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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Enterprise License | USD 10.000 |
구성 | 영문조사보고서 |
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.
“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.
“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%
Major 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