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의사결정 인텔리전스 시장 : 2030년까지의 세계 예측

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2024년03월

Decision Intelligence Market – Global Forecast to 2030

의사결정 인텔리전스 시장 : 제공 내용 [플랫폼, 솔루션(통합 및 독립형), 서비스), 유형(결정 자동화, 의사 결정 확장, 의사 결정 지원 시스템(DSS)], 비즈니스 기능, 산업 및 지역별 – 2030년까지의 세계 예측
Decision Intelligence Market by Offering (Platforms, Solutions (Integrated & Standalone), Services), Type (Decision Automation, Decision Augmentation, Decision Support System (DSS)), Business Function, Vertical and Region – Global Forecast to 2030

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Report Overview

The global decision intelligence market is valued at USD 13.3 billion in 2024 and is estimated to reach USD 50.1 billion in 2030, registering a CAGR of 24.7% during the forecast period.

세계의 의사결정 인텔리전스 시장은 2024년에 133억 달러로 평가되었으며, 2030년에는 501억 달러에 이를 것으로 추정되며 예측 기간 동안 24.7%의 CAGR을 기록합니다.

Decision intelligence integrates data, analytics, and AI to optimize outcomes by evaluating scenarios, weighing potential outcomes, and selecting the best option based on data-driven insights. It improves decision-making efficiency, reduces risks, and increases collaboration by streamlining processes and leveraging advanced analytics. Decision intelligence drives better outcomes in a rapidly evolving business landscape by enhancing decision accuracy, improving operational efficiency through automation, and fostering team collaboration. Embracing decision intelligence methodologies empowers organizations to make informed decisions across various functions, improving agility, innovation, and competitive advantages in today’s dynamic business environment.

의사결정 인텔리전스 시장 : 2030년까지의 세계 예측“By offering, the platform segment is projected to hold the largest market size during the forecast period.”
Platforms are experiencing significant growth in the decision intelligence market, driven by AI integration, automation, and scalable analytics capabilities. These platforms leverage advanced algorithms, machine learning, and natural language processing to extract actionable insights from vast datasets. They enable businesses to streamline decision-making processes, optimize resource allocation, and improve operational efficiency. Cloud-based solutions offer flexibility, scalability, and real-time analytics, empowering organizations to make data-driven decisions swiftly. Integrated dashboards and visualization tools enhance data interpretation, fostering team collaboration and alignment. Platform growth in decision intelligence underscores the importance of agile, data-centric approaches in modern business strategies.

의사결정 인텔리전스 시장 : 2030년까지의 세계 예측 ecosystem“By type, decision support system is registered to grow at the highest CAGR during the forecast period.”
The adoption of DSS in the decision intelligence market is driven by several key factors. Businesses recognize the importance of data-driven decision-making processes, prompting the need for sophisticated systems that can analyze vast datasets. Technological advancements, particularly in AI, ML, and data analytics, have facilitated the development of these systems, enabling organizations to gain valuable insights for informed decision-making. Additionally, competitive pressures compel companies to make quick and well-informed decisions to maintain their edge in the market. As businesses grow in complexity, decision support systems help manage the increasing number of variables and factors involved in decision-making. Cost reduction is also a significant driver, as DSS can automate processes and minimize errors associated with manual analysis. Furthermore, decision support systems ensure compliance with industry regulations in regulated industries, such as finance and healthcare, by providing evidence-based decision-making processes. Adopting DSS in the decision intelligence market is essential for organizations to stay competitive, make better decisions, and navigate the complexities of today’s business landscape effectively.

“Asia Pacific is projected to witness the highest CAGR during the forecast period.”
The Asia-Pacific (APAC) region significantly impacts the Decision Intelligence market through its rapid adoption of advanced analytics, machine learning, and AI technologies. Key industries such as finance, healthcare, and retail leverage data-driven insights to enhance decision-making processes and gain competitive advantages. APAC’s growing digital transformation initiatives, coupled with the increasing adoption of cloud computing and big data analytics platforms, fuel the demand for Decision Intelligence solutions. The region’s emphasis on optimizing operational efficiencies, improving customer experiences, and achieving business scalability drives substantial investments and innovations in the Decision Intelligence market across diverse sectors.
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 decision intelligence market.
 By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
 By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
 By Region: North America: 45%, Europe: 20%, Asia Pacific: 30%, RoW: 5%

의사결정 인텔리전스 시장 : 2030년까지의 세계 예측 regionMajor vendors offering decision intelligence solution and services across the globe are IBM (US), Oracle (US), Intel (US), Microsoft (US), Google (US), TCS (INDIA), DOMO(US), Board International (Switzerland), Provenir (New Jersey), Pyramid Analytics (Netherlands), 4CAST(Israel), H20.ai(CA), Remi.AI (Australia), Quantellia (US), Peak.AI (UK), DIWO(US), Cerebra (US), Clarifai (US), FLYR LABS(US), Metaphacts (Germany), Systems Technology Group (US), Paretos(Germany), Course5i(US), Telius (US), Evolution Analytics (US), HyperFinity (UK), Aera Technology (US), Quantexa (UK), Urbint(US), PlanningForce(Belgium), EY(UK).

Research Coverage
The market study covers decision intelligence across segments. It aims at estimating the market size and the growth potential across different segments, such as offering, type, business functions, verticals, and region. It includes an in-depth competitive analysis of the key players in the market, their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
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 market for decision intelligence 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 (Advent of ML and AI helping various industries to maximize potential of decision intelligence, Increasing need to lower risks associated with human decisions), restraints (Information overload and dependence on decision support systems, Inability to quantify RoI), opportunities (Surge in developments of big data technology for actionable business intelligence, Elimination of mistakes and biases from the decision-making process to boost the adoption of decision intelligence technology), and challenges (Integration of data from data silos, Security of data and concerns on privacy to hinder widespread adoption of decision intelligence) influencing the growth of the decision intelligence market
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the decision intelligence market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the decision intelligence market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in decision intelligence market strategies; the report also helps stakeholders understand the pulse of the decision intelligence market and provides them with information on key market drivers, restraints, challenges, and opportunities.
• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players such as IBM (US), Oracle (US), Intel (US), Microsoft (US), Google (US), TCS (INDIA), among others in the decision intelligence market.

Table of Contents

1            INTRODUCTION            34

1.1         STUDY OBJECTIVES      34

1.2         MARKET DEFINITION   34

1.2.1      INCLUSIONS & EXCLUSIONS     35

1.3         STUDY SCOPE  36

1.3.1      MARKET SEGMENTATION         36

1.3.2      REGIONS COVERED      36

1.4         YEARS CONSIDERED     37

1.5         CURRENCY CONSIDERED          37

TABLE 1             USD EXCHANGE RATE, 2020–2023           37

1.6         STAKEHOLDERS            38

1.7         SUMMARY OF CHANGES            38

1.7.1      IMPACT OF RECESSION 38

2            RESEARCH METHODOLOGY     39

2.1         RESEARCH DATA           39

FIGURE 1           DECISION INTELLIGENCE MARKET: RESEARCH DESIGN              39

2.1.1      SECONDARY DATA       40

2.1.2      PRIMARY DATA 40

TABLE 2             PRIMARY INTERVIEWS 40

2.1.2.1   Breakup of primary profiles             41

2.1.2.2   Key insights from industry experts   41

2.2         DATA TRIANGULATION             42

FIGURE 2           DATA TRIANGULATION             42

2.3         MARKET SIZE ESTIMATION       43

FIGURE 3           DECISION INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES       43

2.3.1      TOP-DOWN APPROACH             43

2.3.2      BOTTOM-UP APPROACH           44

FIGURE 4           APPROACH 1 (SUPPLY SIDE): REVENUE OF PLATFORMS/SOLUTIONS/SERVICES IN DECISION INTELLIGENCE MARKET              44

FIGURE 5           APPROACH 2 (BOTTOM-UP; SUPPLY SIDE): COLLECTIVE REVENUE OF PLATFORMS/SOLUTIONS/SERVICES IN MARKET  45

FIGURE 6           APPROACH 3 (BOTTOM-UP; SUPPLY SIDE): COLLECTIVE REVENUE FROM PLATFORMS/SOLUTIONS/SERVICES OF DECISION INTELLIGENCE MARKET            46

FIGURE 7           MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 3—BOTTOM-UP (DEMAND SIDE): SHARE OF DECISION INTELLIGENCE MARKET THROUGH OVERALL SPENDING            46

2.4         MARKET FORECAST      47

TABLE 3             FACTOR ANALYSIS        47

2.5         RESEARCH ASSUMPTIONS         48

2.6         LIMITATIONS   49

2.7         IMPACT OF RECESSION ON GLOBAL DECISION INTELLIGENCE MARKET            50

3            EXECUTIVE SUMMARY 51

TABLE 4             DECISION INTELLIGENCE MARKET AND GROWTH RATE, 2019–2023 (USD MILLION, Y-O-Y)       52

TABLE 5             DECISION INTELLIGENCE MARKET AND GROWTH RATE, 2024–2030 (USD MILLION, Y-O-Y)       52

FIGURE 8           PLATFORMS SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024 52

FIGURE 9           INTEGRATED SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2024            53

FIGURE 10         CLOUD DEPLOYMENT MODE TO ACCOUNT FOR LARGER MARKET SHARE IN 2024 53

FIGURE 11         PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2024            53

FIGURE 12         CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024         54

FIGURE 13         DECISION AUTOMATION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024         54

FIGURE 14         MARKETING & SALES SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024             55

FIGURE 15         BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024              55

FIGURE 16         NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024  56

4            PREMIUM INSIGHTS      57

4.1         ATTRACTIVE OPPORTUNITIES FOR KEY VENDORS IN DECISION INTELLIGENCE MARKET            57

FIGURE 17         GROWING ADVENT OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE TO PROPEL MARKET    57

4.2         OVERVIEW OF RECESSION IN DECISION INTELLIGENCE MARKET              57

FIGURE 18         DECISION INTELLIGENCE MARKET TO WITNESS A MINOR DECLINE IN Y-O-Y GROWTH IN 2024      57

4.3         DECISION INTELLIGENCE MARKET: TOP THREE BUSINESS FUNCTIONS      58

FIGURE 19         MARKETING & SALES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD   58

4.4         DECISION INTELLIGENCE MARKET, BY OFFERING AND KEY VERTICAL, 2024      58

FIGURE 20         PLATFORMS AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT MARKET SHARES IN 2024 58

4.5         DECISION INTELLIGENCE MARKET, BY REGION, 2024   59

FIGURE 21         NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2024  59

5            MARKET OVERVIEW AND INDUSTRY TRENDS   60

5.1         INTRODUCTION            60

5.2         MARKET DYNAMICS     60

FIGURE 22         DECISION INTELLIGENCE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES    60

5.2.1      DRIVERS            61

5.2.1.1   Advent of ML and AI helping various industries to maximize potential    61

5.2.1.2   Increase in need to lower risks associated with human decisions 61

5.2.2      RESTRAINTS     61

5.2.2.1   Information overload and dependence on decision support systems         61

5.2.2.2   Inability to quantify RoI     62

5.2.3      OPPORTUNITIES           62

5.2.3.1   Surge in developments of big data technology for actionable business intelligence              62

5.2.3.2   Elimination of mistakes and biases from decision-making process to boost adoption of decision intelligence technology  62

5.2.4      CHALLENGES   63

5.2.4.1   Extraction of data from data silos     63

5.2.4.2   Concerns about security and privacy of data   63

5.3         EVOLUTION     64

FIGURE 23         DECISION INTELLIGENCE MARKET EVOLUTION            64

5.4         ECOSYSTEM ANALYSIS 66

FIGURE 24         KEY PLAYERS IN DECISION INTELLIGENCE MARKET ECOSYSTEM     66

TABLE 6             ROLE OF PLAYERS IN DECISION INTELLIGENCE MARKET ECOSYSTEM     66

5.4.1      SOLUTION PROVIDERS 67

5.4.2      SERVICE PROVIDERS    68

5.4.3      PLATFORM PROVIDERS             68

5.4.4      END USERS       68

5.4.5      REGULATORY BODIES  68

5.5         CASE STUDY ANALYSIS 69

5.5.1      FACULTY AI LEVERAGED AI TO ENHANCE MILITARY CAPABILITIES AND PROTECT CITIZENS           69

5.5.2      BIGBEAR.AI SUPPORTED DOD IN ACHIEVING DECISION ADVANTAGE THROUGH AI-POWERED ANALYTICS    69

5.5.3      HUMANA USED IBM WATSON ASSISTANT TO ADDRESS CUSTOMER QUERIES            70

5.5.4      COCA-COLA USED IBM WATSON SERVICES FOR CORE MACHINE LEARNING TO IDENTIFY EQUIPMENT ISSUES, DIAGNOSE PROBLEMS, AND TROUBLESHOOT REPAIRS        70

5.5.5      FREEANDSINGLE GENERATED 5× MORE VALUE FROM EXISTING USER BASE WITH PEAK.AI      71

5.5.6      PYRAMID ANALYTICS HELPED BROWARD COUNTY AVIATION’S FORT LAUDERDALE-HOLLYWOOD INTERNATIONAL AIRPORT TAKE DECISION INTELLIGENCE TO NEW HEIGHTS         72

5.5.7      CLEARSENSE IMPROVED HEALTHCARE OPERATIONS THROUGH DATA ANALYSIS WITH SMARTVIEW      72

5.6         SUPPLY CHAIN ANALYSIS          73

FIGURE 25         SUPPLY/VALUE CHAIN ANALYSIS          73

5.7         REGULATORY LANDSCAPE       74

5.7.1      REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS          74

TABLE 7             NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         74

TABLE 8             EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         75

TABLE 9             ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         75

TABLE 10           MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         76

TABLE 11           LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         76

5.7.1.1   North America     76

5.7.1.1.1 US         76

5.7.1.1.2 Canada  77

5.7.1.2   Europe  77

5.7.1.3   Asia Pacific          77

5.7.1.3.1 China     77

5.7.1.3.2 India      77

5.7.1.4   Middle East & Africa          77

5.7.1.4.1 UAE      78

5.7.1.4.2 KSA       78

5.7.1.4.3 Israel     78

5.7.1.5   Latin America      78

5.7.1.5.1 Brazil     78

5.7.1.5.2 Mexico  78

5.8         PATENT ANALYSIS        78

5.8.1      METHODOLOGY           78

5.8.2      PATENTS FILED, BY DOCUMENT TYPE 79

TABLE 12           PATENTS FILED, 2013–2023        79

5.8.3      INNOVATION AND PATENT APPLICATIONS      79

FIGURE 26         PATENTS GRANTED, 2013–2023 79

5.8.4      TOP 10 APPLICANTS IN DECISION INTELLIGENCE MARKET      80

FIGURE 27         TOP 10 APPLICANTS IN DECISION INTELLIGENCE MARKET, 2013–2023          80

FIGURE 28         REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023              80

TABLE 13           TOP 20 PATENT OWNERS IN DECISION INTELLIGENCE MARKET, 2013–2023       80

TABLE 14           LIST OF PATENTS GRANTED IN DECISION INTELLIGENCE MARKET, 2021–2023       81

5.9         TECHNOLOGICAL ANALYSIS    84

5.9.1      KEY TECHNOLOGIES    84

5.9.1.1   Artificial Intelligence (AI)  84

5.9.1.2   Big data 85

5.9.1.3   Cybersecurity      85

5.9.2      ADJACENT TECHNOLOGIES      85

5.9.2.1   Blockchain           85

5.9.2.2   IoT        86

5.9.3      COMPLEMENTARY TECHNOLOGIES     86

5.9.3.1   NLP      86

5.9.3.2   Cloud computing 86

5.9.3.3   Digital twins        87

5.10       PORTER’S FIVE FORCES ANALYSIS         88

FIGURE 29         PORTER’S FIVE FORCES ANALYSIS         88

TABLE 15           DECISION INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS          88

5.10.1    THREAT OF NEW ENTRANTS    89

5.10.2    THREAT OF SUBSTITUTES         89

5.10.3    BARGAINING POWER OF SUPPLIERS     89

5.10.4    BARGAINING POWER OF BUYERS           89

5.10.5    INTENSITY OF COMPETITIVE RIVALRY 89

5.11       KEY STAKEHOLDERS & BUYING CRITERIA          90

5.11.1    KEY STAKEHOLDERS IN BUYING PROCESS         90

FIGURE 30         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS             90

TABLE 16           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY VERTICALS             90

5.11.2    BUYING CRITERIA         91

FIGURE 31         KEY BUYING CRITERIA FOR TOP THREE VERTICALS     91

TABLE 17           KEY BUYING CRITERIA FOR TOP THREE VERTICALS     91

5.12       TECHNOLOGY ROADMAP OF DECISION INTELLIGENCE MARKET              91

TABLE 18           SHORT-TERM ROADMAP (UP TO 2027) 92

TABLE 19           LONG-TERM ROADMAP (UP TO 2030)   92

5.13       BUSINESS MODELS OF DECISION INTELLIGENCE MARKET        93

TABLE 20           BUSINESS MODELS OF DECISION INTELLIGENCE MARKET              93

5.14       IMPACT OF DECISION INTELLIGENCE ON ENVIRONMENT, SOCIAL, AND GOVERNANCE INITIATIVES           94

5.15       KEY CONFERENCES & EVENTS  94

TABLE 21           DECISION INTELLIGENCE MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025     94

5.16       INVESTMENT AND FUNDING SCENARIO            95

FIGURE 32         DECISION INTELLIGENCE MARKET: INVESTMENT LANDSCAPE, 2017–2022 96

5.17       TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 96

FIGURE 33         TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES              96

5.18       PRICING ANALYSIS        97

5.18.1    AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY APPLICATION              97

FIGURE 34         AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY APPLICATION  97

TABLE 22           AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY APPLICATION  97

5.18.2    INDICATIVE PRICING ANALYSIS, BY DECISION INTELLIGENCE PLATFORM VENDOR    98

TABLE 23           DECISION INTELLIGENCE PLATFORM: INDICATIVE PRICING LEVELS OF DECISION INTELLIGENCE PLATFORM, BY OFFERING           98

6            DECISION INTELLIGENCE MARKET, BY OFFERING         99

6.1         INTRODUCTION            100

6.1.1      OFFERINGS: DECISION INTELLIGENCE MARKET DRIVERS          100

FIGURE 35         SOLUTIONS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD       100

TABLE 24           DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION) 101

TABLE 25           DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION) 101

6.2         PLATFORMS     101

6.2.1      PLATFORMS TO OFFER SCALABILITY AND FLEXIBILITY, ADAPT TO GROWING ORGANIZATIONAL NEEDS, AND SUPPORT VARIOUS DEPLOYMENT OPTIONS           101

TABLE 26           PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)          102

TABLE 27           PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)          102

6.3         SOLUTIONS      102

6.3.1      OPTIMIZATION OF RESOURCE ALLOCATION AND NEED TO MAKE INFORMED DECISIONS TO DRIVE MARKET        102

FIGURE 36         INTEGRATED SOLUTIONS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD        103

TABLE 28           SOLUTIONS: DECISION INTELLIGENCE MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)           103

TABLE 29           SOLUTIONS: DECISION INTELLIGENCE MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)           103

6.3.2      BY INTEGRATION LEVEL           103

6.3.2.1   Integrated solutions           103

TABLE 30          INTEGRATED SOLUTIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  104

TABLE 31          INTEGRATED SOLUTIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  104

6.3.2.2   Standalone solutions          104

TABLE 32           STANDALONE SOLUTIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            105

TABLE 33           STANDALONE SOLUTIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            105

6.3.3      BY DEPLOYMENT MODE           105

FIGURE 37         CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD       106

TABLE 34           SOLUTIONS: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            106

TABLE 35           SOLUTIONS: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)            106

6.3.3.1   On-premises        107

6.3.3.1.1 Handling sensitive data, maintaining control over data security, and ensuring compliance with regulations to propel market 107

TABLE 36           ON-PREMISES: DECISION INTELLIGENCE SOLUTIONS MARKET, BY REGION, 2019–2023 (USD MILLION)            107

TABLE 37           ON-PREMISES: DECISION INTELLIGENCE SOLUTIONS MARKET, BY REGION, 2024–2030 (USD MILLION)            107

6.3.3.2   Cloud    108

6.3.3.2.1 Need for seamless integration with other applications and enhancement of agility and scalability for efficient decision-making to contribute to market growth           108

TABLE 38           CLOUD: DECISION INTELLIGENCE SOLUTIONS MARKET, BY REGION, 2019–2023 (USD MILLION)       108

TABLE 39           CLOUD: DECISION INTELLIGENCE SOLUTIONS MARKET, BY REGION, 2024–2030 (USD MILLION)       108

6.4         SERVICES          109

6.4.1      DECISION INTELLIGENCE SERVICES TO EVALUATE CURRENT PROCESSES, IDENTIFY IMPROVEMENT AREAS, AND DEVISE IMPLEMENTATION STRATEGIES            109

FIGURE 38         PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET DURING FORECAST PERIOD 109

TABLE 40           DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION) 110

TABLE 41           DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION) 110

TABLE 42           SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)          110

TABLE 43           SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)          110

6.4.2      PROFESSIONAL SERVICES          111

FIGURE 39         CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD             111

TABLE 44           DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)       111

TABLE 45           DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)       112

TABLE 46           PROFESSIONAL SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  112

TABLE 47           PROFESSIONAL SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  112

6.4.2.1   Consulting services            113

TABLE 48           CONSULTING SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  113

TABLE 49           CONSULTING SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  113

6.4.2.2   Deployment & integration services  114

TABLE 50           DEPLOYMENT & INTEGRATION SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            114

TABLE 51           DEPLOYMENT & INTEGRATION SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            114

6.4.2.3   Support & maintenance services      115

TABLE 52           SUPPORT & MAINTENANCE SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            115

TABLE 53           SUPPORT & MAINTENANCE SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            115

6.4.3      MANAGED SERVICES    116

TABLE 54           MANAGED SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       116

TABLE 55           MANAGED SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       116

7            DECISION INTELLIGENCE MARKET, BY TYPE    117

7.1         INTRODUCTION            118

7.1.1      TYPES: DECISION INTELLIGENCE MARKET DRIVERS     118

FIGURE 40         DECISION SUPPORT SYSTEMS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    118

TABLE 56           DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)          119

TABLE 57           DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)          119

7.2         DECISION AUTOMATION           119

7.2.1      NEED TO REDUCE ERRORS, ENSURE CONSISTENCY IN DECISION OUTCOMES, AND ENHANCE OVERALL DECISION QUALITY WHILE MINIMIZING OPERATIONAL COSTS TO SPUR MARKET GROWTH           119

TABLE 58           DECISION AUTOMATION: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  120

TABLE 59           DECISION AUTOMATION: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  120

7.3         DECISION AUGMENTATION     120

7.3.1      GROWING DEMAND FOR DATA-CENTRIC DECISION-MAKING SOLUTIONS AND NEED FOR AGILE DECISION-MAKING PROCESSES TO PROPEL MARKET          120

TABLE 60           DECISION AUGMENTATION: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            121

TABLE 61           DECISION AUGMENTATION: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            121

7.4         DECISION SUPPORT SYSTEMS (DSS)     121

7.4.1      NEED FOR SOPHISTICATED SYSTEMS AND COMPLIANCE WITH INDUSTRY REGULATIONS IN REGULATED INDUSTRIES TO DRIVE MARKET              121

TABLE 62           DECISION SUPPORT SYSTEMS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            122

TABLE 63           DECISION SUPPORT SYSTEMS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            122

8            DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION    123

8.1         INTRODUCTION            124

8.1.1      BUSINESS FUNCTIONS: DECISION INTELLIGENCE MARKET DRIVERS              124

FIGURE 41         SALES & MARKETING SEGMENT TO LEAD MARKET DURING FORECAST PERIOD       125

TABLE 64           DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)          125

TABLE 65           DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)          125

8.2         MARKETING & SALES    126

8.2.1      DECISION INTELLIGENCE TO PROVIDE PREDICTIVE INSIGHTS, OPTIMIZE DECISION-MAKING PROCESSES, AND ENHANCE OVERALL BUSINESS PERFORMANCE         126

TABLE 66           MARKETING & SALES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       126

TABLE 67           MARKETING & SALES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       126

8.2.2      BRAND PERFORMANCE 127

8.2.3      PROMOTION/INCENTIVE OPTIMIZATION         127

8.2.4      CUSTOMER SEGMENTATION    127

8.2.5      MULTICHANNEL ANALYSIS       127

8.2.6      OTHER MARKETING & SALES FUNCTIONS         128

8.3         FINANCE & ACCOUNTING         128

8.3.1      NEED TO MAKE INFORMED AND IMPACTFUL DECISIONS TO DRIVE SUSTAINABLE GROWTH AND PROFITABILITY  128

TABLE 68          FINANCE & ACCOUNTING: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  128

TABLE 69          FINANCE & ACCOUNTING: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  129

8.3.2      FINANCIAL PLANNING & ANALYSIS       129

8.3.3      COST OPTIMIZATION & MANAGEMENT             129

8.3.4      TAX PLANNING & OPTIMIZATION         129

8.3.5      OTHER FINANCE & ACCOUNTING FUNCTIONS 130

8.4         HUMAN RESOURCES     130

8.4.1      DECISION INTELLIGENCE IN HUMAN RESOURCES TO AMPLIFY ORGANIZATIONAL EFFICACY, NURTURE EMPLOYEE CONTENTMENT, AND FUEL SUSTAINABLE GROWTH THROUGH JUDICIOUS DECISION-MAKING              130

TABLE 70           HUMAN RESOURCES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       130

TABLE 71           HUMAN RESOURCES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       131

8.4.2      EMPLOYEE RETENTION             131

8.4.3      WORKFORCE ALLOCATION OPTIMIZATION     131

8.4.4      SKILL ASSESSMENT       131

8.4.5      OTHER HUMAN RESOURCE FUNCTIONS            132

8.5         OPERATIONS    132

8.5.1      DECISION INTELLIGENCE TO PROCESS LARGE AMOUNTS OF DATA, IMPROVE DECISION-MAKING PROCESSES, AND DEMOCRATIZE ANALYTICS BY MERGING SOCIAL SCIENCE WITH DATA SCIENCE          132

TABLE 72           OPERATIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)          132

TABLE 73           OPERATIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)          133

8.5.2      ROOT CAUSE ANALYSIS             133

8.5.3      DEMAND FORECASTING            133

8.5.4      SUPPLIER PERFORMANCE         133

8.5.5      OTHER OPERATIONAL FUNCTIONS      134

8.6         RESEARCH & DEVELOPMENT   134

8.6.1      DECISION INTELLIGENCE TO FOCUS ON FORWARD-LOOKING, DATA-DRIVEN DECISIONS, UTILIZING AI TOOLS AND HUMAN EXPERTISE TO MITIGATE UNCERTAINTY PROCESS      134

TABLE 74           RESEARCH & DEVELOPMENT: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            134

TABLE 75           RESEARCH & DEVELOPMENT: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            135

8.6.2      IDEA EVALUATION       135

8.6.3      RESOURCE ALLOCATION          135

8.6.4      PROJECT PRIORITIZATION        135

8.6.5      PORTFOLIO MANAGEMENT      136

8.6.6      OTHER RESEARCH & DEVELOPMENT FUNCTIONS         136

9            DECISION INTELLIGENCE MARKET, BY VERTICAL         137

9.1         INTRODUCTION            138

9.1.1      VERTICALS: DECISION INTELLIGENCE MARKET DRIVERS          138

FIGURE 42         BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD       138

TABLE 76           DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 139

TABLE 77           DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 139

9.2         BFSI      139

9.2.1      NEED FOR BANKS TO EXPAND THEIR CUSTOMER BASE, ENHANCE MARKET PRESENCE, AND BOOST REVENUE WHILE MINIMIZING COSTS TO PROPEL MARKET          139

TABLE 78           BANKING, FINANCIAL SERVICES, AND INSURANCE: USE CASES              140

TABLE 79           BFSI: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)          141

TABLE 80           BFSI: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)          141

TABLE 81           BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)     141

TABLE 82           BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)     142

9.2.2      ASSET & INVESTMENT MANAGEMENT 142

9.2.3      CUSTOMER SUPPORT   142

9.2.4      CREDIT DECISIONS       143

9.2.5      FRAUD DETECTION      143

9.2.6      INSURANCE PRODUCT & POLICY DESIGN          143

9.2.7      OTHER BFSI APPLICATIONS      144

9.3         RETAIL & ECOMMERCE 144

9.3.1      DECISION INTELLIGENCE TO OPTIMIZE PRICING STRATEGIES, ENHANCE POLICY FORMULATION, AND IMPROVE REVENUE    144

TABLE 83           RETAIL & ECOMMERCE: USE CASES       144

TABLE 84           RETAIL & ECOMMERCE: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)     145

TABLE 85           RETAIL & ECOMMERCE: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)     145

TABLE 86           RETAIL & ECOMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  145

TABLE 87           RETAIL & ECOMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  146

9.3.2      PERSONALIZED RECOMMENDATIONS 146

9.3.3      SUPPLY CHAIN MANAGEMENT 146

9.3.4      VIRTUAL ASSISTANT    147

9.3.5      OMNICHANNEL INTEGRATION 147

9.3.6      OTHER RETAIL & ECOMMERCE APPLICATIONS 147

9.4         HEALTHCARE & LIFE SCIENCES 148

9.4.1      DECISION INTELLIGENCE SOLUTIONS TO PROVIDE BETTER HEALTHCARE SYSTEM WITH LESSER DATA ISSUES        148

TABLE 88           HEALTHCARE & LIFE SCIENCES: USE CASES       148

TABLE 89           HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)  149

TABLE 90           HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)  149

TABLE 91           HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)            149

TABLE 92           HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)            150

9.4.2      MEDICAL IMAGING & DIAGNOSTICS     150

9.4.3      EMERGENCY SUPPORT 150

9.4.4      DRUG DISCOVERY & CLINICAL RESEARCH         151

9.4.5      TECHNICAL DIAGNOSIS & SUPPORT     151

9.4.6      OTHER HEALTHCARE & LIFE SCIENCES APPLICATIONS 151

9.5         TELECOMMUNICATIONS          152

9.5.1      DECISION INTELLIGENCE TO ENABLE HIGH-QUALITY DATA GOVERNANCE AND DATA-DRIVEN DECISION-MAKING FOR CUSTOMERS’ BUSINESS ACTIVITIES   152

TABLE 93           TELECOMMUNICATIONS: USE CASES   152

TABLE 94           TELECOMMUNICATIONS: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)     153

TABLE 95           TELECOMMUNICATIONS: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)     153

TABLE 96           TELECOMMUNICATIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)  153

TABLE 97           TELECOMMUNICATIONS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)  154

9.5.2      AGENT SUPPORT & CUSTOMER SERVICES         154

9.5.3      SERVICE ASSURANCE    154

9.5.4      NETWORK ANALYSIS    155

9.5.5      SPECTRUM MANAGEMENT       155

9.5.6      OTHER TELECOMMUNICATION APPLICATIONS            155

9.6         ENERGY & UTILITIES    156

9.6.1      DECISION INTELLIGENCE SOLUTIONS TO ENHANCE UNDERSTANDING OF EXTERNAL FACTORS AFFECTING OPERATING PARAMETERS AND HELP REDUCE WASTE          156

TABLE 98           ENERGY & UTILITIES: USE CASES           156

TABLE 99           ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           157

TABLE 100         ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           157

TABLE 101         ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       157

TABLE 102         ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       158

9.6.2      PREDICTIVE MAINTENANCE     158

9.6.3      OUTAGE MANAGEMENT           158

9.6.4      BUSINESS PROCESS AUTOMATION        158

9.6.5      ENERGY MONITORING 159

9.6.6      OTHER ENERGY & UTILITY APPLICATIONS       159

9.7         MANUFACTURING        159

9.7.1      DECISION INTELLIGENCE TO TACKLE MANUFACTURING CHALLENGES WITH FASTER AND SMARTER DECISION-MAKING            159

TABLE 103         MANUFACTURING: USE CASES 160

TABLE 104         MANUFACTURING: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           160

TABLE 105         MANUFACTURING: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           160

TABLE 106         MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       161

TABLE 107         MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       161

9.7.2      PERFORMANCE MONITORING & CONTROL       161

9.7.3      QUALITY CONTROL      162

9.7.4      GENERATIVE DESIGN   162

9.7.5      PRODUCTION YIELD OPTIMIZATION   162

9.7.6      OTHER MANUFACTURING APPLICATIONS        162

9.8         GOVERNMENT 163

9.8.1      DECISION INTELLIGENCE TO HELP POLICYMAKERS ANALYZE LARGE DATASETS OF DIFFERENT POLICY OPTIONS, ALLOCATE RESOURCES EFFICIENTLY BASED ON DATA-DRIVEN INSIGHTS, AND MITIGATE RISKS              163

TABLE 108         GOVERNMENT: USE CASES        163

TABLE 109         GOVERNMENT: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           164

TABLE 110         GOVERNMENT: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           164

TABLE 111         GOVERNMENT: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       165

TABLE 112         GOVERNMENT: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       165

9.8.2      UNIFYING DATA            165

9.8.3      AI-POWERED CHATBOTS          166

9.8.4      POLICYMAKING             166

9.8.5      AUTOMATING INCIDENT RESPONSE    166

9.8.6      TARGETED RESOURCE ALLOCATION   166

9.8.7      IMPROVED CITIZEN SERVICES  167

9.8.8      OTHER GOVERNMENT APPLICATIONS 167

9.9         DEFENSE           167

9.9.1      DECISION INTELLIGENCE TO AID IN ENHANCING INTEROPERABILITY AND COALITION           167

TABLE 113         DEFENSE: USE CASES    168

TABLE 114         DEFENSE: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           169

TABLE 115         DEFENSE: DECISION INTELLIGENCE MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           169

TABLE 116         DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)          170

TABLE 117         DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)          170

9.9.2      TARGET RECOGNITION             170

9.9.3      COMMAND & CONTROL SYSTEMS         171

9.9.4      INTELLIGENCE & SURVEILLANCE          171

9.9.5      MISSION PLANNING      171

9.9.6      EMERGENCY MANAGEMENT    171

9.9.7      OTHER DEFENSE APPLICATIONS           172

9.10       OTHER VERTICALS       172

TABLE 118         OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION)       173

TABLE 119         OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION)       173

10          DECISION INTELLIGENCE MARKET, BY REGION             174

10.1       INTRODUCTION            175

FIGURE 43         NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD       175

FIGURE 44         INDIA TO WITNESS HIGHEST GROWTH DURING FORECAST PERIOD              176

TABLE 120         DECISION INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD MILLION) 176

TABLE 121         DECISION INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD MILLION) 177

10.2       NORTH AMERICA          177

10.2.1    NORTH AMERICA: DECISION INTELLIGENCE MARKET DRIVERS              177

10.2.2    NORTH AMERICA: RECESSION IMPACT 178

FIGURE 45         NORTH AMERICA: DECISION INTELLIGENCE MARKET SNAPSHOT        178

TABLE 122         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)   179

TABLE 123         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)   179

TABLE 124         NORTH AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)  179

TABLE 125         NORTH AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)  179

TABLE 126         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)       180

TABLE 127         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)       180

TABLE 128         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      180

TABLE 129         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      180

TABLE 130         NORTH AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)   181

TABLE 131         NORTH AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)   181

TABLE 132         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)             181

TABLE 133         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)             181

TABLE 134         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)            182

TABLE 135         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)            182

TABLE 136         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)    182

TABLE 137         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)    183

TABLE 138         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)    183

TABLE 139         NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)    183

10.2.3    US         184

10.2.3.1 Rapid advancements in AI and ML and rise of sophisticated predictive analytics and prescriptive insights to spur market growth           184

TABLE 140         US: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)     184

TABLE 141         US: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)     184

TABLE 142         US: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)           185

TABLE 143         US: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)           185

TABLE 144         US: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION) 185

TABLE 145         US: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION) 185

TABLE 146         US: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)       186

TABLE 147         US: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)       186

TABLE 148         US: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            186

TABLE 149         US: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)            186

10.2.4    CANADA            187

10.2.4.1 Government initiatives to boost investments in decision intelligence to propel market   187

10.3       EUROPE             187

10.3.1    EUROPE: DECISION INTELLIGENCE MARKET DRIVERS 188

10.3.2    EUROPE: RECESSION IMPACT   188

TABLE 150         EUROPE: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)          188

TABLE 151         EUROPE: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)          189

TABLE 152         EUROPE: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)           189

TABLE 153         EUROPE: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)           189

TABLE 154         EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)          189

TABLE 155         EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)          190

TABLE 156         EUROPE: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      190

TABLE 157         EUROPE: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      190

TABLE 158         EUROPE: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            190

TABLE 159         EUROPE: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)            191

TABLE 160         EUROPE: DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)     191

TABLE 161         EUROPE: DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)     191

TABLE 162         EUROPE: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)  191

TABLE 163         EUROPE: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)  192

TABLE 164         EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)          192

TABLE 165         EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)          193

TABLE 166         EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)          193

TABLE 167         EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)          193

10.3.3    GERMANY         194

10.3.3.1 Rise in tech advancements and growing demand for data-driven solutions to spur growth   194

TABLE 168         GERMANY: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)          194

TABLE 169         GERMANY: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)          195

TABLE 170         GERMANY: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)      195

TABLE 171         GERMANY: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)      195

TABLE 172         GERMANY: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)          195

TABLE 173         GERMANY: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)          196

TABLE 174         GERMANY: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      196

TABLE 175         GERMANY: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      196

TABLE 176         GERMANY: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)      196

TABLE 177         GERMANY: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)      197

10.3.4    UK         197

10.3.4.1 Recent advancements in technology and notable government initiatives to drive growth   197

10.3.5    FRANCE             198

10.3.5.1 Need for actionable insights facilitated by seamless integration of AI and ML into existing business intelligence frameworks to drive market          198

10.3.6    ITALY   198

10.3.6.1 Government initiatives to support growth of digital economy and foster innovation to propel market  198

10.3.7    SPAIN   199

10.3.7.1 Advancements in technology and increasing adoption of decision intelligence solutions to drive its demand           199

10.3.8    REST OF EUROPE           199

10.4       ASIA PACIFIC    200

10.4.1    ASIA PACIFIC: DECISION INTELLIGENCE MARKET DRIVERS       200

10.4.2    ASIA PACIFIC: RECESSION IMPACT        201

FIGURE 46         ASIA PACIFIC: DECISION INTELLIGENCE MARKET SNAPSHOT              202

TABLE 178         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)   202

TABLE 179         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)   203

TABLE 180         ASIA PACIFIC: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)      203

TABLE 181         ASIA PACIFIC: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)      203

TABLE 182         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)          203

TABLE 183         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)          204

TABLE 184         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      204

TABLE 185         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      204

TABLE 186         ASIA PACIFIC: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)      204

TABLE 187         ASIA PACIFIC: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)      205

TABLE 188         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)          205

TABLE 189         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)          205

TABLE 190         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)            205

TABLE 191         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)            206

TABLE 192         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)    206

TABLE 193         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)    207

TABLE 194         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)    207

TABLE 195         ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)    208

10.4.3    CHINA  208

10.4.3.1 Increasing integration of AI-driven predictive analytics and ML algorithms into decision-making frameworks to encourage market growth          208

TABLE 196         CHINA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)          209

TABLE 197         CHINA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)          209

TABLE 198         CHINA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)           209

TABLE 199         CHINA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)           209

TABLE 200         CHINA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)     210

TABLE 201         CHINA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)     210

TABLE 202         CHINA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)       210

TABLE 203         CHINA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)       210

TABLE 204         CHINA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            211

TABLE 205         CHINA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)            211

10.4.4    JAPAN  211

10.4.4.1 Rapid tech advancements and government initiatives to drive demand for decision intelligence solutions         211

10.4.5    INDIA   212

10.4.5.1 Rapid digitization across various industries, proliferation of cloud computing infrastructure, and availability of affordable computing resources to boost market growth              212

10.4.6    SOUTH KOREA 212

10.4.6.1 Need for ethical and responsible utilization of AI and data in decision-making paradigms to drive market 212

10.4.7    AUSTRALIA & NEW ZEALAND   213

10.4.7.1 Emphasis on collaboration between government, industries, and academia to drive growth of decision intelligence market           213

10.4.8    REST OF ASIA PACIFIC  213

10.5       MIDDLE EAST & AFRICA             214

10.5.1    MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET DRIVERS              214

10.5.2    MIDDLE EAST & AFRICA: RECESSION IMPACT   214

TABLE 206         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)            215

TABLE 207         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)            215

TABLE 208         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)              215

TABLE 209         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)              215

TABLE 210         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION) 216

TABLE 211         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION) 216

TABLE 212         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 216

TABLE 213         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 216

TABLE 214         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)              217

TABLE 215         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)              217

TABLE 216         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)       217

TABLE 217         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)       217

TABLE 218         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)      218

TABLE 219         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)      218

TABLE 220         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)            218

TABLE 221         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)            219

TABLE 222         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)            219

TABLE 223         MIDDLE EAST & AFRICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)            220

10.5.3    UAE      220

10.5.3.1 Strategic incorporation of AI across sectors to drive market growth          220

10.5.4    KSA       221

10.5.4.1 Adoption of decision intelligence solutions to strengthen country’s decision-making processes and drive economic growth 221

10.5.5    QATAR 221

10.5.5.1 Need for optimizing inventory management to boost demand for decision intelligence solutions         221

10.5.6    ISRAEL 222

10.5.6.1 Need to leverage advanced technologies for decision-making processes to fuel market growth     222

10.5.7    SOUTH AFRICA 222

10.5.7.1 Steps taken by government to educate and create awareness regarding advanced technologies to drive market            222

10.5.8    REST OF MIDDLE EAST & AFRICA           223

10.6       LATIN AMERICA             223

10.6.1    LATIN AMERICA: DECISION INTELLIGENCE MARKET DRIVERS 223

10.6.2    LATIN AMERICA: RECESSION IMPACT   224

TABLE 224         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)   224

TABLE 225         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD MILLION)   224

TABLE 226         LATIN AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2019–2023 (USD MILLION)  225

TABLE 227         LATIN AMERICA DECISION INTELLIGENCE SOLUTIONS MARKET, BY INTEGRATION LEVEL, 2024–2030 (USD MILLION)  225

TABLE 228         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2019–2023 (USD MILLION)       225

TABLE 229         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2024–2030 (USD MILLION)       225

TABLE 230         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      226

TABLE 231         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      226

TABLE 232         LATIN AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)   226

TABLE 233         LATIN AMERICA: DECISION INTELLIGENCE SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)   226

TABLE 234         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2019–2023 (USD MILLION)          227

TABLE 235         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY TYPE, 2024–2030 (USD MILLION)          227

TABLE 236         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)            227

TABLE 237         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)            228

TABLE 238         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)    228

TABLE 239         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD MILLION)    229

TABLE 240         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)    229

TABLE 241         LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)    229

10.6.3    BRAZIL 230

10.6.3.1 Growing digital transformation to fuel demand for AI solutions 230

10.6.4    MEXICO             230

10.6.4.1 Increasing trade, rising customer base, and government initiatives to fuel growth of decision intelligence solutions      230

10.6.5    ARGENTINA      231

10.6.5.1 Government initiatives in Argentina to foster market growth     231

10.6.6    REST OF LATIN AMERICA          231

11          COMPETITIVE LANDSCAPE       232

11.1       OVERVIEW        232

11.2       KEY PLAYER STRATEGIES/RIGHT TO WIN          232

TABLE 242         OVERVIEW OF STRATEGIES ADOPTED BY KEY DECISION INTELLIGENCE VENDORS         232

11.3       REVENUE ANALYSIS      234

FIGURE 47         TOP FIVE PLAYERS DOMINATING MARKET IN LAST FIVE YEARS  234

11.4       MARKET SHARE ANALYSIS         235

FIGURE 48         MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2023        235

11.4.1    MARKET RANKING ANALYSIS   235

TABLE 243         DECISION INTELLIGENCE MARKET: DEGREE OF COMPETITION 235

11.5       BRAND/PRODUCT COMPARATIVE ANALYSIS    236

FIGURE 49         BRAND/PRODUCT COMPARATIVE ANALYSIS    236

11.6       COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023   237

11.6.1    STARS  237

11.6.2    EMERGING LEADERS    237

11.6.3    PERVASIVE PLAYERS     237

11.6.4    PARTICIPANTS 237

FIGURE 50         DECISION INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023    238

11.6.5    COMPANY FOOTPRINT: KEY PLAYERS, 2023      239

11.6.5.1 Overall company footprint 239

FIGURE 51         COMPANY FOOTPRINT (15 COMPANIES)           239

11.6.5.2 Offering footprint 239

TABLE 244         OFFERING FOOTPRINT (15 COMPANIES)           239

11.6.5.3 Regional footprint              240

TABLE 245         REGIONAL FOOTPRINT (15 COMPANIES)           240

11.6.5.4 Vertical footprint 241

TABLE 246         VERTICAL FOOTPRINT (15 COMPANIES)            241

11.6.5.5 Business function footprint 241

TABLE 247         BUSINESS FUNCTION FOOTPRINT (18 COMPANIES)      241

11.7       COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023         242

11.7.1    PROGRESSIVE COMPANIES       242

11.7.2    RESPONSIVE COMPANIES          242

11.7.3    DYNAMIC COMPANIES 242

11.7.4    STARTING BLOCKS       242

FIGURE 52         DECISION INTELLIGENCE MARKET: COMPANY EVALUATION MATRIX (START-UPS/SMES), 2023          243

11.7.5    COMPETITIVE BENCHMARKING: START-UPS/SMES, 2023           244

TABLE 248         DECISION INTELLIGENCE MARKET: DETAILED LIST OF KEY START-UPS/SMES          244

TABLE 249         DECISION INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES      245

11.8       COMPETITIVE SCENARIO AND TRENDS             245

11.8.1    PRODUCT LAUNCHES  246

TABLE 250         DECISION INTELLIGENCE MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, MAY 2022–FEBRUARY 2024    246

11.8.2    DEALS  247

TABLE 251         DECISION INTELLIGENCE MARKET: DEALS, AUGUST 2021–NOVEMBER 2023            247

11.9       COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS              249

FIGURE 53         COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS          249

FIGURE 54         YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 250

12          COMPANY PROFILES    251

12.1       KEY PLAYERS   251

(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*

12.1.1    IBM       251

TABLE 252         IBM: BUSINESS OVERVIEW         251

FIGURE 55         IBM: COMPANY SNAPSHOT       252

TABLE 253         IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED        252

TABLE 254         IBM: PRODUCT LAUNCHES & ENHANCEMENTS 253

TABLE 255         IBM: DEALS       255

12.1.2    ORACLE             258

TABLE 256         ORACLE: BUSINESS OVERVIEW 258

FIGURE 56         ORACLE: COMPANY SNAPSHOT             259

TABLE 257         ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 259

TABLE 258         ORACLE: PRODUCT LAUNCHES & ENHANCEMENTS      260

TABLE 259         ORACLE: DEALS             262

12.1.3    GOOGLE           264

TABLE 260         GOOGLE: BUSINESS OVERVIEW 264

FIGURE 57         GOOGLE: COMPANY SNAPSHOT            265

TABLE 261         GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              265

TABLE 262         GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS     266

TABLE 263         GOOGLE: DEALS            267

12.1.4    INTEL   269

TABLE 264         INTEL: BUSINESS OVERVIEW    269

FIGURE 58         INTEL: COMPANY SNAPSHOT   270

TABLE 265         INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED    270

TABLE 266         INTEL: PRODUCT LAUNCHES & ENHANCEMENTS          271

TABLE 267         INTEL: DEALS   272

12.1.5    MICROSOFT      273

TABLE 268         MICROSOFT: BUSINESS OVERVIEW       273

FIGURE 59         MICROSOFT: COMPANY SNAPSHOT      274

TABLE 269         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              274

TABLE 270         MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS              275

TABLE 271         MICROSOFT: DEALS      275

12.1.6    TCS       277

TABLE 272         TCS: BUSINESS OVERVIEW         277

FIGURE 60         TCS: COMPANY SNAPSHOT       278

TABLE 273         TCS: PRODUCTS/SOLUTIONS/SERVICES OFFERED        278

TABLE 274         TCS: PRODUCT LAUNCHES & ENHANCEMENTS 279

12.1.7    DOMO  280

TABLE 275         DOMO: BUSINESS OVERVIEW   280

FIGURE 61         DOMO: COMPANY SNAPSHOT  281

TABLE 276         DOMO: PRODUCTS/SOLUTIONS/SERVICES OFFERED   281

TABLE 277         DOMO: PRODUCT LAUNCHES & ENHANCEMENTS        282

12.1.8    BOARD INTERNATIONAL          283

TABLE 278         BOARD INTERNATIONAL: BUSINESS OVERVIEW             283

TABLE 279         BOARD INTERNATIONAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED          283

TABLE 280         BOARD INTERNATIONAL: PRODUCT LAUNCHES & ENHANCEMENTS          283

TABLE 281         BOARD INTERNATIONAL: DEALS           284

12.1.9    H2O.AI 285

TABLE 282         H2O.AI: BUSINESS OVERVIEW   285

TABLE 283         H2O.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED   285

TABLE 284         H2O.AI: PRODUCT LAUNCHES & ENHANCEMENTS        286

TABLE 285         H2O.AI: DEALS 286

12.1.10  PROVENIR         287

TABLE 286         PROVENIR: BUSINESS OVERVIEW           287

TABLE 287         PROVENIR: PRODUCTS/SOLUTIONS/SERVICES OFFERED              287

TABLE 288         PROVENIR: PRODUCT LAUNCHES & ENHANCEMENTS  288

TABLE 289         PROVENIR: DEALS         288

TABLE 290         PROVENIR: OTHERS      290

12.1.11  PYRAMID ANALYTICS   291

TABLE 291         PYRAMID ANALYTICS: BUSINESS OVERVIEW     291

TABLE 292         PYRAMID ANALYTICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED          291

TABLE 293         PYRAMID ANALYTICS: PRODUCT LAUNCHES & ENHANCEMENTS          292

TABLE 294         PYRAMID ANALYTICS: DEALS   292

12.1.12  4CAST  294

TABLE 295         4CAST: BUSINESS OVERVIEW    294

TABLE 296         4CAST: PRODUCTS/SOLUTIONS/SERVICES OFFERED    294

TABLE 297         4CAST: DEALS  295

12.1.13  SYSTEMS TECHNOLOGY GROUP (STG) 296

12.1.14  COURSE5I          297

12.1.15  EY         298

12.1.16  QUANTEXA       298

*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.

12.2       START-UPS/SMES          299

12.2.1    QUANTELLIA   299

12.2.2    PLANNINGFORCE          299

12.2.3    PEAK.AI             300

12.2.4    DIWO   300

12.2.5    REMI AI 301

12.2.6    CEREBRA           301

12.2.7    CLARIFAI           302

12.2.8    FLYR     302

12.2.9    METAPHACTS  303

12.2.10  PARETOS           303

12.2.11  TELLIUS            304

12.2.12  EVOLUTION ANALYTICS            304

12.2.13  HYPERFINITY   305

12.2.14  AERA TECHNOLOGY     305

12.2.15  URBINT              306

13          ADJACENT AND RELATED MARKETS     307

13.1       INTRODUCTION            307

13.2       ARTIFICIAL INTELLIGENCE MARKET—GLOBAL FORECAST TO 2030              307

13.2.1    MARKET DEFINITION   307

13.2.2    MARKET OVERVIEW     307

TABLE 298        ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH)        308

TABLE 299        ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD BILLION, Y-O-Y GROWTH)         308

13.2.3    ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING      308

TABLE 300         ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION) 308

TABLE 301         ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION) 309

TABLE 302         ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)     309

TABLE 303         ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)     309

TABLE 304         ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)     309

TABLE 305         ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)     310

TABLE 306         SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION)          310

TABLE 307         SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION)          311

TABLE 308         SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)          311

TABLE 309         SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)          311

TABLE 310         ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION) 311

TABLE 311         ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION) 312

TABLE 312         ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)       312

TABLE 313         ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)       312

13.2.4    ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE 312

TABLE 314         ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)     313

TABLE 315         ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)     313

TABLE 316         ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)          313

TABLE 317         ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)          314

13.2.5    ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 314

TABLE 318        ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)          314

TABLE 319        ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)          315

13.2.6    ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL      315

TABLE 320         ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 315

TABLE 321         ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 316

13.2.7    ARTIFICIAL INTELLIGENCE MARKET, BY REGION          316

TABLE 322         ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION) 317

TABLE 323         ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION) 317

13.3       AI GOVERNANCE MARKET – GLOBAL FORECAST TO 2026           317

13.3.1    MARKET DEFINITION   317

13.3.2    MARKET OVERVIEW     318

13.3.3    BUSINESS INTELLIGENCE MARKET, BY COMPONENT   318

TABLE 324         BUSINESS INTELLIGENCE MARKET, BY COMPONENT, 2016–2019 (USD MILLION)     318

TABLE 325         BUSINESS INTELLIGENCE MARKET, BY COMPONENT, 2019–2025 (USD MILLION)     319

13.3.4    BUSINESS INTELLIGENCE MARKET, BY SOLUTION         319

TABLE 326         BUSINESS INTELLIGENCE MARKET, BY SOLUTION, 2016–2019 (USD MILLION) 319

TABLE 327         BUSINESS INTELLIGENCE MARKET, BY SOLUTION, 2019–2025 (USD MILLION) 320

13.3.5    BUSINESS INTELLIGENCE MARKET, BY SERVICE             320

TABLE 328         BUSINESS INTELLIGENCE MARKET, BY SERVICE, 2016–2019 (USD MILLION) 320

TABLE 329         BUSINESS INTELLIGENCE MARKET, BY SERVICE, 2019–2025 (USD MILLION) 320

13.3.6    BUSINESS INTELLIGENCE MARKET, BY DEPLOYMENT MODE    321

TABLE 330         BUSINESS INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2019 (USD MILLION)          321

TABLE 331         BUSINESS INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)          321

13.3.7    BUSINESS INTELLIGENCE MARKET, BY ORGANIZATION SIZE    321

TABLE 332         BUSINESS INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2019 (USD MILLION)          322

TABLE 333         BUSINESS INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)          322

13.3.8    BUSINESS INTELLIGENCE MARKET, BY BUSINESS FUNCTION    322

TABLE 334         BUSINESS INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2019 (USD MILLION)          322

TABLE 335         BUSINESS INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019–2025 (USD MILLION)          323

13.3.9    BUSINESS INTELLIGENCE MARKET, BY INDUSTRY VERTICAL    323

TABLE 336         BUSINESS INTELLIGENCE MARKET, BY INDUSTRY VERTICAL, 2016–2019 (USD MILLION)          323

TABLE 337         BUSINESS INTELLIGENCE MARKET, BY INDUSTRY VERTICAL, 2019–2025 (USD MILLION)          324

13.3.10  BUSINESS INTELLIGENCE MARKET, BY REGION              324

TABLE 338         BUSINESS INTELLIGENCE MARKET, BY REGION, 2016–2019 (USD MILLION) 325

TABLE 339         BUSINESS INTELLIGENCE MARKET, BY REGION, 2019–2025 (USD MILLION) 325

14          APPENDIX         326

14.1       DISCUSSION GUIDE      326

14.2       KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL             330

14.3       CUSTOMIZATION OPTIONS      332

14.4       RELATED REPORTS       332

14.5       AUTHOR DETAILS         333

Table of Contents


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