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인과성 인공지능(Causal AI) 시장 – 2030년까지의 세계 예측

Causal AI Market – Global Forecast to 2030

인과성 인공지능(Causal AI) 시장 – 오퍼링(인과 AI 플랫폼, 인과 발견, 인과 추론, 인과 모델링, 근본 원인 분석), 용도(재무 관리, 판매 및 고객 관리, 운영 및 공급망 관리) – 2030년까지의 세계 예측

Causal AI Market by Offering (Causal AI Platforms, Causal Discovery, Causal Inference, Causal Modelling, Root Cause Analysis), Application (Financial Management, Sales & Customer Management, Operations & Supply Chain Management) – Global Forecast to 2030

조사회사 MarketsandMarkets
출판년월 2024년12월
페이지 수 332
도표 수 384
라이센스 Single User License
가격 USD 4,950
구성 영문조사보고서

    주문/문의    조사회사/라이센스/납기안내

Report Overview

It is anticipated that the Causal AI market will experience substantial growth, increasing from USD 56.2 million in 2024 to USD 456.8 million by 2030, with a strong CAGR of 41.8% throughout the forecast period.

인과성 인공지능(Causal AI) 시장은 대폭적인 성장을 이루고 있으며, 2024년 5,620만 달러에서 2030년까지 4억 5,680만 달러로 증가하고, 예측 기간 전체에서 41.8%라는 강력한 CAGR로 성장할 것으로 예상되고 있습니다.

인과성 인공지능(Causal AI) 시장 – 2030년까지의 세계 예측
causal-ai-market

The rise is fueled by growing demand for advanced decision-making tools in industries such as healthcare, finance, and autonomous vehicles, where traditional AI approaches struggle to clarify the causal relationships behind predictions. Moreover, the increasing significance of employing Causal AI across different industries is evident, particularly in swift analysis and tailored services, as the focus shifts from identifying relationships to executing plans rooted in causality. However, significant obstacles are being faced by the market due to the complex process of constructing and putting into effect causal inference models. This requires extensive knowledge and computational resources, possibly restricting smaller companies from adopting them. Moreover, worries about data privacy and adhering to regulations still hinder the availability and use of data, highlighting the difficulty of balancing innovation with ethical concerns.

인과성 인공지능(Causal AI) 시장 – 2030년까지의 세계 예측 12
causal-ai-market-impact

“By offering, software segment is expected to have the largest market share during the forecast period”

During the forecast period, the software segment is expected to have largest market share in the causal AI market by enabling organizations to leverage advanced causal inference capabilities for decision-making. Causal AI technology provides businesses with tools and platforms to discover cause and effect connections, going beyond traditional predictive analytics. This ability is increasingly crucial for companies looking to make well-informed decisions in complex, constantly changing environments. Software solutions can improve, customize, and integrate with existing systems to increase accessibility and flexibility in sectors such as healthcare, finance, retail, and manufacturing. Moreover, the quick advancement of AI platforms, cloud-based deployment choices, and easy-to-use interfaces has also increased the adoption of software. Businesses are using causal AI technology to improve operations, enhance customer interactions, and enhance risk management through analyzing data for actionable insights.

“By vertical, Healthcare & Life sciences is expected to register the fastest market growth rate during the forecast period.”

The healthcare and life sciences industry is forecasted to experience fast growth in the causal AI market as it holds promise for transforming personalized medicine, drug development, and enhancing patient care. Causal AI enables healthcare providers and researchers to uncover causal connections, resulting in improved comprehension of disease development, treatment efficacy, and overall health outcomes. This capacity improves clinical decision-making, minimizes trial-and-error in treatments, and speeds up drug development processes by recognizing influential factors affecting health conditions. Furthermore, in medical research, it is crucial for causal AI to analyze large datasets while considering confounding variables in order to understand causality instead of just correlation. Healthcare organizations are increasingly using causal AI to meet the growing need for predictive and prescriptive analytics in order to control costs, boost patient outcomes, and improve operational efficiency. Advancements in digitizing medical data, including electronic health records and wearable health devices, are also driving growth in the sector, creating opportunities for causal AI applications.

“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 is projected to be at the forefront of the casual AI market by 2024, as a result of its advanced technology, significant investments in AI R&D, and the major presence of key companies like Google, IBM, and Microsoft. The area has developed a strong atmosphere that supports the application of causal AI across sectors like healthcare, finance, and manufacturing, giving an advantage in competition. Additionally, its significant impact in the field is reinforced by top educational establishments and a dedication to fostering innovation. However, the Asia Pacific (APAC) area is expected to experience the most rapid expansion in the estimated period because of rapid digital transformation and growing enthusiasm for AI-driven solutions in nations like China, Japan, and India. The rapid growth of the region is fueled by the increasing embrace of AI in industries such as e-commerce, automotive production, and finance, combined with significant backing and funding for AI research from the government. Moreover, an increasing number of technology proficient individuals and the flourishing startup culture in APAC are leading to a demand for informal AI programs, positioning it as a rapidly growing sector in the times ahead.

인과성 인공지능(Causal AI) 시장 – 2030년까지의 세계 예측 region
causal-ai-market-region

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 Causal AI market.

  • By Company: Tier I – 17%, Tier II – 26%, and Tier III – 57%
  • By Designation: D-Level Executives – 47%, C-Level Executives – 19%, and others – 34%
  • By Region: North America – 45%, Europe – 20%, Asia Pacific – 24%, Middle East & Africa – 7%, and Latin America – 4%

The report includes the study of key players offering Causal AI solutions. It profiles major vendors in the Causal AI market. The major players in the Causal AI market include IBM (US), Google (US), Microsoft (US), Dynatrace (US), Cognizant (US), Logility (US), Datarobot (US), CausaLens (UK), Aitia (US), Taskade (US), Causely (US), Causaly (UK), Causality Link (US), Xplain data (Germany), Parabole.AI (US), Datma (US), Incrmntl (Israel), Scalnyx (France), Geminos (US), Data Poem (US), CausaAI (Netherlands), Causa (UK), Lifesight (US), Actable AI (UK), biotx.ai (Germany), Howso (US), VELDT (Japan), and CML Insight (US).

인과성 인공지능(Causal AI) 시장 – 2030년까지의 세계 예측 ecosystem
causal-ai-market-ecosystem

Research coverage

This research report categorizes the Causal AI Market by offering (software and services), by application (financial management, sales & customer management, operations & supply chain management, marketing & pricing management, and other applications), by vertical (BFSI, healthcare & life sciences, retail & e-commerce, manufacturing, transportation & logistics, media & entertainment, telecommunications, energy & utilities, and other verticals) 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 Causal AI 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 Causal AI market. Competitive analysis of upcoming startups in the Causal AI 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 Causal AI 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 Demand for Explainable AI in Regulated Industries, Growing demand for Robust Counterfactual Analysis, Surge in Demand for Predictive Maintenance and Root Cause Analysis, Shift from Predictive to Causal AI based Prescriptive Analytics), restraints (Lack of Standardized Tools and Frameworks for Causal Inference, High Computational Costs for Causal Modeling), opportunities (Causal AI in Precision Healthcare and Drug Discovery, Scalable Causal Inference APIs for Real-Time Applications     , Integrating Causal AI with IoT for Real-Time Decision Making), and challenges (Complexity of Causal Model Development and Interpretability, Data Quality and Availability for Causal Inference).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Causal AI market.
  • Market Development: Comprehensive information about lucrative markets – the report analyses the Causal AI market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the Causal AI market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like IBM (US), Google (US), Microsoft (US), Dynatrace (US), Cognizant (US), Logility (US), Datarobot (US), CausaLens (UK), Aitia (US), Taskade (US), Causely (US), Causaly (UK), Causality Link (US), Xplain data (Germany), Parabole.AI (US), Datma (US), Incrmntl (Israel), Scalnyx (France), Geminos (US), Data Poem (US), CausaAI (Netherlands), Causa (UK), Lifesight (US), Actable AI (UK), biotx.ai (Germany), Howso (US), VELDT (Japan), and CML Insight (US) among others in the Causal AI market. The report also helps stakeholders understand the pulse of the Causal AI market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1               INTRODUCTION              32

1.1           STUDY OBJECTIVES       32

1.2           MARKET DEFINITION   32

1.2.1        INCLUSIONS AND EXCLUSIONS 33

1.3           MARKET SCOPE                33

1.3.1        MARKET SEGMENTATION           34

1.3.2        YEARS CONSIDERED      36

1.4           CURRENCY CONSIDERED            37

1.5           STAKEHOLDERS               37

1.6           SUMMARY OF CHANGES               37

2               RESEARCH METHODOLOGY       39

2.1           RESEARCH DATA              39

2.1.1        SECONDARY DATA          40

2.1.2        PRIMARY DATA 40

2.1.2.1    Breakup of primary profiles                41

2.1.2.2    Key industry insights           41

2.2           MARKET BREAKUP AND DATA TRIANGULATION                 42

2.3           MARKET SIZE ESTIMATION         43

2.3.1        TOP-DOWN APPROACH                43

2.3.2        BOTTOM-UP APPROACH              44

2.4           MARKET FORECAST       47

2.5           RESEARCH ASSUMPTIONS           48

2.6           RESEARCH LIMITATIONS             50

3               EXECUTIVE SUMMARY  51

4               PREMIUM INSIGHTS       58

4.1           ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN CAUSAL AI MARKET        58

4.2           CAUSAL AI MARKET: TOP THREE APPLICATIONS                 59

4.3           NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION AND VERTICAL   59

4.4           CAUSAL AI 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 demand for explainable AI in regulated industries                 62

5.2.1.2    Growing demand for robust counterfactual analysis      63

5.2.1.3    Surge in demand for predictive maintenance and root cause analysis  63

5.2.1.4    Shift from predictive to causal AI-based prescriptive analytics                 63

5.2.2        RESTRAINTS      64

5.2.2.1    Lack of standardized tools and frameworks for causal inference                 64

5.2.2.2    High computational costs for causal modeling 64

5.2.3        OPPORTUNITIES              64

5.2.3.1    Causal AI in precision healthcare and drug discovery    64

5.2.3.2    Scalable causal inference APIs for real-time applications                 65

5.2.3.3    Integrating causal AI with IoT for real-time decision making                 65

5.2.4        CHALLENGES    65

5.2.4.1    Complexity of causal model development and interpretability                 65

5.2.4.2    Data quality and availability for causal inference             66

5.3           EVOLUTION OF CAUSAL AI         66

5.4           SUPPLY CHAIN ANALYSIS             68

5.5           ECOSYSTEM ANALYSIS  70

5.5.1        CAUSAL AI PLATFORM PROVIDERS         72

5.5.2        CAUSAL AI TOOL PROVIDERS    72

5.5.3        CAUSAL AI TOOLKITS AND APIS PROVIDERS      72

5.5.4        CAUSAL AI SERVICE PROVIDERS               72

5.6           INVESTMENT LANDSCAPE AND FUNDING SCENARIO                 72

5.7           IMPACT OF GENERATIVE AI IN CAUSAL AI MARKET                 74

5.7.1        ENHANCED DATA AVAILABILITY FOR CAUSAL ANALYSIS            75

5.7.2        STRESS TESTING OF CAUSAL MODELS  75

5.7.3        SUPPORT FOR COMPLEX MULTIVARIABLE ANALYSIS                 75

5.7.4        ACCELERATED MODEL DEVELOPMENT               75

5.7.5        BIAS REDUCTION FOR FAIRER OUTCOMES         75

5.7.6        DYNAMIC SIMULATIONS FOR CAUSAL TESTING                 76

5.8           PRICING ANALYSIS          76

5.8.1        PRICING DATA, BY OFFERING   76

5.8.2        PRICING DATA, BY APPLICATION            77

5.9           CASE STUDY ANALYSIS 78

5.9.1        CASE STUDY 1: DYNATRACE BOOSTS BMO’S DIGITAL EFFICIENCY WITH CAUSAL AI-POWERED INSIGHTS AND AUTOMATION  78

5.9.2        CASE STUDY 2: FINGERSOFT ACHIEVES DATA-DRIVEN MARKETING OPTIMIZATION WITH INCRMNTAL’S CAUSAL AI INSIGHTS            79

5.9.3        CASE STUDY 3: ACCELERATING FAULT DETECTION WITH CAUSAL AI FOR ENHANCED PRODUCT RELIABILITY IN MANUFACTURING          79

5.9.4        CASE STUDY 4: LEVERAGING CAUSAL AI FOR ENHANCED ROOT CAUSE ANALYSIS IN TRUMPF’S EQUIPMENT MAINTENANCE 80

5.9.5        CASE STUDY 5: CAUSA TECH ENHANCED OPERATIONAL EFFICIENCY FOR LEADING MANUFACTURING FIRM, STRENGTHENING SUPPLY CHAIN RESILIENCE  80

5.9.6        CASE STUDY 6: LIFESIGHT ADDRESSING KEY CHALLENGES IN MARKETING, ENHANCING EFFICIENCY AND SALES FOR DTC BEAUTY BRAND              81

5.10         TECHNOLOGY ANALYSIS             81

5.10.1      KEY TECHNOLOGIES     81

5.10.1.1  Causal inference algorithms                81

5.10.1.2  Explainable AI (XAI)           82

5.10.1.3  Structural equation modeling (SEM)                82

5.10.1.4  Bayesian networks                82

5.10.1.5  Causal graphs        83

5.10.2      COMPLEMENTARY TECHNOLOGIES       83

5.10.2.1  Machine learning 83

5.10.2.2  Reinforcement learning       83

5.10.2.3  Data engineering  84

5.10.2.4  Knowledge graphs                84

5.10.3      ADJACENT TECHNOLOGIES       84

5.10.3.1  Predictive analytics               84

5.10.3.2  Decision intelligence            85

5.10.3.3  Synthetic data generation    85

5.10.3.4  Natural language processing (NLP)  85

5.11         REGULATORY LANDSCAPE         86

5.11.1      REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             86

5.11.2      REGULATIONS: CAUSAL AI          90

5.11.2.1  North America      90

5.11.2.1.1                Blueprint for AI Bill of Rights (US)  90

5.11.2.1.2                Directive on Automated Decision-Making (Canada)                 91

5.11.2.2  Europe   91

5.11.2.2.1                UK AI Regulation White Paper          91

5.11.2.2.2                Gesetz zur Regulierung Künstlicher Intelligenz (AI Regulation Law – Germany)                92

5.11.2.2.3                Loi pour une République numérique (Digital Republic Act – France)         92

5.11.2.2.4                Codice in materia di protezione dei dati personali (Data Protection Code – Italy)      92

5.11.2.2.5                Ley de Servicios Digitales (Digital Services Act – Spain)                 93

5.11.2.2.6                Dutch Data Protection Authority (Autoriteit Persoonsgegevens) Guidelines           93

5.11.2.2.7                Swedish National Board of Trade AI Guidelines                 93

5.11.2.2.8                Danish Data Protection Agency (Datatilsynet) AI Recommendations                94

5.11.2.2.9                Artificial Intelligence 4.0 (AI 4.0) Program – Finland                 94

5.11.2.3  Asia Pacific            95

5.11.2.3.1                Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI) – India            95

5.11.2.3.2                Basic Act on Advancement of Utilizing Public and Private Sector Data & AI Guidelines – Japan   95

5.11.2.3.3                New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines – China 95

5.11.2.3.4                Framework Act on Intelligent Informatization – South Korea      96

5.11.2.3.5                AI Ethics Framework (Australia) & AI Strategy (New Zealand) 96

5.11.2.3.6                Model AI Governance Framework – Singapore                 97

5.11.2.3.7                National AI Framework – Malaysia    97

5.11.2.3.8                National AI Roadmap – Philippines  97

5.11.2.4  Middle East & Africa            98

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

5.11.2.4.2                UAE National AI Strategy 2031         98

5.11.2.4.3                Qatar National AI Strategy 98

5.11.2.4.4                National Artificial Intelligence Strategy (2021–2025) – Turkey    99

5.11.2.4.5                African Union (AU) AI Framework  99

5.11.2.4.6                Egyptian Artificial Intelligence Strategy            100

5.11.2.4.7                Kuwait National Development Plan (New Kuwait Vision 2035)          100

5.11.2.5  Latin America       101

5.11.2.5.1                Brazilian General Data Protection Law (LGPD)                 101

5.11.2.5.2                Federal Law on Protection of Personal Data Held by Private Parties – Mexico      101

5.11.2.5.3                Argentina Personal Data Protection Law (PDPL) & AI Ethics Framework 101

5.11.2.5.4                Chilean Data Protection Law & National AI Policy                 102

5.11.2.5.5                Colombian Data Protection Law (Law 1581) & AI Ethics Guidelines 102

5.11.2.5.6                Peruvian Personal Data Protection Law & National AI Strategy  103

5.12         PATENT ANALYSIS          103

5.12.1      METHODOLOGY              103

5.12.2      PATENTS FILED, BY DOCUMENT TYPE  103

5.12.3      INNOVATION AND PATENT APPLICATIONS        104

5.13         KEY CONFERENCES AND EVENTS (2024–2025)     108

5.14         PORTER’S FIVE FORCES ANALYSIS           108

5.14.1      THREAT OF NEW ENTRANTS      110

5.14.2      THREAT OF SUBSTITUTES          110

5.14.3      BARGAINING POWER OF SUPPLIERS       110

5.14.4      BARGAINING POWER OF BUYERS             110

5.14.5      INTENSITY OF COMPETITIVE RIVALRY 110

5.15         KEY STAKEHOLDERS & BUYING CRITERIA            111

5.15.1      KEY STAKEHOLDERS IN BUYING PROCESS           111

5.15.2      BUYING CRITERIA           112

5.16         TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS            113

6               CAUSAL AI MARKET, BY OFFERING         114

6.1           INTRODUCTION              115

6.1.1        OFFERING: CAUSAL AI MARKET DRIVERS             115

6.2           SOFTWARE         116

6.2.1        RISING DEMAND FOR DATA-DRIVEN DECISIONS DRIVES GROWTH IN INDUSTRY-SPECIFIC CAUSAL AI SOFTWARE         116

6.2.2        CAUSAL AI PLATFORMS                117

6.2.3        CAUSAL AI SOLUTIONS 118

6.2.3.1    Causal discovery   120

6.2.3.2    Causal modeling   121

6.2.3.3    Decision intelligence            122

6.2.3.4    Root-cause analysis              123

6.2.3.5    Causal AI APIs     124

6.2.3.6    Software development kits  125

6.3           SERVICES             126

6.3.1        CAUSAL AI SERVICES ENABLE BUSINESSES TO PREDICT IMPACT OF POTENTIAL CHANGES AND MAKE PROACTIVE ADJUSTMENTS 126

6.3.1.1    Consulting services               127

6.3.1.2    Deployment & integration services   128

6.3.1.3    Training, support & maintenance services       129

7               CAUSAL AI MARKET, BY APPLICATION  131

7.1           INTRODUCTION              132

7.1.1        APPLICATION: CAUSAL AI MARKET DRIVERS     132

7.2           FINANCIAL MANAGEMENT         134

7.2.1        CAUSAL AI IMPROVES REGULATORY COMPLIANCE AND FOSTERS AGILE FINANCIAL MANAGEMENT IN ORGANIZATIONS                 134

7.2.2        FACTOR INVESTING       135

7.2.3        PORTFOLIO SIMULATION           136

7.2.4        INVESTMENT ANALYSIS                137

7.2.5        OTHER FINANCIAL MANAGEMENT APPLICATIONS                 138

7.3           SALES & CUSTOMER MANAGEMENT       139

7.3.1        CAUSAL AI HELPS ORGANIZATIONS IDENTIFY KEY DRIVERS OF CUSTOMER ACTIONS BY ANALYZING CAUSAL RELATIONSHIPS BETWEEN FACTORS     139

7.3.2        CHURN PREDICTION & PREVENTION    140

7.3.3        CUSTOMER SEGMENTATION     141

7.3.4        CUSTOMER LIFETIME VALUE (CLV) PREDICTION                 142

7.3.5        CUSTOMER EXPERIENCE OPTIMIZATION            143

7.3.6        PERSONALIZED RECOMMENDATIONS  144

7.3.7        OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS 145

7.4           OPERATIONS & SUPPLY CHAIN MANAGEMENT 147

7.4.1       CAUSAL AI ENABLES BUSINESSES OPTIMIZE PROCESSES, PREDICT DISRUPTIONS, AND MAKE DATA-DRIVEN DECISIONS TO ENHANCE EFFICIENCY           147

7.4.2        BOTTLENECK REMEDIATION    148

7.4.3        PREDICTIVE MAINTENANCE      149

7.4.4        REAL-TIME FAILURE RESPONSE                150

7.4.5        INVENTORY MANAGEMENT       151

7.4.6        OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS 152

7.5           MARKETING & PRICING MANAGEMENT                153

7.5.1        CAUSAL AI HELPS BUSINESSES MAKE DATA-DRIVEN DECISIONS TO BOOST PROFITABILITY AND GAIN COMPETITIVE EDGE IN RAPIDLY CHANGING MARKET  153

7.5.2        MARKETING CHANNEL OPTIMIZATION                154

7.5.3        PRICE ELASTICITY MODELING 155

7.5.4        PROMOTIONAL IMPACT ANALYSIS         156

7.5.5        COMPETITIVE PRICING ANALYSIS           157

7.5.6        OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS 158

7.6           OTHER APPLICATIONS 159

8               CAUSAL AI MARKET, BY VERTICAL          161

8.1           INTRODUCTION              162

8.1.1        VERTICAL: CAUSAL AI MARKET DRIVERS              162

8.2           BFSI       164

8.2.1        CAUSAL AI RESHAPE BFSI PRACTICES, SETTING NEW STANDARDS FOR CUSTOMER-CENTRIC SERVICE DELIVERY IN FINANCIAL ECOSYSTEMS             164

8.2.2        BFSI: USE CASES                165

8.3           HEALTHCARE & LIFE SCIENCES 166

8.3.1        CAUSAL AI GUIDES POLICIES OR PUBLIC HEALTH INTERVENTIONS, LEADING TO EFFECTIVE HEALTH PROGRAMS                 166

8.3.2        HEALTHCARE & LIFE SCIENCES: USE CASES         166

8.4           RETAIL & E-COMMERCE                167

8.4.1        BUSINESSES USING CAUSAL AI FOR ANALYZING FINANCIAL IMPACT, PROVIDING DATA-BACKED INSIGHTS ON DECISIONS         167

8.4.2        RETAIL & E-COMMERCE: USE CASES       168

8.5           MANUFACTURING          169

8.5.1        CAUSAL AI ENABLES DEEPER INSIGHTS INTO CAUSE-AND-EFFECT RELATIONSHIPS IN PRODUCTION PROCESSES, REVOLUTIONIZING MANUFACTURING 169

8.5.2        MANUFACTURING: USE CASES  170

8.6           TRANSPORTATION & LOGISTICS              171

8.6.1        CAUSAL AI ENHANCING INVENTORY MANAGEMENT, ROUTE PLANNING, AND OVERALL OPERATIONAL EFFICIENCY, REDUCING DOWNTIME AND COSTS       171

8.6.2        TRANSPORTATION & LOGISTICS: USE CASES     171

8.7           MEDIA & ENTERTAINMENT        172

8.7.1        CAUSAL AI PROVIDES DEEPER INSIGHTS INTO CONTENT CREATION AND AUDIENCE ENGAGEMENT   172

8.7.2        MEDIA & ENTERTAINMENT: USE CASES                 173

8.8           TELECOMMUNICATIONS             174

8.8.1        TELECOM COMPANIES UTILIZING CAUSAL AI TO IDENTIFY SPECIFIC FACTORS CONTRIBUTING TO CUSTOMER DISSATISFACTION          174

8.8.2        TELECOMMUNICATIONS: USE CASES     174

8.9           ENERGY & UTILITIES     175

8.9.1        CAUSAL AI OPTIMIZES ENERGY PRODUCTION, ALLOWING MORE EFFICIENT SCHEDULING AND OPERATION OF PLANTS         175

8.9.2        ENERGY & UTILITIES: USE CASES              176

8.10         OTHER VERTICALS         177

9               CAUSAL AI MARKET, BY REGION               179

9.1           INTRODUCTION              180

9.2           NORTH AMERICA             182

9.2.1        NORTH AMERICA: CAUSAL AI MARKET DRIVERS                 182

9.2.2        NORTH AMERICA: MACROECONOMIC OUTLOOK                 183

9.2.3        US           192

9.2.3.1    Need for advanced analytics that determine cause-and-effect relationships to drive market               192

9.2.4        CANADA               193

9.2.4.1    Use of causal AI to enhance everything from supply chain operations to personalized marketing strategies to drive market  193

9.3           EUROPE               194

9.3.1        EUROPE: CAUSAL AI MARKET DRIVERS 194

9.3.2        EUROPE: MACROECONOMIC OUTLOOK               195

9.3.3        UK          203

9.3.3.1    Advancements in machine learning, data analytics, and artificial intelligence technologies to drive market         203

9.3.4        GERMANY           204

9.3.4.1    Investment in AI research through initiatives to drive market                 204

9.3.5        FRANCE                205

9.3.5.1    French AI startups attracting significant investment to scale their AI-driven platforms to drive market  205

9.3.6        REST OF EUROPE             206

9.4           ASIA PACIFIC     207

9.4.1        ASIA PACIFIC: CAUSAL AI MARKET DRIVERS       208

9.4.2        ASIA PACIFIC: MACROECONOMIC OUTLOOK     208

9.4.3        CHINA  218

9.4.3.1    China’s strong commitment to becoming world leader in AI to drive market          218

9.4.4        INDIA    219

9.4.4.1    Advancements in causal AI by Indian tech firms and academia, supported by collaborations and government initiatives, to drive market                 219

9.4.5        JAPAN   220

9.4.5.1    Industries leveraging causal AI to optimize operations and create more adaptive systems to drive market             220

9.4.6        SOUTH KOREA  221

9.4.6.1    Partnerships with global AI firms to create more advanced causal inference algorithms to drive market 221

9.4.7        ASEAN  222

9.4.7.1    Integration of causal AI into diverse sectors to drive market                 222

9.4.8        REST OF ASIA PACIFIC   223

9.5           MIDDLE EAST & AFRICA                224

9.5.1        MIDDLE EAST & AFRICA: CAUSAL AI MARKET DRIVERS                 224

9.5.2        MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK                 225

9.5.3        SAUDI ARABIA  233

9.5.3.1    Leveraging causal models to enhance predictive capabilities, optimize resource allocation, and improve operational efficiencies to drive market    233

9.5.4        UAE        234

9.5.4.1    Prioritization of AI across development strategies to drive market                 234

9.5.5        SOUTH AFRICA 235

9.5.5.1    Startups using causal AI to improve financial inclusion to drive market    235

9.5.6        REST OF MIDDLE EAST 236

9.6           LATIN AMERICA                237

9.6.1        LATIN AMERICA: CAUSAL AI MARKET DRIVERS 238

9.6.2        LATIN AMERICA: MACROECONOMIC OUTLOOK                 238

9.6.3        BRAZIL 247

9.6.3.1    Growing demand for advanced analytics and decision-making tools across sectors to drive market   247

9.6.4        MEXICO                248

9.6.4.1    Causal AI to play pivotal role in reshaping technological landscape and business strategies      248

9.6.5        REST OF LATIN AMERICA             249

10            COMPETITIVE LANDSCAPE         250

10.1         OVERVIEW          250

10.2         KEY PLAYER STRATEGIES/RIGHT TO WIN            250

10.3         REVENUE ANALYSIS       252

10.4         MARKET SHARE ANALYSIS           253

10.4.1      MARKET SHARE OF KEY PLAYERS OFFERING CAUSAL AI                 253

10.4.1.1  Market Ranking Analysis    254

10.5         PRODUCT COMPARATIVE ANALYSIS      256

10.5.1      DECISIONOS PLATFORM (CAUSALENS) 256

10.5.2      CAUSAL REASONING PLATFORM (CAUSELY)      256

10.5.3      LIFESIGHT PLATFORM (LIFESIGHT)       257

10.5.4      CAUSALITY ENGINE, COGNIZANT CAUSALITY SERVICE (COGNIZANT)   257

10.5.5      DYNATRACE PLATFORM (DYNATRACE)                257

10.6         COMPANY VALUATION AND FINANCIAL METRICS                 257

10.7         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023                 258

10.7.1      STARS   258

10.7.2      EMERGING LEADERS     258

10.7.3      PERVASIVE PLAYERS      259

10.7.4      PARTICIPANTS 259

10.7.5      COMPANY FOOTPRINT: KEY PLAYERS, 2023         260

10.7.5.1  Company footprint               260

10.7.5.2  Regional footprint                 260

10.7.5.3  Offering footprint 261

10.7.5.4  Application footprint            261

10.7.5.5  Vertical footprint  262

10.8         COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023        263

10.8.1      PROGRESSIVE COMPANIES         263

10.8.2      RESPONSIVE COMPANIES            263

10.8.3      DYNAMIC COMPANIES  263

10.8.4      STARTING BLOCKS         263

10.8.5      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023                 265

10.8.5.1  Detailed list of key startups/SMEs    265

10.8.5.2  Competitive benchmarking of key startups/SMEs          266

10.9         COMPETITIVE SCENARIO AND TRENDS                267

10.9.1      PRODUCT LAUNCHES AND ENHANCEMENTS    267

10.9.2      DEALS  268

11            COMPANY PROFILES      270

11.1         INTRODUCTION              270

11.2         KEY PLAYERS     270

11.2.1      GOOGLE              270

11.2.1.1  Business overview 270

11.2.1.2  Products/Solutions/Services offered 271

11.2.1.3  Recent developments           272

11.2.1.3.1                Product launches & enhancements    272

11.2.1.3.2                Deals      272

11.2.1.4  MnM view              272

11.2.1.4.1                Key strengths        272

11.2.1.4.2                Strategic choices   273

11.2.1.4.3                Weaknesses and competitive threats 273

11.2.2      IBM        274

11.2.2.1  Business overview 274

11.2.2.2  Products/Solutions/Services offered 275

11.2.2.3  Recent developments           276

11.2.2.3.1                Product launches & enhancements    276

11.2.2.4  MnM view              276

11.2.2.4.1                Key strengths        276

11.2.2.4.2                Strategic choices   276

11.2.2.4.3                Weaknesses and competitive threats 276

11.2.3      MICROSOFT       277

11.2.3.1  Business overview 277

11.2.3.2  Products/Solutions/Services offered 278

11.2.3.3  Recent developments           279

11.2.3.3.1                Product launches & enhancements    279

11.2.3.4  MnM view              279

11.2.3.4.1                Key strengths        279

11.2.3.4.2                Strategic choices   279

11.2.3.4.3                Weaknesses and competitive threats 279

11.2.4      DYNATRACE      280

11.2.4.1  Business overview 280

11.2.4.2  Products/Solutions/Services offered 281

11.2.4.3  Recent developments           282

11.2.4.3.1                Product launches & enhancements    282

11.2.4.3.2                Deals      282

11.2.4.4  MnM view              283

11.2.4.4.1                Key strengths        283

11.2.4.4.2                Strategic choices   283

11.2.4.4.3                Weaknesses and competitive threats 283

11.2.5      COGNIZANT      284

11.2.5.1  Business overview 284

11.2.5.2  Products/Solutions/Services offered 285

11.2.5.3  Recent developments           286

11.2.5.3.1                Product launches & enhancements    286

11.2.5.4  MnM View             286

11.2.5.4.1                Key strengths        286

11.2.5.4.2                Strategic choices   286

11.2.5.4.3                Weaknesses and competitive threats 286

11.2.6      LOGILITY            287

11.2.6.1  Business overview 287

11.2.6.2  Products/Solutions/Services offered 288

11.2.6.3  Recent developments           289

11.2.6.3.1                Deals      289

11.2.7      DATAROBOT     290

11.2.7.1  Business overview 290

11.2.7.2  Products/Solutions/Services offered 290

11.2.8      CAUSALENS        291

11.2.8.1  Business overview 291

11.2.8.2  Products/Solutions/Services offered 291

11.2.8.3  Recent developments           292

11.2.8.3.1                Product launches & enhancements    292

11.2.8.3.2                Deals      292

11.2.9      DATA POEM       293

11.2.10   LIFESIGHT          293

11.2.11   AITIA     294

11.2.12   CAUSALY             294

11.3         STARTUPS/SMES              295

11.3.1      CAUSALITY LINK              295

11.3.1.1  Business overview 295

11.3.1.2  Products/Solutions/Services offered 295

11.3.1.3  Recent developments           296

11.3.1.3.1                Product launches & enhancements    296

11.3.1.3.2                Deals      296

11.3.2      TASKADE             297

11.3.2.1  Business overview 297

11.3.2.2  Products/Solutions/Services offered 297

11.3.2.3  Recent developments           298

11.3.2.3.1                Product launches & enhancements    298

11.3.3      CAUSELY              299

11.3.4      XPLAIN DATA    299

11.3.5      PARABOLE.AI    300

11.3.6      DATMA 301

11.3.7      INCRMNTAL       302

11.3.8      SCALNYX              303

11.3.9      GEMINOS            304

11.3.10   CAUSAI 305

11.3.11   CAUSA  305

11.3.12   ACTABLE AI        306

11.3.13   BIOTX.AI              306

11.3.14   HOWSO                307

11.3.15   VELDT  307

11.3.16   CML INSIGHT    308

12            ADJACENT AND RELATED MARKETS      309

12.1         INTRODUCTION              309

12.2         ARTIFICIAL INTELLIGENCE (AI) MARKET – GLOBAL FORECAST TO 2030          309

12.2.1      MARKET DEFINITION   309

12.2.2      MARKET OVERVIEW       309

12.2.2.1  Artificial intelligence market, by offering         310

12.2.2.2  Artificial intelligence market, by business function        311

12.2.2.3  Artificial intelligence market, by technology    312

12.2.2.4  Artificial intelligence market, by vertical          313

12.2.2.5  Artificial intelligence market, by region            315

12.3         AI GOVERNANCE MARKET– GLOBAL FORECAST TO 2030                 316

12.3.1      MARKET DEFINITION   316

12.3.2      MARKET OVERVIEW       316

12.3.2.1  AI governance market, by product type            317

12.3.2.2  AI governance market, by functionality            318

12.3.2.3  AI governance market, by end user   319

12.3.2.4  AI governance market, by region       320

13            APPENDIX           322

13.1         DISCUSSION GUIDE        322

13.2         KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL                328

13.3         CUSTOMIZATION OPTIONS        330

13.4         RELATED REPORTS         330

13.5         AUTHOR DETAILS           331

LIST OF TABLES

TABLE 1                CAUSAL AI MARKET DETAILED SEGMENTATION              35

TABLE 2                UNITED STATES DOLLAR EXCHANGE RATE, 2019–2023              37

TABLE 3                PRIMARY INTERVIEWS  40

TABLE 4                FACTOR ANALYSIS          47

TABLE 5                GLOBAL CAUSAL AI MARKET SIZE AND GROWTH RATE,

2019–2023 (USD THOUSAND, Y-O-Y %)   53

TABLE 6                GLOBAL CAUSAL AI MARKET SIZE AND GROWTH RATE,

2024–2030 (USD THOUSAND, Y-O-Y %)   53

TABLE 7                CAUSAL AI MARKET: ECOSYSTEM            70

TABLE 8                PRICING DATA OF CAUSAL AI, BY OFFERING                 77

TABLE 9                PRICING DATA OF CAUSAL AI, BY APPLICATION                 78

TABLE 10              NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             86

TABLE 11              EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 87

TABLE 12              ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 89

TABLE 13              MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             89

TABLE 14             LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 90

TABLE 15              PATENTS FILED, 2015–2024           103

TABLE 16              LIST OF FEW PATENTS IN CAUSAL AI MARKET, 2022–2024              105

TABLE 17              CAUSAL AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025       108

TABLE 18              PORTERS’ FIVE FORCES’ IMPACT ON CAUSAL AI MARKET               109

TABLE 19              INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS  111

TABLE 20              KEY BUYING CRITERIA FOR TOP THREE END USERS   112

TABLE 21              CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)           116

TABLE 22              CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)           116

TABLE 23              SOFTWARE: CAUSAL AI MARKET, BY TYPE, 2019–2023 (USD THOUSAND) 117

TABLE 24              SOFTWARE: CAUSAL AI MARKET, BY TYPE, 2024–2030 (USD THOUSAND) 117

TABLE 25              CAUSAL AI PLATFORMS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      118

TABLE 26              CAUSAL AI PLATFORMS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      118

TABLE 27              CAUSAL AI SOLUTIONS: CAUSAL AI MARKET, BY TYPE,

2019–2023 (USD THOUSAND)      119

TABLE 28              CAUSAL AI SOLUTIONS: CAUSAL AI MARKET, BY TYPE,

2024–2030 (USD THOUSAND)      119

TABLE 29              CAUSAL DISCOVERY: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      120

TABLE 30              CAUSAL DISCOVERY: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      120

TABLE 31              CAUSAL MODELING: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      121

TABLE 32              CAUSAL MODELING: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      121

TABLE 33              DECISION INTELLIGENCE: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      122

TABLE 34              DECISION INTELLIGENCE: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      122

TABLE 35              ROOT-CAUSE ANALYSIS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      123

TABLE 36              ROOT-CAUSE ANALYSIS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      123

TABLE 37              CAUSAL AI APIS: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)   124

TABLE 38              CAUSAL AI APIS: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)   124

TABLE 39              SOFTWARE DEVELOPMENT KITS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      125

TABLE 40              SOFTWARE DEVELOPMENT KITS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      125

TABLE 41              SERVICES: CAUSAL AI MARKET, BY TYPE, 2019–2023 (USD THOUSAND) 126

TABLE 42              SERVICES: CAUSAL AI MARKET, BY TYPE, 2024–2030 (USD THOUSAND) 127

TABLE 43              CONSULTING SERVICES: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      127

TABLE 44              CONSULTING SERVICES: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      128

TABLE 45              DEPLOYMENT & INTEGRATION SERVICES: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      128

TABLE 46              DEPLOYMENT & INTEGRATION SERVICES: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      129

TABLE 47              TRAINING, SUPPORT & MAINTENANCE SERVICES: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)      129

TABLE 48              TRAINING, SUPPORT & MAINTENANCE SERVICES: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)      130

TABLE 49              CAUSAL AI MARKET, BY APPLICATION, 2019–2023 (USD THOUSAND) 133

TABLE 50              CAUSAL AI MARKET, BY APPLICATION, 2024–2030 (USD THOUSAND) 134

TABLE 51             FINANCIAL MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2019–2023 (USD THOUSAND)      135

TABLE 52             FINANCIAL MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2024–2030 (USD THOUSAND)      135

TABLE 53              FACTOR INVESTING: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      136

TABLE 54              FACTOR INVESTING: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      136

TABLE 55              PORTFOLIO SIMULATION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      137

TABLE 56              PORTFOLIO SIMULATION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      137

TABLE 57              INVESTMENT ANALYSIS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      138

TABLE 58              INVESTMENT ANALYSIS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      138

TABLE 59              OTHER FINANCIAL MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)           139

TABLE 60              OTHER FINANCIAL MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)           139

TABLE 61              SALES & CUSTOMER MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2019–2023 (USD THOUSAND)      140

TABLE 62              SALES & CUSTOMER MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2024–2030 (USD THOUSAND)      140

TABLE 63              CHURN PREDICTION & PREVENTION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      141

TABLE 64              CHURN PREDICTION & PREVENTION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      141

TABLE 65              CUSTOMER SEGMENTATION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      142

TABLE 66              CUSTOMER SEGMENTATION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      142

TABLE 67              CUSTOMER LIFETIME VALUE (CLV) PREDICTION: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)      143

TABLE 68              CUSTOMER LIFETIME VALUE (CLV) PREDICTION: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)      143

TABLE 69              CUSTOMER EXPERIENCE OPTIMIZATION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      144

TABLE 70              CUSTOMER EXPERIENCE OPTIMIZATION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      144

TABLE 71              PERSONALIZED RECOMMENDATIONS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      145

TABLE 72              PERSONALIZED RECOMMENDATIONS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      145

TABLE 73              OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)           146

TABLE 74              OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)           146

TABLE 75              OPERATIONS & SUPPLY CHAIN MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2019–2023 (USD THOUSAND)                 147

TABLE 76              OPERATIONS & SUPPLY CHAIN MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2024–2030 (USD THOUSAND)                 148

TABLE 77              BOTTLENECK REMEDIATION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      148

TABLE 78              BOTTLENECK REMEDIATION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      149

TABLE 79              PREDICTIVE MAINTENANCE: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      149

TABLE 80              PREDICTIVE MAINTENANCE: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      150

TABLE 81              REAL-TIME FAILURE RESPONSE: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      150

TABLE 82              REAL-TIME FAILURE RESPONSE: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      151

TABLE 83              INVENTORY MANAGEMENT: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      151

TABLE 84              INVENTORY MANAGEMENT: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      152

TABLE 85              OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS:

CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)                 152

TABLE 86              OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS:

CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)                 153

TABLE 87              MARKETING & PRICING MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2019–2023 (USD THOUSAND)      154

TABLE 88              MARKETING & PRICING MANAGEMENT: CAUSAL AI MARKET, BY TYPE,

2024–2030 (USD THOUSAND)      154

TABLE 89              MARKETING CHANNEL OPTIMIZATION: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      155

TABLE 90              MARKETING CHANNEL OPTIMIZATION: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      155

TABLE 91              PRICE ELASTICITY MODELING: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      156

TABLE 92              PRICE ELASTICITY MODELING: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      156

TABLE 93              PROMOTIONAL IMPACT ANALYSIS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)    157

TABLE 94              PROMOTIONAL IMPACT ANALYSIS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      157

TABLE 95              COMPETITIVE PRICING ANALYSIS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      158

TABLE 96              COMPETITIVE PRICING ANALYSIS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      158

TABLE 97              OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)           159

TABLE 98              OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)           159

TABLE 99              OTHER APPLICATIONS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      160

TABLE 100            OTHER APPLICATIONS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      160

TABLE 101            CAUSAL AI MARKET, BY VERTICAL, 2019–2023 (USD THOUSAND)           163

TABLE 102            CAUSAL AI MARKET, BY VERTICAL, 2024–2030 (USD THOUSAND)           164

TABLE 103            BFSI: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)           165

TABLE 104            BFSI: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)           165

TABLE 105            HEALTHCARE & LIFE SCIENCES: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      167

TABLE 106            HEALTHCARE & LIFE SCIENCES: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      167

TABLE 107            RETAIL & E-COMMERCE: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      168

TABLE 108            RETAIL & E-COMMERCE: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      169

TABLE 109            MANUFACTURING: CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)   170

TABLE 110            MANUFACTURING: CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)   170

TABLE 111            TRANSPORTATION & LOGISTICS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      172

TABLE 112            TRANSPORTATION & LOGISTICS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      172

TABLE 113            MEDIA & ENTERTAINMENT: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      173

TABLE 114            MEDIA & ENTERTAINMENT: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      174

TABLE 115            TELECOMMUNICATIONS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      175

TABLE 116            TELECOMMUNICATIONS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      175

TABLE 117            ENERGY & UTILITIES: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      176

TABLE 118            ENERGY & UTILITIES: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      177

TABLE 119            OTHER VERTICALS: CAUSAL AI MARKET, BY REGION,

2019–2023 (USD THOUSAND)      177

TABLE 120            OTHER VERTICALS: CAUSAL AI MARKET, BY REGION,

2024–2030 (USD THOUSAND)      178

TABLE 121            CAUSAL AI MARKET, BY REGION, 2019–2023 (USD THOUSAND)           181

TABLE 122            CAUSAL AI MARKET, BY REGION, 2024–2030 (USD THOUSAND)           182

TABLE 123            NORTH AMERICA: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      184

TABLE 124            NORTH AMERICA: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      185

TABLE 125            NORTH AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2019–2023 (USD THOUSAND)      185

TABLE 126            NORTH AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2024–2030 (USD THOUSAND)      185

TABLE 127            NORTH AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2019–2023 (USD THOUSAND)      186

TABLE 128            NORTH AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2024–2030 (USD THOUSAND)      186

TABLE 129            NORTH AMERICA: CAUSAL AI MARKET, BY SERVICE, 2019–2023 (USD THOUSAND)  186

TABLE 130            NORTH AMERICA: CAUSAL AI MARKET, BY SERVICE, 2024–2030 (USD THOUSAND)  187

TABLE 131            NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION,

2019–2023 (USD THOUSAND)      187

TABLE 132            NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION,

2024–2030 (USD THOUSAND)      187

TABLE 133            NORTH AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2019–2023 (USD THOUSAND)      188

TABLE 134            NORTH AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2024–2030 (USD THOUSAND)      188

TABLE 135            NORTH AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019–2023 (USD THOUSAND)      188

TABLE 136            NORTH AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024–2030 (USD THOUSAND)      189

TABLE 137            NORTH AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019–2023 (USD THOUSAND)      189

TABLE 138            NORTH AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024–2030 (USD THOUSAND)      190

TABLE 139            NORTH AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019–2023 (USD THOUSAND)      190

TABLE 140            NORTH AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024–2030 (USD THOUSAND)      190

TABLE 141            NORTH AMERICA: CAUSAL AI MARKET, BY VERTICAL,

2019–2023 (USD THOUSAND)      191

TABLE 142            NORTH AMERICA: CAUSAL AI MARKET, BY VERTICAL,

2024–2030 (USD THOUSAND)      191

TABLE 143            NORTH AMERICA: CAUSAL AI MARKET, BY COUNTRY,

2019–2023 (USD THOUSAND)      192

TABLE 144            NORTH AMERICA: CAUSAL AI MARKET, BY COUNTRY,

2024–2030 (USD THOUSAND)      192

TABLE 145            US: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND) 193

TABLE 146            US: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND) 193

TABLE 147            CANADA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      194

TABLE 148            CANADA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      194

TABLE 149            EUROPE: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      195

TABLE 150            EUROPE: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      195

TABLE 151            EUROPE: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019–2023 (USD THOUSAND)         196

TABLE 152            EUROPE: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024–2030 (USD THOUSAND)         196

TABLE 153            EUROPE: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2019–2023 (USD THOUSAND)      196

TABLE 154            EUROPE: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2024–2030 (USD THOUSAND)      197

TABLE 155            EUROPE: CAUSAL AI MARKET, BY SERVICE, 2019–2023 (USD THOUSAND) 197

TABLE 156            EUROPE: CAUSAL AI MARKET, BY SERVICE, 2024–2030 (USD THOUSAND) 197

TABLE 157          EUROPE: CAUSAL AI MARKET, BY APPLICATION, 2019–2023 (USD THOUSAND)      198

TABLE 158          EUROPE: CAUSAL AI MARKET, BY APPLICATION, 2024–2030 (USD THOUSAND)      198

TABLE 159            EUROPE: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2019–2023 (USD THOUSAND)      198

TABLE 160            EUROPE: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2024–2030 (USD THOUSAND)      199

TABLE 161            EUROPE: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT,

2019–2023 (USD THOUSAND)      199

TABLE 162            EUROPE: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT,

2024–2030 (USD THOUSAND)      200

TABLE 163            EUROPE: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019–2023 (USD THOUSAND)                 200

TABLE 164            EUROPE: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024–2030 (USD THOUSAND)                 201

TABLE 165            EUROPE: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT,

2019–2023 (USD THOUSAND)      201

TABLE 166            EUROPE: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT,

2024–2030 (USD THOUSAND)      201

TABLE 167            EUROPE: CAUSAL AI MARKET, BY VERTICAL, 2019–2023 (USD THOUSAND)      202

TABLE 168            EUROPE: CAUSAL AI MARKET, BY VERTICAL, 2024–2030 (USD THOUSAND)      202

TABLE 169            EUROPE: CAUSAL AI MARKET, BY COUNTRY, 2019–2023 (USD THOUSAND)      203

TABLE 170            EUROPE: CAUSAL AI MARKET, BY COUNTRY, 2024–2030 (USD THOUSAND)      203

TABLE 171            UK: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND) 204

TABLE 172            UK: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND) 204

TABLE 173            GERMANY: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      205

TABLE 174            GERMANY: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      205

TABLE 175            FRANCE: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      206

TABLE 176            FRANCE: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      206

TABLE 177            REST OF EUROPE: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      207

TABLE 178            REST OF EUROPE: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      207

TABLE 179            ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)               209

TABLE 180            ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)               210

TABLE 181            ASIA PACIFIC: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2019–2023 (USD THOUSAND)      210

TABLE 182            ASIA PACIFIC: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2024–2030 (USD THOUSAND)      210

TABLE 183            ASIA PACIFIC: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2019–2023 (USD THOUSAND)      210

TABLE 184            ASIA PACIFIC: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2024–2030 (USD THOUSAND)      211

TABLE 185            ASIA PACIFIC: CAUSAL AI MARKET, BY SERVICE, 2019–2023 (USD THOUSAND)      211

TABLE 186            ASIA PACIFIC: CAUSAL AI MARKET, BY SERVICE, 2024–2030 (USD THOUSAND)      211

TABLE 187            ASIA PACIFIC: CAUSAL AI MARKET, BY APPLICATION, 2019–2023 (USD THOUSAND)       212

TABLE 188            ASIA PACIFIC: CAUSAL AI MARKET, BY APPLICATION, 2024–2030 (USD THOUSAND)       212

TABLE 189            ASIA PACIFIC: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2019–2023 (USD THOUSAND)      212

TABLE 190            ASIA PACIFIC: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2024–2030 (USD THOUSAND)      213

TABLE 191            ASIA PACIFIC: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019–2023 (USD THOUSAND)                 213

TABLE 192            ASIA PACIFIC: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024–2030 (USD THOUSAND)                 214

TABLE 193            ASIA PACIFIC: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019–2023 (USD THOUSAND)      214

TABLE 194            ASIA PACIFIC: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024–2030 (USD THOUSAND)      215

TABLE 195            ASIA PACIFIC: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019–2023 (USD THOUSAND)      215

TABLE 196            ASIA PACIFIC: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024–2030 (USD THOUSAND)      216

TABLE 197            ASIA PACIFIC: CAUSAL AI MARKET, BY VERTICAL, 2019–2023 (USD THOUSAND)                216

TABLE 198            ASIA PACIFIC: CAUSAL AI MARKET, BY VERTICAL, 2024–2030 (USD THOUSAND)                217

TABLE 199            ASIA PACIFIC: CAUSAL AI MARKET, BY COUNTRY, 2019–2023 (USD THOUSAND)               217

TABLE 200            ASIA PACIFIC: CAUSAL AI MARKET, BY COUNTRY, 2024–2030 (USD THOUSAND)               218

TABLE 201            CHINA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      218

TABLE 202            CHINA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      219

TABLE 203            INDIA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND) 219

TABLE 204            INDIA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND) 220

TABLE 205            JAPAN: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND) 220

TABLE 206            JAPAN: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND) 221

TABLE 207            SOUTH KOREA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)               221

TABLE 208            SOUTH KOREA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)               222

TABLE 209            ASEAN: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      222

TABLE 210            ASEAN: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      223

TABLE 211            REST OF ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      223

TABLE 212            REST OF ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      224

TABLE 213            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      225

TABLE 214            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      225

TABLE 215            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2019–2023 (USD THOUSAND)      226

TABLE 216            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2024–2030 (USD THOUSAND)      226

TABLE 217            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2019–2023 (USD THOUSAND)      226

TABLE 218            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2024–2030 (USD THOUSAND)      227

TABLE 219            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SERVICE,

2019–2023 (USD THOUSAND)      227

TABLE 220            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SERVICE,

2024–2030 (USD THOUSAND)      227

TABLE 221            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY APPLICATION,

2019–2023 (USD THOUSAND)      228

TABLE 222            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY APPLICATION,

2024–2030 (USD THOUSAND)      228

TABLE 223            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2019–2023 (USD THOUSAND)      228

TABLE 224            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2024–2030 (USD THOUSAND)      229

TABLE 225            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019–2023 (USD THOUSAND)      229

TABLE 226            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024–2030 (USD THOUSAND)      230

TABLE 227            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019–2023 (USD THOUSAND)           230

TABLE 228            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024–2030 (USD THOUSAND)           231

TABLE 229            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019–2023 (USD THOUSAND)      231

TABLE 230            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024–2030 (USD THOUSAND)      231

TABLE 231            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY VERTICAL,

2019–2023 (USD THOUSAND)      232

TABLE 232            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY VERTICAL,

2024–2030 (USD THOUSAND)      232

TABLE 233            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY COUNTRY,

2019–2023 (USD THOUSAND)      233

TABLE 234            MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY COUNTRY,

2024–2030 (USD THOUSAND)      233

TABLE 235            SAUDI ARABIA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)               234

TABLE 236            SAUDI ARABIA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)               234

TABLE 237            UAE: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND) 235

TABLE 238            UAE: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND) 235

TABLE 239            SOUTH AFRICA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)               236

TABLE 240            SOUTH AFRICA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)               236

TABLE 241            REST OF MIDDLE EAST: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      237

TABLE 242            REST OF MIDDLE EAST: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      237

TABLE 243            LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)               239

TABLE 244            LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)               239

TABLE 245            LATIN AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2019–2023 (USD THOUSAND)      239

TABLE 246            LATIN AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE,

2024–2030 (USD THOUSAND)      239

TABLE 247            LATIN AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2019–2023 (USD THOUSAND)      240

TABLE 248            LATIN AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION,

2024–2030 (USD THOUSAND)      240

TABLE 249            LATIN AMERICA: CAUSAL AI MARKET, BY SERVICE, 2019–2023 (USD THOUSAND)  240

TABLE 250            LATIN AMERICA: CAUSAL AI MARKET, BY SERVICE, 2024–2030 (USD THOUSAND)  241

TABLE 251            LATIN AMERICA: CAUSAL AI MARKET, BY APPLICATION,

2019–2023 (USD THOUSAND)      241

TABLE 252            LATIN AMERICA: CAUSAL AI MARKET, BY APPLICATION,

2024–2030 (USD THOUSAND)      241

TABLE 253            LATIN AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2019–2023 (USD THOUSAND)      242

TABLE 254            LATIN AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT,

2024–2030 (USD THOUSAND)      242

TABLE 255            LATIN AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019–2023 (USD THOUSAND)                 242

TABLE 256            LATIN AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024–2030 (USD THOUSAND)                 243

TABLE 257            LATIN AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019–2023 (USD THOUSAND)      243

TABLE 258            LATIN AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024–2030 (USD THOUSAND)      244

TABLE 259            LATIN AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019–2023 (USD THOUSAND)      244

TABLE 260            LATIN AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024–2030 (USD THOUSAND)      245

TABLE 261            LATIN AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2019–2023 (USD THOUSAND)                245

TABLE 262            LATIN AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2024–2030 (USD THOUSAND)                246

TABLE 263            LATIN AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2019–2023 (USD THOUSAND)               246

TABLE 264            LATIN AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2024–2030 (USD THOUSAND)               246

TABLE 265            BRAZIL: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      247

TABLE 266            BRAZIL: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      247

TABLE 267            MEXICO: CAUSAL AI MARKET, BY OFFERING, 2019–2023 (USD THOUSAND)      248

TABLE 268            MEXICO: CAUSAL AI MARKET, BY OFFERING, 2024–2030 (USD THOUSAND)      248

TABLE 269            REST OF LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING,

2019–2023 (USD THOUSAND)      249

TABLE 270            REST OF LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING,

2024–2030 (USD THOUSAND)      249

TABLE 271            CAUSAL AI MARKET: DEGREE OF COMPETITION                 254

TABLE 272            REGIONAL FOOTPRINT (12 COMPANIES)                 260

TABLE 273            OFFERING FOOTPRINT (12 COMPANIES)                 261

TABLE 274            APPLICATION FOOTPRINT (12 COMPANIES)                 261

TABLE 275            VERTICAL FOOTPRINT (12 COMPANIES)                 262

TABLE 276            CAUSAL AI MARKET: KEY STARTUPS/SMES                 265

TABLE 277            CAUSAL AI MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES          266

TABLE 278            CAUSAL AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS,

OCTOBER 2022– MAY 2024            267

TABLE 279            CAUSAL AI MARKET: DEALS, SEPTEMBER 2023–OCTOBER 2024  268

TABLE 280            GOOGLE: COMPANY OVERVIEW               270

TABLE 281            GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             271

TABLE 282            GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS             272

TABLE 283            GOOGLE: DEALS              272

TABLE 284            IBM: COMPANY OVERVIEW         274

TABLE 285            IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED             275

TABLE 286            IBM: PRODUCT LAUNCHES & ENHANCEMENTS                 276

TABLE 287            MICROSOFT: COMPANY OVERVIEW        277

TABLE 288            MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    278

TABLE 289            MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS             279

TABLE 290            DYNATRACE: COMPANY OVERVIEW       280

TABLE 291            DYNATRACE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    281

TABLE 292            DYNATRACE: PRODUCT LAUNCHES & ENHANCEMENTS             282

TABLE 293            DYNATRACE: DEALS      282

TABLE 294            COGNIZANT: COMPANY OVERVIEW       284

TABLE 295            COGNIZANT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    285

TABLE 296            COGNIZANT: PRODUCT LAUNCHES & ENHANCEMENTS             286

TABLE 297            LOGILITY: COMPANY OVERVIEW             287

TABLE 298            LOGILITY: PRODUCTS/SOLUTIONS/SERVICES OFFERED             288

TABLE 299            LOGILITY: DEALS             289

TABLE 300            DATAROBOT: COMPANY OVERVIEW      290

TABLE 301            DATAROBOT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    290

TABLE 302            CAUSALENS: COMPANY OVERVIEW        291

TABLE 303            CAUSALENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED    291

TABLE 304            CAUSALENS: PRODUCT LAUNCHES & ENHANCEMENTS             292

TABLE 305            CAUSALENS: DEALS        292

TABLE 306            CAUSALITY LINK: COMPANY OVERVIEW                 295

TABLE 307            CAUSALITY LINK: PRODUCTS/SOLUTIONS/SERVICES OFFERED    295

TABLE 308            CAUSALITY LINK: PRODUCT LAUNCHES & ENHANCEMENTS             296

TABLE 309            CAUSALITY LINK: DEALS              296

TABLE 310            TASKADE: COMPANY OVERVIEW              297

TABLE 311            TASKADE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             297

TABLE 312            TASKADE: PRODUCT LAUNCHES & ENHANCEMENTS             298

TABLE 313            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD BILLION)      311

TABLE 314            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)      311

TABLE 315            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2019–2023 (USD BILLION)             312

TABLE 316            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2024–2030 (USD BILLION)             312

TABLE 317            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)             313

TABLE 318            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)             313

TABLE 319            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)      314

TABLE 320            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)      314

TABLE 321            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)           315

TABLE 322            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)           315

TABLE 323            AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019–2023 (USD MILLION)            317

TABLE 324            AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024–2029 (USD MILLION)            318

TABLE 325          AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2019–2023 (USD MILLION)            318

TABLE 326          AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2024–2029 (USD MILLION)            319

TABLE 327            AI GOVERNANCE MARKET, BY END USER, 2019–2023 (USD MILLION)       319

TABLE 328            AI GOVERNANCE MARKET, BY END USER, 2024–2029 (USD MILLION)       320

TABLE 329            AI GOVERNANCE MARKET, BY REGION, 2019–2023 (USD MILLION)       321

TABLE 330            AI GOVERNANCE MARKET, BY REGION, 2024–2029 (USD MILLION)       321

LIST OF FIGURES

FIGURE 1              CAUSAL AI MARKET: RESEARCH DESIGN                 39

FIGURE 2              DATA TRIANGULATION                42

FIGURE 3              CAUSAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES         43

FIGURE 4              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM PRODUCT TYPES OF CAUSAL AI MARKET             44

FIGURE 5              MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF CAUSAL AI MARKET                 45

FIGURE 6              MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF CAUSAL AI MARKET                 46

FIGURE 7              MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF CAUSAL AI THROUGH OVERALL AI SPENDING    46

FIGURE 8              SOFTWARE TO BECOME LARGER OFFERING BY MARKET SIZE IN 2024      54

FIGURE 9              CAUSAL AI PLATFORMS TO HOLD LARGER SHARE IN 2024   54

FIGURE 10            CAUSAL DISCOVERY SOFTWARE SEGMENT TO LEAD WITHIN CAUSAL AI SOLUTIONS IN 2024    55

FIGURE 11            CONSULTING SERVICES TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024           55

FIGURE 12            FINANCIAL MANAGEMENT TO EMERGE AS LARGEST

APPLICATION SEGMENT IN 2024               56

FIGURE 13            HEALTHCARE & LIFE SCIENCES TO BE FASTEST-GROWING VERTICAL DURING FORECAST PERIOD           56

FIGURE 14            ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE DURING FORECAST PERIOD           57

FIGURE 15            DEMAND FOR EXPLAINABLE AND ACTIONABLE INSIGHTS IN REGULATED INDUSTRIES TO FUEL CAUSAL AI MARKET               58

FIGURE 16            MARKETING & PRICING MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD         59

FIGURE 17            FINANCIAL MANAGEMENT AND BFSI TO BE LARGEST SHAREHOLDERS IN NORTH AMERICA IN 2024 59

FIGURE 18            NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024   60

FIGURE 19            DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: CAUSAL AI MARKET          62

FIGURE 20            EVOLUTION OF CAUSAL AI         66

FIGURE 21            CAUSAL AI MARKET: SUPPLY CHAIN ANALYSIS                 68

FIGURE 22            KEY PLAYERS IN CAUSAL AI MARKET ECOSYSTEM       71

FIGURE 23            CAUSAL AI MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)       73

FIGURE 24            IMPACT OF GENERATIVE AI IN VARIOUS CAUSAL AI USE CASES   74

FIGURE 25            NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2015–2024               104

FIGURE 26            REGIONAL ANALYSIS OF PATENTS GRANTED, 2015–2024              107

FIGURE 27            CAUSAL AI MARKET: PORTER’S FIVE FORCES ANALYSIS            109

FIGURE 28            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS  111

FIGURE 29            KEY BUYING CRITERIA FOR TOP THREE END USERS   112

FIGURE 30            TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS   113

FIGURE 31            SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD          115

FIGURE 32            CAUSAL AI PLATFORM SEGMENT TO HOLD LARGER MARKET SIZE IN 2024    116

FIGURE 33            CONSULTING SERVICES SEGMENT TO HOLD LARGEST MARKET SIZE IN 2024 126

FIGURE 34            MARKETING & PRICING MANAGEMENT SEGMENT TO GROW AT HIGHEST

CAGR DURING FORECAST PERIOD          133

FIGURE 35            HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 163

FIGURE 36            INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD       180

FIGURE 37            ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD          181

FIGURE 38            NORTH AMERICA: CAUSAL AI MARKET SNAPSHOT          184

FIGURE 39            ASIA PACIFIC: CAUSAL AI MARKET SNAPSHOT                 209

FIGURE 40            OVERVIEW OF STRATEGIES ADOPTED BY KEY CAUSAL AI VENDORS     251

FIGURE 41            TOP FIVE PLAYERS DOMINATING MARKET OVER LAST FIVE YEARS 252

FIGURE 42            SHARE OF LEADING COMPANIES IN CAUSAL AI MARKET, 2023    253

FIGURE 43            PRODUCT COMPARATIVE ANALYSIS      256

FIGURE 44            COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS        257

FIGURE 45            YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF

KEY VENDORS  258

FIGURE 46            CAUSAL AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023     259

FIGURE 47            COMPANY FOOTPRINT (12 COMPANIES)                 260

FIGURE 48            CAUSAL AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023               264

FIGURE 49            GOOGLE: COMPANY SNAPSHOT               271

FIGURE 50            IBM: COMPANY SNAPSHOT         275

FIGURE 51            MICROSOFT: COMPANY SNAPSHOT        278

FIGURE 52            DYNATRACE: COMPANY SNAPSHOT       281

FIGURE 53            COGNIZANT: COMPANY SNAPSHOT       285

FIGURE 54            LOGILITY: COMPANY SNAPSHOT             288


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