAIL & CONSUMER GOODS   116

5.17.3.1  Conjura reduced time to detect and resolve model drift from days to hours with Fiddler            116

6               AI GOVERNANCE MARKET, BY PRODUCT TYPE 117

6.1           INTRODUCTION              118

6.1.1        PRODUCT TYPES: AI GOVERNANCE MARKET DRIVERS                 118

6.2           DATA PRIVACY TOOLS  120

6.2.1        NEED FOR DATA PRIVACY TOOLS TO GROW DUE TO INCREASED REGULATORY SCRUTINY AND RISING THREAT OF DATA BREACHES              120

6.3           END-TO-END AI GOVERNANCE PLATFORMS      121

6.3.1        DEMAND FOR END-TO-END AI GOVERNANCE PLATFORMS TO GROW TO ALIGN AI WITH REGULATORY AND ETHICAL STANDARDS   121

6.4           DATA GOVERNANCE PLATFORMS           123

6.4.1        DATA GOVERNANCE PLATFORMS TO TRACK DATA QUALITY AND MITIGATE RISKS ASSOCIATED WITH AI BIASES                 123

6.5           MLOPS TOOLS  124

6.5.1        REGULATORY COMPLIANCE AND ETHICAL CONCERNS AROUND AI GOVERNANCE TO PLAY CRITICAL ROLE IN GROWTH OF MLOPS TOOLS       124

6.5.1.1    Model development              125

6.5.1.2    Model deployment                126

6.5.1.3    Model monitoring 127

6.6           LLMOPS TOOLS                128

6.6.1        CONVERGENCE OF AI GOVERNANCE AND LLMOPS TO ENSURE BETTER MODEL PERFORMANCE TRACKING TO BOOST MARKET GROWTH          128

6.7           RESPONSIBLE AI TOOLKITS        129

6.7.1        NEED FOR ORGANIZATIONS TO BALANCE INNOVATION WITH GOVERNANCE TO DRIVE GROWTH OF RESPONSIBLE AI TOOLKITS        129

6.8           AI GOVERNANCE CONSULTING SERVICES           130

6.8.1        AI GOVERNANCE CONSULTING SERVICES TO OFFER CRITICAL EXPERTISE TO NAVIGATE COMPLEXITIES OF ETHICAL AI DEPLOYMENT          130

6.9           AI GOVERNANCE AS A SERVICE 132

6.9.1        AI GOVERNANCE AS A SERVICE PLATFORMS TO DETECT AND MITIGATE RISKS AND ENHANCE AI SYSTEM ACCOUNTABILITY          132

7               AI GOVERNANCE MARKET, BY FUNCTIONALITY                 133

7.1           INTRODUCTION              134

7.1.1        FUNCTIONALITIES: AI GOVERNANCE MARKET DRIVERS                 134

7.2           MODEL LIFECYCLE MANAGEMENT         136

7.2.1        MODEL LIFECYCLE MANAGEMENT TO MAINTAIN OPERATIONAL EFFICIENCY, ENSURE COMPLIANCE, AND ADDRESS ETHICAL CONCERNS SURROUNDING AI USAGE                 136

7.2.2        AUTOMATED VERSIONING         137

7.2.3        MODEL-IN-PRODUCTION MANAGEMENT            138

7.2.4        AI INVENTORY MANAGEMENT 139

7.2.5        MODEL DIVERGENCE DETECTION          140

7.3           RISK MANAGEMENT & COMPLIANCE     141

7.3.1        EFFECTIVE COMPLIANCE FRAMEWORKS COMBINED WITH REGULAR AUDITS AND ETHICAL AI TRAINING TO MINIMIZE RISKS IN AI DEPLOYMENT     141

7.3.2        MODEL RISK MANAGEMENT      142

7.3.3        REGULATORY COMPLIANCE      143

7.3.4        RISK IDENTIFICATION & MITIGATION  144

7.3.5        THIRD-PARTY RISK EVALUATION            145

7.4           MONITORING & AUDITING         146

7.4.1        MONITORING AND AUDITING TO ENSURE TRANSPARENCY, ACCOUNTABILITY, AND COMPLIANCE IN DEPLOYMENT AND OPERATION OF AI SYSTEMS              146

7.4.2        AI MODEL MONITORING              147

7.4.3        DRIFT & BIAS MITIGATION         148

7.4.4        ANOMALY DETECTION 149

7.4.5        PERFORMANCE DEGRADATION ALERTS               150

7.5           TRANSPARENCY & EXPLAINABILITY       151

7.5.1        TRANSPARENCY & EXPLAINABILITY TO ENSURE ACCOUNTABILITY, ETHICAL INTEGRITY, AND USER TRUST                 151

7.5.2        MODEL PREDICTION EXPLAINABILITY 152

7.5.3        MODEL TRANSPARENCY              153

7.5.4        MODEL DOCUMENTATION & REPORTING           154

7.6           DATA GOVERNANCE      155

7.6.1        DATA GOVERNANCE TO ENSURE AI TRAINING AND OPERATIONS DATA IS ACCURATE, COMPLETE, CONSISTENT, AND PROTECTED FROM BIASES OR MISUSE       155

7.6.2        DATA LINEAGE 156

7.6.3        DATA DISCOVERY & CLASSIFICATION   157

7.6.4        DATA PROVENANCE      158

7.7           ETHICS & RESPONSIBLE AI          159

7.7.1        ETHICAL AI TO EMPHASIZE FAIRNESS, TRANSPARENCY,  AND ACCOUNTABILITY, AND MINIMIZE BIAS    159

7.7.2        AI POLICY CREATION    160

7.7.3        POLICY BREACH ALERTS              161

7.7.4        AI ETHICS MANAGEMENT            163

7.7.5        ADHERENCE VALIDATION          164

7.7.6        AI REGISTRY      165

7.8           OTHER FUNCTIONALITY TYPES                166

8               AI GOVERNANCE MARKET, BY END USER             167

8.1           INTRODUCTION              168

8.1.1        END USERS: AI GOVERNANCE MARKET DRIVERS                 168

8.2           BFSI       170

8.2.1        FINANCIAL INSTITUTIONS TO LEVERAGE AI GOVERNANCE TOOLS TO ALIGN WITH NEW REGULATIONS, MITIGATE RISKS, AND ENHANCE TRANSPARENCY           170

8.2.2        BANKING             171

8.2.3        FINANCIAL SERVICES     172

8.2.4        INSURANCE        173

8.3           TELECOMMUNICATIONS             174

8.3.1        NEED TO ADDRESS GROWING USE OF AI IN MANAGING NETWORKS, CUSTOMER DATA, AND SERVICES TO DRIVE MARKET GROWTH          174

8.4           GOVERNMENT & DEFENSE         175

8.4.1        ADVANCEMENTS IN AI-DRIVEN CYBERSECURITY SYSTEMS TO HIGHLIGHT IMPORTANCE OF GOVERNANCE IN SAFEGUARDING NATIONAL SECURITY, ETHICS, AND COMPLIANCE    175

8.5           HEALTHCARE & LIFE SCIENCES 176

8.5.1        RISE OF AI-POWERED CLINICAL DECISION SUPPORT SYSTEMS AND RECOMMENDATIONS FOR DIAGNOSIS AND TREATMENT BASED ON VAST DATASETS TO PROPEL MARKET                 176

8.6           MANUFACTURING          177

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      177

8.7           RETAIL & CONSUMER GOODS   179

8.7.1        NEED TO OPTIMIZE OPERATIONS, ENHANCE CUSTOMER EXPERIENCES, AND STREAMLINE SUPPLY CHAINS TO ACCELERATE MARKET GROWTH      179

8.8           SOFTWARE & TECHNOLOGY PROVIDERS             180

8.8.1        SOFTWARE & TECHNOLOGY PROVIDERS TO RELY ON AI GOVERNANCE TO ENSURE MODELS AND AI SYSTEMS STAY COMPLIANT, ETHICAL, AND TRANSPARENT       180

8.8.2        CLOUD HYPERSCALERS                182

8.8.3        FOUNDATION MODEL/LLM PROVIDERS               183

8.8.4        DATA ANNOTATORS      184

8.8.5        AI TRAINING DATASET PROVIDERS        185

8.8.6        IT & IT-ENABLED SERVICE PROVIDERS 186

8.9           AUTOMOTIVE   187

8.9.1        AI ALGORITHMS TO IMPROVE ELECTRONIC VEHICLE PERFORMANCE WHILE ADHERING TO ENVIRONMENTAL REGULATIONS  187

8.10         MEDIA & ENTERTAINMENT        188

8.10.1      EMPHASIS ON TRANSPARENCY, INTELLECTUAL PROPERTY PROTECTION, AND PRIVACY TO BOLSTER MARKET GROWTH             188

8.11         OTHER END USERS         189

9               AI GOVERNANCE MARKET, BY REGION 191

9.1           INTRODUCTION              192

9.2           NORTH AMERICA             194

9.2.1        NORTH AMERICA: AI GOVERNANCE MARKET DRIVERS                 194

9.2.2        NORTH AMERICA: MACROECONOMIC OUTLOOK                 194

9.2.3        US           199

9.2.3.1    Need to improve efficiency, decision-making, and robust governance frameworks to manage risks, ethical concerns, and compliance to drive market      199

9.2.4        CANADA               200

9.2.4.1    Increasing data security concerns, need for ethical AI practices, robust government support, and strategic investments to propel market                 200

9.3           EUROPE               202

9.3.1        EUROPE: AI GOVERNANCE MARKET DRIVERS    202

9.3.2        EUROPE: MACROECONOMIC OUTLOOK               202

9.3.3        UK          206

9.3.3.1    Regulatory pressures, sector-specific needs, and advancements in AI transparency tools to fuel market growth    206

9.3.4        GERMANY           208

9.3.4.1    Advancements coupled with strong regulatory push and corporate accountability to boost demand for AI governance       208

9.3.5        FRANCE                209

9.3.5.1    Increasing demand for ethical AI solutions, regulatory compliance, and heightened awareness of risks to accelerate market growth                 209

9.3.6        ITALY    211

9.3.6.1    Government investment in AI innovation and governance to prioritize responsible and transparent AI usage to boost market growth                 211

9.3.7        SPAIN    212

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            212

9.3.8        NETHERLANDS 214

9.3.8.1    Government investment in AI infrastructure to strengthen local AI capabilities to boost demand for AI governance         214

9.3.9        REST OF EUROPE             215

9.4           ASIA PACIFIC     217

9.4.1        ASIA PACIFIC: AI GOVERNANCE MARKET DRIVERS                 217

9.4.2        ASIA PACIFIC: MACROECONOMIC OUTLOOK     217

9.4.3        CHINA  223

9.4.3.1    Advancements paired with China’s strategic goals to mitigate AI risks to accelerate adoption of AI governance solutions 223

9.4.4        INDIA    224

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 224

9.4.5        JAPAN   226

9.4.5.1    Focus on technological innovation, government support, and increasing awareness of AI’s ethical and legal implications to bolster market growth       226

9.4.6        SOUTH KOREA  227

9.4.6.1    Investment in AI governance models to balance performance with cost efficiency to accelerate adoption of AI governance solutions                 227

9.4.7        SINGAPORE        229

9.4.7.1    Introduction of Model AI Governance Framework combined with substantial investments in training programs for local professionals to boost market growth             229

9.4.8        AUSTRALIA         230

9.4.8.1    Rising adoption of AI technologies and establishment of National Artificial Intelligence Centre (NAIC) to fuel market growth         230

9.4.9        REST OF ASIA PACIFIC   231

9.5           MIDDLE EAST & AFRICA                233

9.5.1        MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET DRIVERS               233

9.5.2        MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK                 233

9.5.3        SAUDI ARABIA  237

9.5.3.1    Focus on becoming global leader in AI through its Vision 2030 initiative to bolster market growth     237

9.5.4        UAE        239

9.5.4.1    Focus on digital transformation and implementation of UAE Artificial Intelligence Strategy 2031 to boost market growth        239

9.5.5        QATAR 240

9.5.5.1    Qatar’s commitment to leveraging AI for economic diversification aligning with its National Vision 2030 to enhance market growth    240

9.5.6        TURKEY                241

9.5.6.1    Implementation of National Artificial Intelligence Strategy to foster demand for AI governance       241

9.5.7        REST OF MIDDLE EAST 242

9.5.8        AFRICA 244

9.5.8.1    Need for ethical AI deployment, transparency, and regulatory oversight to foster adoption of AI governance 244

9.6           LATIN AMERICA                245

9.6.1        LATIN AMERICA: AI GOVERNANCE MARKET DRIVERS                 245

9.6.2        LATIN AMERICA: MACROECONOMIC OUTLOOK                 246

9.6.3        BRAZIL 250

9.6.3.1    Need for regulatory frameworks, ethical guidelines, governance mechanisms, and evolving data protection landscape to boost market growth    250

9.6.4        MEXICO                251

9.6.4.1    Regulatory initiatives, technological advancements, and increasing investment in AI technologies to augment market growth                 251

9.6.5        ARGENTINA       252

9.6.5.1    Robust technological talent pool nurtured by universities and research institutions to accelerate market growth           252

9.6.6        REST OF LATIN AMERICA             253

10            COMPETITIVE LANDSCAPE         255

10.1         OVERVIEW          255

10.2         KEY PLAYER STRATEGIES/RIGHT TO WIN            255

10.3         REVENUE ANALYSIS       257

10.4         MARKET SHARE ANALYSIS           258

10.4.1      MARKET RANKING ANALYSIS     259

10.5         PRODUCT/BRAND COMPARISON             261

10.5.1      AMAZON SAGEMAKER (AWS)     261

10.5.2      DOMINO AI GOVERNANCE (DOMINO DATA LABS)                 261

10.5.3      EXPLAINABLE AI (GOOGLE)       262

10.5.4      WATSONX.GOVERNANCE (IBM)                262

10.5.5      TRUSTWORTHY AI (SAS INSTITUTE)      262

10.5.6      RESPONSIBLE AI (SAP)  263

10.5.7      AI IMPLEMENTATION BUNDLE (SALESFORCE)  263

10.5.8      FICO RESPONSIBLE AI (FICO)     263

10.5.9      RESPONSIBLE AI GOVERNANCE & CONSULTING (ACCENTURE)   264

10.6         COMPANY VALUATION AND FINANCIAL METRICS                 264

10.7         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023                 265

10.7.1      STARS   265

10.7.2      EMERGING LEADERS     265

10.7.3      PERVASIVE PLAYERS      265

10.7.4      PARTICIPANTS 265

10.7.5      COMPANY FOOTPRINT: KEY PLAYERS, 2023         267

10.7.5.1  Company footprint               267

10.7.5.2  Product type footprint         268

10.7.5.3  Functionality footprint         269

10.7.5.4  End-user footprint                270

10.7.5.5  Regional footprint                 271

10.8         COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023        272

10.8.1      PROGRESSIVE COMPANIES         272

10.8.2      RESPONSIVE COMPANIES            272

10.8.3      DYNAMIC COMPANIES  272

10.8.4      STARTING BLOCKS         272

10.8.5      COMPETITIVE BENCHMARKING: START-UPS/SMES, 2023        274

10.8.5.1  Detailed list of key start-ups/SMEs  274

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  280

11            COMPANY PROFILES      283

11.1         INTRODUCTION              283

11.2         KEY PLAYERS     283

11.2.1      IBM        283

11.2.1.1  Business overview 283

11.2.1.2  Products/Solutions/Services offered 285

11.2.1.3  Recent developments           285

11.2.1.3.1                Product launches  285

11.2.1.3.2                Deals      286

11.2.1.4  MnM view              287

11.2.1.4.1                Right to win           287

11.2.1.4.2                Strategic choices   287

11.2.1.4.3                Weaknesses and competitive threats 287

11.2.2      MICROSOFT       288

11.2.2.1  Business overview 288

11.2.2.2  Products/Solutions/Services offered 289

11.2.2.3  Recent developments           290

11.2.2.3.1                Product launches  290

11.2.2.3.2                Deals      290

11.2.2.4  MnM view              290

11.2.2.4.1                Right to win           290

11.2.2.4.2                Strategic choices   291

11.2.2.4.3                Weaknesses and competitive threats 291

11.2.3      GOOGLE              292

11.2.3.1  Business overview 292

11.2.3.2  Products/Solutions/Services offered 293

11.2.3.3  Recent developments           294

11.2.3.3.1                Deals      294

11.2.3.4  MnM view              294

11.2.3.4.1                Right to win           294

11.2.3.4.2                Strategic choices   294

11.2.3.4.3                Weaknesses and competitive threats 295

11.2.4      SALESFORCE      296

11.2.4.1  Business overview 296

11.2.4.2  Products/Solutions/Services offered 297

11.2.4.3  Recent developments           298

11.2.4.3.1                Product launches  298

11.2.4.3.2                Deals      298

11.2.4.4  MnM view              298

11.2.4.4.1                Right to win           298

11.2.4.4.2                Strategic choices   299

11.2.4.4.3                Weaknesses and competitive threats 299

11.2.5      SAP         300

11.2.5.1  Business overview 300

11.2.5.2  Products/Solutions/Services offered 301

11.2.5.3  Recent developments           302

11.2.5.3.1                Deals      302

11.2.5.4  MnM view              302

11.2.5.4.1                Right to win           302

11.2.5.4.2                Strategic choices   302

11.2.5.4.3                Weaknesses and competitive threats 302

11.2.6      AWS       303

11.2.6.1  Business overview 303

11.2.6.2  Products/Solutions/Services offered 304

11.2.6.3  Recent developments           305

11.2.6.3.1                Product launches  305

11.2.6.3.2                Deals      305

11.2.7      SAS INSTITUTE 307

11.2.7.1  Business overview 307

11.2.7.2  Products/Solutions/Services offered 308

11.2.7.3  Recent developments           308

11.2.7.3.1                Product launches  308

11.2.8      FICO      309

11.2.8.1  Business overview 309

11.2.8.2  Products/Solutions/Services offered 310

11.2.9      ACCENTURE      311

11.2.9.1  Business overview 311

11.2.9.2  Products/Solutions/Services offered 312

11.2.9.3  Recent developments           313

11.2.9.3.1                Deals      313

11.3         OTHER PLAYERS              314

11.3.1      ONETRUST         314

11.3.2      QLIK      315

11.3.3      H20.AI   316

11.3.4      ALTERYX              316

11.3.5      DATAROBOT     317

11.3.6      DATAIKU             318

11.3.7      DOMINO DATA LABS     319

11.3.8      SPARKCOGNITION          319

11.3.9      COLLIBRA           320

11.3.10   QUEST SOFTWARE          320

11.3.11   SECURITI             321

11.4         START-UPS/SMES            322

11.4.1      MONITAUR         322

11.4.1.1  Business overview 322

11.4.1.2  Products/Solutions/Services offered 323

11.4.1.3  Recent developments           323

11.4.1.3.1                Deals      323

11.4.2      FIDDLER AI         324

11.4.3      UNTANGLE AI   324

11.4.4      2021.AI  325

11.4.5      HOWSO                325

11.4.6      MIND FOUNDRY               326

11.4.7      CREDO AI            327

11.4.8      HOLISTIC AI       328

11.4.9      FAIRLY AI             328

11.4.10   ENZAI   329

11.4.11   VALIDMIND       330

11.4.12   FAIRNOW            331

11.4.13   MONA LABS        331

11.4.14   ARTHUR AI         332

11.4.15   TRUSTIBLE         333

11.4.16   ATLAN  334

11.4.17   MODELOP           335

11.4.18   NEPTUNE.AI      335

11.4.19   PATRONUS AI    336

11.4.20   DATATRON        336

11.4.21   MODOLUS          337

11.4.22   CALVIN RISK      338

11.4.23   SAIDOT                339

11.4.24   CENSIUS               340

11.4.25   BREEZEML          341

11.4.26   ANCH.AI               342

11.4.27   PRODAGO           343

11.4.28   QUANTPI             344

11.4.29   YOOI     345

12            ADJACENT AND RELATED MARKETS      346

12.1         INTRODUCTION              346

12.2         AI MODEL RISK MANAGEMENT MARKET –  GLOBAL FORECAST TO 2029          346

12.2.1      MARKET DEFINITION   346

12.2.2      MARKET OVERVIEW       347

12.2.2.1  AI model risk management market, by offering               348

12.2.2.2  AI model risk management market, by risk type              348

12.2.2.3  AI model risk management market, by application         349

12.2.2.4  AI model risk management market, by vertical                350

12.2.2.5  AI model risk management market, by region 351

12.3         ARTIFICIAL INTELLIGENCE (AI) MARKET –  GLOBAL FORECAST TO 2030          352

12.3.1      MARKET DEFINITION   352

12.3.2      MARKET OVERVIEW       352

12.3.2.1  Artificial intelligence market, by offering         353

12.3.2.2  Artificial intelligence market, by business function        354

12.3.2.3  Artificial intelligence market, by technology    355

12.3.2.4  Artificial intelligence market, by vertical          356

12.3.2.5  Artificial intelligence market, by region            358

13            APPENDIX           360

13.1         DISCUSSION GUIDE        360

13.2         KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL                365

13.3         CUSTOMIZATION OPTIONS        367

13.4         RELATED REPORTS         367

13.5         AUTHOR DETAILS           368

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)               57

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              LIST OF FEW PATENTS IN AI GOVERNANCE MARKET, 2022–2024          87

TABLE 12              AI GOVERNANCE MARKET: DETAILED LIST OF CONFERENCES & EVENTS,

2025–2026              91

TABLE 13              NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS 92

TABLE 14              EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  93

TABLE 15              ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  94

TABLE 16              MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,  AND OTHER ORGANIZATIONS             95

TABLE 17             LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  95

TABLE 18              PORTERS’ FIVE FORCES’ IMPACT ON AI GOVERNANCE MARKET                100

TABLE 19              INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS  102

TABLE 20              KEY BUYING CRITERIA FOR TOP THREE END USERS   103

TABLE 21              AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD MILLION)            119

TABLE 22              AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD MILLION)            120

TABLE 23              DATA PRIVACY TOOLS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD MILLION)            121

TABLE 24              DATA PRIVACY TOOLS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD MILLION)            121

TABLE 25              END-TO-END AI GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET,

BY REGION, 2019–2023 (USD MILLION)   122

TABLE 26              END-TO-END AI GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET,

BY REGION, 2024–2029 (USD MILLION)   122

TABLE 27              DATA GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD MILLION)          123

TABLE 28              DATA GOVERNANCE PLATFORMS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD MILLION)            123

TABLE 29              MLOPS TOOLS: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION)          124

TABLE 30              MLOPS TOOLS: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION)          124

TABLE 31              MODEL DEVELOPMENT: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      125

TABLE 32              MODEL DEVELOPMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      125

TABLE 33              MODEL DEPLOYMENT: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      126

TABLE 34              MODEL DEPLOYMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      126

TABLE 35              MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)    127

TABLE 36              MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      127

TABLE 37              LLMOPS TOOLS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      128

TABLE 38              LLMOPS TOOLS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      129

TABLE 39              RESPONSIBLE AI TOOLKITS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      130

TABLE 40              RESPONSIBLE AI TOOLKITS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      130

TABLE 41              AI GOVERNANCE CONSULTING SERVICES: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      131

TABLE 42              AI GOVERNANCE CONSULTING SERVICES: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      131

TABLE 43              AI GOVERNANCE AS A SERVICE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      132

TABLE 44              AI GOVERNANCE AS A SERVICE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      132

TABLE 45             AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2019–2023 (USD MILLION)            135

TABLE 46             AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2024–2029 (USD MILLION)            136

TABLE 47              MODEL LIFECYCLE MANAGEMENT: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD MILLION)          137

TABLE 48              MODEL LIFECYCLE MANAGEMENT: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD MILLION)            137

TABLE 49              AUTOMATED VERSIONING: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      138

TABLE 50              AUTOMATED VERSIONING: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      138

TABLE 51              MODEL-IN-PRODUCTION MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      139

TABLE 52              MODEL-IN-PRODUCTION MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      139

TABLE 53              AI INVENTORY MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      140

TABLE 54              AI INVENTORY MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      140

TABLE 55              MODEL DIVERGENCE DETECTION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      141

TABLE 56              MODEL DIVERGENCE DETECTION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      141

TABLE 57              RISK MANAGEMENT & COMPLIANCE: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD MILLION)            142

TABLE 58              RISK MANAGEMENT & COMPLIANCE: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD MILLION)            142

TABLE 59              MODEL RISK MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      143

TABLE 60              MODEL RISK MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)    143

TABLE 61              REGULATORY COMPLIANCE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      144

TABLE 62              REGULATORY COMPLIANCE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)    144

TABLE 63              RISK IDENTIFICATION & MITIGATION: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      145

TABLE 64              RISK IDENTIFICATION & MITIGATION: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      145

TABLE 65              THIRD-PARTY RISK EVALUATION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      146

TABLE 66              THIRD-PARTY RISK EVALUATION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      146

TABLE 67              MONITORING & AUDITING: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD MILLION)            147

TABLE 68              MONITORING & AUDITING: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD MILLION)            147

TABLE 69              AI MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)    148

TABLE 70              AI MODEL MONITORING: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      148

TABLE 71              DRIFT & BIAS MITIGATION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      149

TABLE 72              DRIFT & BIAS MITIGATION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      149

TABLE 73              ANOMALY DETECTION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      150

TABLE 74              ANOMALY DETECTION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      150

TABLE 75              PERFORMANCE DEGRADATION ALERTS: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      151

TABLE 76              PERFORMANCE DEGRADATION ALERTS: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      151

TABLE 77              TRANSPARENCY & EXPLAINABILITY: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD MILLION)            152

TABLE 78              TRANSPARENCY & EXPLAINABILITY: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD MILLION)            152

TABLE 79              MODEL PREDICTION EXPLAINABILITY: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      153

TABLE 80              MODEL PREDICTION EXPLAINABILITY: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      153

TABLE 81              MODEL TRANSPARENCY: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      154

TABLE 82              MODEL TRANSPARENCY: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      154

TABLE 83              MODEL DOCUMENTATION & REPORTING: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      155

TABLE 84              MODEL DOCUMENTATION & REPORTING: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      155

TABLE 85              DATA GOVERNANCE: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD MILLION)            156

TABLE 86              DATA GOVERNANCE: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD MILLION)            156

TABLE 87              DATA LINEAGE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      157

TABLE 88              DATA LINEAGE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      157

TABLE 89              DATA DISCOVERY & CLASSIFICATION: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      158

TABLE 90              DATA DISCOVERY & CLASSIFICATION: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      158

TABLE 91             DATA PROVENANCE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      159

TABLE 92             DATA PROVENANCE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      159

TABLE 93              ETHICS & RESPONSIBLE AI: AI GOVERNANCE MARKET, BY TYPE,

2019–2023 (USD THOUSAND)      160

TABLE 94              ETHICS & RESPONSIBLE AI: AI GOVERNANCE MARKET, BY TYPE,

2024–2029 (USD THOUSAND)    160

TABLE 95              AI POLICY CREATION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      161

TABLE 96              AI POLICY CREATION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)    161

TABLE 97              POLICY BREACH ALERTS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      162

TABLE 98              POLICY BREACH ALERTS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      162

TABLE 99              AI ETHICS MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      163

TABLE 100            AI ETHICS MANAGEMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      163

TABLE 101            ADHERENCE VALIDATION: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      164

TABLE 102            ADHERENCE VALIDATION: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      164

TABLE 103            AI REGISTRY: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      165

TABLE 104            AI REGISTRY AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND)   165

TABLE 105            OTHER FUNCTIONALITY TYPES: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      166

TABLE 106            OTHER FUNCTIONALITY TYPES: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      166

TABLE 107            AI GOVERNANCE MARKET, BY END USER, 2019–2023 (USD MILLION)       169

TABLE 108            AI GOVERNANCE MARKET, BY END USER, 2024–2029 (USD MILLION)       169

TABLE 109            BFSI: AI GOVERNANCE MARKET, BY TYPE, 2019–2023 (USD MILLION)       170

TABLE 110            BFSI: AI GOVERNANCE MARKET, BY TYPE, 2024–2029 (USD MILLION)       170

TABLE 111            BANKING: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND)   171

TABLE 112            BANKING: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND)   171

TABLE 113            FINANCIAL SERVICES: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      172

TABLE 114            FINANCIAL SERVICES: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      172

TABLE 115            INSURANCE: AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD THOUSAND)   173

TABLE 116            INSURANCE: AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD THOUSAND)   173

TABLE 117            TELECOMMUNICATIONS: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      174

TABLE 118            TELECOMMUNICATIONS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      175

TABLE 119            GOVERNMENT & DEFENSE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      176

TABLE 120            GOVERNMENT & DEFENSE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      176

TABLE 121            HEALTHCARE & LIFE SCIENCES: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      177

TABLE 122            HEALTHCARE & LIFE SCIENCES: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      177

TABLE 123            MANUFACTURING: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      178

TABLE 124            MANUFACTURING: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      178

TABLE 125            RETAIL & CONSUMER GOODS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      179

TABLE 126            RETAIL & CONSUMER GOODS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      180

TABLE 127            SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY TYPE,  2019–2023 (USD MILLION)                 181

TABLE 128            SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY TYPE,  2024–2029 (USD MILLION)                 181

TABLE 129            SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD MILLION)            181

TABLE 130            SOFTWARE & TECHNOLOGY PROVIDERS: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD MILLION)            182

TABLE 131            CLOUD HYPERSCALERS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)    182

TABLE 132            CLOUD HYPERSCALERS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      183

TABLE 133            FOUNDATION MODEL/LLM PROVIDERS: AI GOVERNANCE MARKET, BY REGION,  2019–2023 (USD THOUSAND)      183

TABLE 134            FOUNDATION MODEL/LLM PROVIDERS: AI GOVERNANCE MARKET, BY REGION,  2024–2029 (USD THOUSAND)      184

TABLE 135            DATA ANNOTATORS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      184

TABLE 136            DATA ANNOTATORS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      185

TABLE 137            AI TRAINING DATASET PROVIDERS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      185

TABLE 138            AI TRAINING DATASET PROVIDERS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      186

TABLE 139            IT & IT-ENABLED SERVICE PROVIDERS: AI GOVERNANCE MARKET,

BY REGION,  2019–2023 (USD THOUSAND)          186

TABLE 140            IT & IT-ENABLED SERVICE PROVIDERS: AI GOVERNANCE MARKET,

BY REGION,  2024–2029 (USD THOUSAND)          187

TABLE 141            AUTOMOTIVE: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      188

TABLE 142            AUTOMOTIVE: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      188

TABLE 143            MEDIA & ENTERTAINMENT: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)      189

TABLE 144            MEDIA & ENTERTAINMENT: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)      189

TABLE 145            OTHER END USERS: AI GOVERNANCE MARKET, BY REGION,

2019–2023 (USD THOUSAND)    190

TABLE 146            OTHER END USERS: AI GOVERNANCE MARKET, BY REGION,

2024–2029 (USD THOUSAND)    190

TABLE 147            AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION)       193

TABLE 148            AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION)       193

TABLE 149            NORTH AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD MILLION)            196

TABLE 150            NORTH AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD MILLION)            196

TABLE 151            NORTH AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2019–2023 (USD MILLION)            197

TABLE 152            NORTH AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2024–2029 (USD MILLION)            197

TABLE 153            NORTH AMERICA: AI GOVERNANCE MARKET, BY END USER,

2019–2023 (USD MILLION)            198

TABLE 154            NORTH AMERICA: AI GOVERNANCE MARKET, BY END USER,

2024–2029 (USD MILLION)            198

TABLE 155            NORTH AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            199

TABLE 156            NORTH AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,

2024–2029 (USD MILLION)            199

TABLE 157            US: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD MILLION)                200

TABLE 158            US: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD MILLION)                200

TABLE 159            CANADA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      201

TABLE 160            CANADA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      201

TABLE 161            EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD MILLION)            203

TABLE 162            EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD MILLION)            203

TABLE 163            EUROPE: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2019–2023 (USD MILLION)            204

TABLE 164            EUROPE: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2024–2029 (USD MILLION)            204

TABLE 165            EUROPE: AI GOVERNANCE MARKET, BY END USER, 2019–2023 (USD MILLION)                205

TABLE 166            EUROPE: AI GOVERNANCE MARKET, BY END USER, 2024–2029 (USD MILLION)                205

TABLE 167            EUROPE: AI GOVERNANCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     206

TABLE 168            EUROPE: AI GOVERNANCE MARKET, BY COUNTRY, 2024–2029 (USD MILLION)     206

TABLE 169            UK: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD THOUSAND)         207

TABLE 170            UK: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD THOUSAND)         207

TABLE 171            GERMANY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      208

TABLE 172            GERMANY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      209

TABLE 173            FRANCE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      210

TABLE 174            FRANCE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      210

TABLE 175            ITALY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      211

TABLE 176            ITALY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      212

TABLE 177            SPAIN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      213

TABLE 178            SPAIN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      213

TABLE 179            NETHERLANDS: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      214

TABLE 180            NETHERLANDS: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      215

TABLE 181            REST OF EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      216

TABLE 182            REST OF EUROPE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      216

TABLE 183            ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD MILLION)            219

TABLE 184            ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD MILLION)            219

TABLE 185            ASIA PACIFIC: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2019–2023 (USD MILLION)            220

TABLE 186            ASIA PACIFIC: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2024–2029 (USD MILLION)            220

TABLE 187            ASIA PACIFIC: AI GOVERNANCE MARKET, BY END USER,

2019–2023 (USD MILLION)            221

TABLE 188            ASIA PACIFIC: AI GOVERNANCE MARKET, BY END USER,

2024–2029 (USD MILLION)            221

TABLE 189            ASIA PACIFIC: AI GOVERNANCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     222

TABLE 190            ASIA PACIFIC: AI GOVERNANCE MARKET, BY COUNTRY, 2024–2029 (USD MILLION)     222

TABLE 191            CHINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      223

TABLE 192            CHINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      224

TABLE 193            INDIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      225

TABLE 194            INDIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      225

TABLE 195            JAPAN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      226

TABLE 196            JAPAN: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      227

TABLE 197            SOUTH KOREA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      228

TABLE 198            SOUTH KOREA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      228

TABLE 199            SINGAPORE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      229

TABLE 200            SINGAPORE: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      230

TABLE 201            AUSTRALIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      231

TABLE 202            AUSTRALIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      231

TABLE 203            REST OF ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      232

TABLE 204            REST OF ASIA PACIFIC: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      232

TABLE 205            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      234

TABLE 206            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)    234

TABLE 207            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2019–2023 (USD THOUSAND)      235

TABLE 208            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2024–2029 (USD THOUSAND)      235

TABLE 209            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY END USER,

2019–2023 (USD THOUSAND)      236

TABLE 210            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY END USER,

2024–2029 (USD THOUSAND)      236

TABLE 211            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY COUNTRY,

2019–2023 (USD THOUSAND)      237

TABLE 212            MIDDLE EAST & AFRICA: AI GOVERNANCE MARKET, BY COUNTRY,

2024–2029 (USD THOUSAND)      237

TABLE 213            SAUDI ARABIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      238

TABLE 214            SAUDI ARABIA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      238

TABLE 215            UAE: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD THOUSAND)         239

TABLE 216            UAE: AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD THOUSAND)         239

TABLE 217            QATAR: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      240

TABLE 218            QATAR: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      241

TABLE 219            TURKEY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      242

TABLE 220            TURKEY: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      242

TABLE 221            REST OF MIDDLE EAST: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      243

TABLE 222            REST OF MIDDLE EAST: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      243

TABLE 223            AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      244

TABLE 224            AFRICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      245

TABLE 225            LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      246

TABLE 226            LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      247

TABLE 227            LATIN AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2019–2023 (USD THOUSAND)      247

TABLE 228            LATIN AMERICA: AI GOVERNANCE MARKET, BY FUNCTIONALITY,

2024–2029 (USD THOUSAND)      248

TABLE 229            LATIN AMERICA: AI GOVERNANCE MARKET, BY END USER,

2019–2023 (USD THOUSAND)      248

TABLE 230            LATIN AMERICA: AI GOVERNANCE MARKET, BY END USER,

2024–2029 (USD THOUSAND)      249

TABLE 231            LATIN AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,

2019–2023 (USD THOUSAND)      249

TABLE 232            LATIN AMERICA: AI GOVERNANCE MARKET, BY COUNTRY,

2024–2029 (USD THOUSAND)      249

TABLE 233            BRAZIL: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      250

TABLE 234            BRAZIL: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)    251

TABLE 235            MEXICO: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      252

TABLE 236            MEXICO: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      252

TABLE 237            ARGENTINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      253

TABLE 238            ARGENTINA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      253

TABLE 239            REST OF LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2019–2023 (USD THOUSAND)      254

TABLE 240            REST OF LATIN AMERICA: AI GOVERNANCE MARKET, BY PRODUCT TYPE,

2024–2029 (USD THOUSAND)      254

TABLE 241            AI GOVERNANCE MARKET: DEGREE OF COMPETITION 259

TABLE 242            PRODUCT TYPE FOOTPRINT (19 COMPANIES)                 268

TABLE 243            FUNCTIONALITY FOOTPRINT (19 COMPANIES)                 269

TABLE 244            END-USER FOOTPRINT (19 COMPANIES)                 270

TABLE 245            REGIONAL FOOTPRINT (19 COMPANIES)                 271

TABLE 246            AI GOVERNANCE MARKET: KEY START-UPS/SMES           274

TABLE 247            AI GOVERNANCE MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES        277

TABLE 248            AI GOVERNANCE MARKET: PRODUCT LAUNCHES, OCTOBER 2022–

NOVEMBER 2024               279

TABLE 249            AI GOVERNANCE MARKET: DEALS, FEBRUARY 2023–NOVEMBER 2024    280

TABLE 250            IBM: COMPANY OVERVIEW         284

TABLE 251            IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED             285

TABLE 252            IBM: PRODUCT LAUNCHES         285

TABLE 253            IBM: DEALS        286

TABLE 254            MICROSOFT: COMPANY OVERVIEW        288

TABLE 255            MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    289

TABLE 256            MICROSOFT: PRODUCT LAUNCHES        290

TABLE 257            MICROSOFT: DEALS       290

TABLE 258            GOOGLE: COMPANY OVERVIEW               292

TABLE 259            GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             293

TABLE 260            GOOGLE: DEALS              294

TABLE 261            SALESFORCE: COMPANY OVERVIEW      296

TABLE 262            SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    297

TABLE 263            SALESFORCE: PRODUCT LAUNCHES       298

TABLE 264            SALESFORCE: DEALS      298

TABLE 265            SAP: COMPANY OVERVIEW         300

TABLE 266            SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED             301

TABLE 267            SAP: DEALS         302

TABLE 268            AWS: COMPANY OVERVIEW        303

TABLE 269            AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED             304

TABLE 270            AWS: PRODUCT LAUNCHES        305

TABLE 271            AWS: DEALS       305

TABLE 272            SAS INSTITUTE: COMPANY OVERVIEW  307

TABLE 273            SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    308

TABLE 274            SAS INSTITUTE: PRODUCT LAUNCHES  308

TABLE 275            FICO: COMPANY OVERVIEW       309

TABLE 276            FICO: PRODUCTS/SOLUTIONS/SERVICES OFFERED             310

TABLE 277            ACCENTURE: COMPANY OVERVIEW       311

TABLE 278            ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    312

TABLE 279            ACCENTURE: DEALS       313

TABLE 280            MONITAUR: BUSINESS OVERVIEW           322

TABLE 281            MONITAUR: PRODUCTS/SOLUTIONS/SERVICES OFFERED             323

TABLE 282            MONITAUR: PRODUCT LAUNCHES          323

TABLE 283            MONITAUR: DEALS         323

TABLE 284            AI MODEL RISK MANAGEMENT MARKET, BY OFFERING,

2019–2023 (USD MILLION)            348

TABLE 285            AI MODEL RISK MANAGEMENT MARKET, BY OFFERING,

2024–2029 (USD MILLION)            348

TABLE 286            AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE,

2019–2023 (USD MILLION)            349

TABLE 287            AI MODEL RISK MANAGEMENT MARKET, BY RISK TYPE,

2024–2029 (USD MILLION)            349

TABLE 288            AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION,

2019–2023 (USD MILLION)            349

TABLE 289            AI MODEL RISK MANAGEMENT MARKET, BY APPLICATION,

2024–2029 (USD MILLION)            350

TABLE 290            AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL, 2019–2023 (USD MILLION)     350

TABLE 291            AI MODEL RISK MANAGEMENT MARKET, BY VERTICAL 2024–2029 (USD MILLION)      351

TABLE 292            AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2019–2023 (USD MILLION)          351

TABLE 293            AI MODEL RISK MANAGEMENT MARKET, BY REGION, 2024–2029 (USD MILLION)          352

TABLE 294            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)      354

TABLE 295            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)      354

TABLE 296            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2019–2023 (USD BILLION)             355

TABLE 297            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2024–2030 (USD BILLION)             355

TABLE 298            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)             356

TABLE 299            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)             356

TABLE 300            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)      357

TABLE 301            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)      358

TABLE 302            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)           359

TABLE 303            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)           359

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            REGIONAL ANALYSIS OF PATENTS GRANTED, 2015–2024              90

FIGURE 22            AI GOVERNANCE MARKET: PORTER’S FIVE FORCES ANALYSIS           101

FIGURE 23            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR

TOP THREE END USERS                102

FIGURE 24            KEY BUYING CRITERIA FOR TOP THREE END USERS   103

FIGURE 25            AI GOVERNANCE MARKET: INVESTMENT LANDSCAPE AND FUNDING

SCENARIO, 2019–2023      104

FIGURE 26            CATEGORY-WISE INVESTMENTS IN AI GOVERNANCE, 2019–2023              105

FIGURE 27            FUNDING SECURED BY PROMINENT AI GOVERNANCE START-UPS           106

FIGURE 28            MARKET POTENTIAL OF GENERATIVE AI IN VARIOUS AI GOVERNANCE USE CASES  108

FIGURE 29            FRAMEWORK FOR ORGANIZATIONAL AI GOVERNANCE LIFECYCLE           110

FIGURE 30            EVOLUTION OF AI GOVERNANCE            112

FIGURE 31            MLOPS TOOLS SEGMENT TO GROW AT HIGHEST CAGR DURING  FORECAST PERIOD   119

FIGURE 32            RISK MANAGEMENT & COMPLIANCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD                 135

FIGURE 33            SOFTWARE & TECHNOLOGY PROVIDERS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD                168

FIGURE 34            INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD       192

FIGURE 35            ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD          193

FIGURE 36            NORTH AMERICA: MARKET SNAPSHOT 195

FIGURE 37            ASIA PACIFIC: MARKET SNAPSHOT          218

FIGURE 38            OVERVIEW OF STRATEGIES ADOPTED BY KEY AI GOVERNANCE VENDORS        256

FIGURE 39            TOP FIVE PUBLIC PLAYERS DOMINATING MARKET FOR LAST FIVE YEARS 257

FIGURE 40            SHARE OF LEADING COMPANIES IN AI GOVERNANCE MARKET, 2023     258

FIGURE 41            PRODUCT/BRAND COMPARISON (1/2)  261

FIGURE 42            PRODUCT/BRAND COMPARISON (2/2)  263

FIGURE 43            COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS        264

FIGURE 44            YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF

KEY VENDORS  264

FIGURE 45            AI GOVERNANCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023         266

FIGURE 46            COMPANY FOOTPRINT (19 COMPANIES)                 267

FIGURE 47            AI GOVERNANCE MARKET: COMPANY EVALUATION MATRIX

(START-UPS/SMES), 2023             273

FIGURE 48            IBM: COMPANY SNAPSHOT         284

FIGURE 49            MICROSOFT: COMPANY SNAPSHOT        289

FIGURE 50            GOOGLE: COMPANY SNAPSHOT               293

FIGURE 51            SALESFORCE: COMPANY SNAPSHOT      297

FIGURE 52            SAP: COMPANY SNAPSHOT         301

FIGURE 53            AWS: COMPANY SNAPSHOT        304

FIGURE 54            FICO: COMPANY SNAPSHOT       310

FIGURE 55            ACCENTURE: COMPANY SNAPSHOT       312