The Knowledge Graph market is estimated at USD 1.06 billion in 2024 to USD 6.93 billion by 2030, at a Compound Annual Growth Rate (CAGR) of 36.6%. The construction of intelligent knowledge graphs through AI is expected to change how organizations deal with large datasets. The effort of human intervention is drastically reduced when it comes to identifying and extricating relationships between different data points. The automation includes the processes carried out by most types of AI-driven tools such as natural language processing (NLP), machine learning algorithms, etc., to automatically interpret, unstructured or structured data, identify relevant patterns, and correlate such relevant information. This automation speeds up the construction of the graphs and at the same time increases accuracy, ensuring that the relationships represented in it are as relevant and up to date as possible to an end user. ![Knowledge Graph Market]( "Knowledge Graph Market")
This open-source initiative encourages collaborative and local adaptation, and has been successfully implemented in, Indonesia and Singapore. Fujitsu, also, strives to expand the frameworks of knowledge graphs fed by artificial intelligence in the Generative AI Accelerator Challenge (GENIAC) program that focuses on producing dedicated large language models (LLMs) that generate knowledge graphs and allow for inferring such graphs. These are emerging indicators that are significant in portraying how much the region has begun to pay attention to applying knowledge graphs across innovative platforms and data-driven solutions.
In-depth interviews have been conducted with chief executive officers (CEOs), Directors, and other executives from various key organizations operating in the Knowledge Graph market.
By solution, Graph Database Engine segment to hold the largest market size during the forecast period.
Graph Database Engine is a specialized type of database, designed specifically for the efficient storage, management and retrieval of graph data entities (nodes) related by graph relationships (edges). Graph databases do not organize data in tables as in traditional relational systems, but rather as relationships, making them useful in application scenarios where data relationships are paramount, such as social networks, recommendation engines, and fraud detection. It allows high-speed querying and traversing complex and heavily linked datasets, thus enables a more natural, intuitive, and flexible mechanism of data querying. It further supports graph-specific query languages such as SPARQL and Cypher, which are optimized for querying relationships, thus affording better performance and scalability for graph applications.The services segment to register the fastest growth rate during the forecast period.
Knowledge graph services encompass professional and managed services to an organization for deploying, enhancing, and maintaining knowledge graph solutions. Professional services consist of consulting on the design and development of a strategy, integration of the data, and the creation of a custom-built knowledge graph relevant to a business. On the other hand, managed services offer support maintenance, and monitoring of the knowledge graph platform for performance, scalability, and security. These services, in their own way, assist clients in sourcing knowledge graphs to their advantage in terms of getting better data, decision intelligence, and AI, and without the burden of their internal management, which is a resource-intensive and cumbersome process.Asia Pacific to witness the highest market growth rate during the forecast period.
In Asia Pacific, the landscape is characterized by initiatives and innovations that try to help adopt and apply graph technologies across the region. In 2021, Neo4j launched Graphs4APAC initiative, which provides free training, materials, and tools to professionals across Asia Pacific to develop and improve their knowledge and skills in graph technology.This open-source initiative encourages collaborative and local adaptation, and has been successfully implemented in, Indonesia and Singapore. Fujitsu, also, strives to expand the frameworks of knowledge graphs fed by artificial intelligence in the Generative AI Accelerator Challenge (GENIAC) program that focuses on producing dedicated large language models (LLMs) that generate knowledge graphs and allow for inferring such graphs. These are emerging indicators that are significant in portraying how much the region has begun to pay attention to applying knowledge graphs across innovative platforms and data-driven solutions.
In-depth interviews have been conducted with chief executive officers (CEOs), Directors, and other executives from various key organizations operating in the Knowledge Graph market.
- By Company Type: Tier 1 - 40%, Tier 2 - 35%, and Tier 3 - 25%
- By Designation: C-level - 40%, D-level - 35%, and Others - 25%
- By Region: North America - 35%, Europe - 40%, Asia Pacific - 20, RoW - 5%
Research Coverage
The market study covers the Knowledge Graph market size across different segments. It aims at estimating the market size and the growth potential across various segments, including by offering (solutions (enterprise knowledge graph platform, graph database engine, knowledge management toolset), services (professional services, managed services), by model type (Resource Description Framework (RDF) Triple Stores, Labeled Property Graph (LPG)), by applications (data governance and master data management, data analytics and business intelligence, knowledge and content management, virtual assistants, self-service data and digital asset discovery, product and configuration management, infrastructure and asset management, process optimization and resource management, risk management, compliance, regulatory reporting, market and customer intelligence, sales optimization, other applications), by vertical (Banking, Financial Services, and Insurance (BFSI), retail and eCommerce, healthcare, life sciences, and pharmaceuticals telecom and technology, government, manufacturing and automotive, media & entertainment, energy, utilities and infrastructure, travel and hospitality, transportation and logistics, other vertical), and Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The study includes an in-depth competitive analysis of the leading market players, their company profiles, key observations related to product and business offerings, recent developments, and market strategies.Key Benefits of Buying the Report
The report will help the market leaders/new entrants with information on the closest approximations of the global Knowledge Graph market’s revenue numbers and subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. Moreover, the report will provide insights for stakeholders to understand the market’s pulse and provide them with information on key market drivers, restraints, challenges, and opportunities.The report provides insights on the following pointers:
- Analysis of key drivers (rising demand for AI/generative AI solutions, rapid growth in data volume and complexity, growing demand for semantic search), restraints (data quality and Integration challenges, scalability Issues) opportunities (data unification and rapid proliferation of knowledge graphs, increasing adoption in healthcare and life sciences), and challenges (lack of expertise and awareness, standardization and interoperability) influencing the growth of the Knowledge Graph market.
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Knowledge Graph market.
- Market Development: The report provides comprehensive information about lucrative markets and analyses the Knowledge Graph market across various regions.
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the Knowledge Graph market.
- Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading include include IBM Corporation (US), Oracle (US), Microsoft Corporation (US), AWS (US), Neo4j (US), Progress Software (US), TigerGraph (US), Stardog (US), Franz Inc (US), Ontotext (Bulgaria), Openlink Software (US), Graphwise (US), Altair (US), Bitnine (South Korea) ArangoDB (US), Fluree (US), Memgraph (UK), GraphBase (Australia), Metaphacts (Germany), Relational AI (US), Wisecube (US), Smabbler (Poland), Onlim (Austria), Graphaware (UK), Diffbot (US), Eccenca (Germany), Conversight (US),, Semantic Web Company (Austria), ESRI (US), Datavid (UK), and SAP (Germany).
Table of Contents
1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.2.1 Inclusions and Exclusions
1.3 Study Scope
1.3.1 Market Segmentation
1.3.2 Years Considered
1.4 Currency Considered
1.5 Stakeholders
1.6 Summary of Changes
1.2 Market Definition
1.2.1 Inclusions and Exclusions
1.3 Study Scope
1.3.1 Market Segmentation
1.3.2 Years Considered
1.4 Currency Considered
1.5 Stakeholders
1.6 Summary of Changes
2 Research Methodology
2.1 Research Data
2.1.1 Secondary Data
2.1.1.1 Key Data from Secondary Sources
2.1.2 Primary Data
2.1.2.1 Primary Interviews with Experts
2.1.2.2 Breakdown of Primary Interviews
2.1.2.3 Key Insights from Industry Experts
2.2 Market Size Estimation
2.2.1 Top-Down Approach
2.2.1.1 Supply-Side Analysis
2.2.2 Bottom-Up Approach
2.2.2.1 Demand-Side Analysis
2.3 Data Triangulation
2.4 Research Assumptions
2.5 Research Limitations
2.6 Risk Assessment
2.1.1 Secondary Data
2.1.1.1 Key Data from Secondary Sources
2.1.2 Primary Data
2.1.2.1 Primary Interviews with Experts
2.1.2.2 Breakdown of Primary Interviews
2.1.2.3 Key Insights from Industry Experts
2.2 Market Size Estimation
2.2.1 Top-Down Approach
2.2.1.1 Supply-Side Analysis
2.2.2 Bottom-Up Approach
2.2.2.1 Demand-Side Analysis
2.3 Data Triangulation
2.4 Research Assumptions
2.5 Research Limitations
2.6 Risk Assessment
4 Premium Insights
4.1 Attractive Opportunities for Key Players in Knowledge Graph Market
4.2 Knowledge Graph Market, by Offering
4.3 Knowledge Graph Market, by Service
4.4 Knowledge Graph Market, by Model Type
4.5 Knowledge Graph Market, by Application 60
4.6 Knowledge Graph Market, by Vertical
4.7 North America: Knowledge Graph Market, Solutions and Services
4.2 Knowledge Graph Market, by Offering
4.3 Knowledge Graph Market, by Service
4.4 Knowledge Graph Market, by Model Type
4.5 Knowledge Graph Market, by Application 60
4.6 Knowledge Graph Market, by Vertical
4.7 North America: Knowledge Graph Market, Solutions and Services
5 Market Overview and Industry Trends
5.1 Introduction
5.2 Market Dynamics
5.2.1 Drivers
5.2.1.1 Rising Demand for AI/Generative AI Solutions
5.2.1.2 Rapid Growth in Data Volume and Complexity
5.2.1.3 Growing Demand for Semantic Search
5.2.2 Restraints
5.2.2.1 Data Quality and Integration Challenges
5.2.2.2 Navigation of Saturated Data Management Tool Landscape
5.2.2.3 Scalability Issues
5.2.3 Opportunities
5.2.3.1 Leveraging Llms to Reduce Knowledge Graph Construction Costs
5.2.3.2 Data Unification and Rapid Proliferation of Knowledge Graphs
5.2.3.3 Increasing Adoption in Healthcare and Life Sciences to Revolutionize Data Management and Enhance Patient Outcomes
5.2.4 Challenges
5.2.4.1 Lack of Expertise and Awareness
5.2.4.2 Standardization and Interoperability
5.2.4.3 Difficulty in Demonstrating Full Value of Knowledge Graphs Through Single Use Cases
5.3 Trends/Disruptions Impacting Customer Business
5.4 Pricing Analysis
5.4.1 Price Trend of Key Players, by Solution
5.4.2 Indicative Pricing Analysis of Key Players
5.5 Supply Chain Analysis
5.6 Ecosystem
5.7 Technology Analysis
5.7.1 Key Technologies
5.7.1.1 Graph Databases (Gdb)
5.7.1.2 Semantic Web Technologies
5.7.1.3 Generative AI and Natural Language Processing (Nlp)
5.7.1.4 Graphrag
5.7.2 Complementary Technologies
5.7.2.1 Artificial Intelligence (AI) and Machine Learning (ML)
5.7.2.2 Big Data
5.7.2.3 Graph Neural Networks (Gnns)
5.7.2.4 Cloud Computing
5.7.2.5 Vector Databases and Full-Text Search Engines (Fts)
5.7.2.6 Multi-Model Databases
5.7.3 Adjacent Technologies
5.7.3.1 Digital Twin
5.7.3.2 Internet of Things (IoT)
5.7.3.3 Blockchain
5.7.3.4 Edge Computing
5.8 Patent Analysis
5.8.1 Methodology
5.8.1.1 List of Major Patents
5.9 Key Conferences and Events, 2024-2025
5.10 Regulatory Landscape
5.10.1 Regulatory Bodies, Government Agencies, and Other Organizations
5.10.2 Key Regulations
5.10.2.1 North America
5.10.2.1.1 Scr 17: Artificial Intelligence Bill (California)
5.10.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.10.2.1.3 National Artificial Intelligence Initiative Act (Naiia)
5.10.2.1.4 The Artificial Intelligence and Data Act (Aida) - Canada
5.10.2.2 Europe
5.10.2.2.1 The European Union (Eu) - Artificial Intelligence Act (Aia)
5.10.2.2.2 Eu Data Governance Act
5.10.2.2.3 General Data Protection Regulation (Europe)
5.10.2.3 Asia-Pacific
5.10.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.10.2.3.2 The National AI Strategy (Singapore)
5.10.2.3.3 The Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.10.2.4 Middle East & Africa
5.10.2.4.1 The National Strategy for Artificial Intelligence (UAE)
5.10.2.4.2 The National Artificial Intelligence Strategy (Qatar)
5.10.2.4.3 The AI Ethics Principles and Guidelines (Dubai)
5.10.2.5 Latin America
5.10.2.5.1 The Santiago Declaration (Chile)
5.10.2.5.2 The Brazilian Artificial Intelligence Strategy (Ebia)
5.11 Porter's Five Forces Analysis
5.11.1 Threat of New Entrants
5.11.2 Threat of Substitutes
5.11.3 Bargaining Power of Buyers
5.11.4 Bargaining Power of Suppliers
5.11.5 Intensity of Competitive Rivalry 92
5.12 Key Stakeholders & Buying Criteria
5.12.1 Key Stakeholders in Buying Process
5.12.2 Buying Criteria
5.13 Brief History of Knowledge Graph
5.14 Steps to Build Knowledge Graph
5.14.1 Define Objectives
5.14.2 Engage Stakeholders
5.14.3 Identify Knowledge Domain
5.14.4 Gather and Analyze Data
5.14.5 Clean and Preprocess Data
5.14.6 Create Semantic Data Model
5.14.7 Schema Definition
5.14.8 Data Integration
5.14.9 Harmonization of Data
5.14.10 Build Knowledge Graph
5.14.11 Augment Graph
5.14.12 Testing and Validation
5.14.13 Maximize Usability
5.14.14 Continuous Maintenance and Evolution
5.15 Impact of AI/Generative AI on Knowledge Graph Market
5.15.1 Use Cases of Generative Knowledge Graph
5.16 Investment and Funding Scenario
5.17 Case Study Analysis
5.17.1 Transmission System Operator Leveraged Ontotext's Solutions to Modernize Asset Management
5.17.2 Boston Scientific Streamlined Medical Supply Chain Using Neo4J's Graph Data Science Solution
5.17.3 National Retail Chain from UK Enhanced Operational Efficiency Using Tigergraphs's Solution
5.17.4 Schneider Electric Used Stardog to Lead Smart Building Transformation
5.17.5 Media Organization Used Progress Semaphore to Classify Content for Better Audience Engagement
5.17.6 Yahoo7 Represented Content Within Knowledge Graph with Assistance of Blazegraph
5.17.7 Database Group Helped Springermaterials Accelerate Research with Semantic Search
5.17.8 Rfs Optimized Its Global Product and Inventory Management by Using Eccenca's Solution 104
5.2 Market Dynamics
5.2.1 Drivers
5.2.1.1 Rising Demand for AI/Generative AI Solutions
5.2.1.2 Rapid Growth in Data Volume and Complexity
5.2.1.3 Growing Demand for Semantic Search
5.2.2 Restraints
5.2.2.1 Data Quality and Integration Challenges
5.2.2.2 Navigation of Saturated Data Management Tool Landscape
5.2.2.3 Scalability Issues
5.2.3 Opportunities
5.2.3.1 Leveraging Llms to Reduce Knowledge Graph Construction Costs
5.2.3.2 Data Unification and Rapid Proliferation of Knowledge Graphs
5.2.3.3 Increasing Adoption in Healthcare and Life Sciences to Revolutionize Data Management and Enhance Patient Outcomes
5.2.4 Challenges
5.2.4.1 Lack of Expertise and Awareness
5.2.4.2 Standardization and Interoperability
5.2.4.3 Difficulty in Demonstrating Full Value of Knowledge Graphs Through Single Use Cases
5.3 Trends/Disruptions Impacting Customer Business
5.4 Pricing Analysis
5.4.1 Price Trend of Key Players, by Solution
5.4.2 Indicative Pricing Analysis of Key Players
5.5 Supply Chain Analysis
5.6 Ecosystem
5.7 Technology Analysis
5.7.1 Key Technologies
5.7.1.1 Graph Databases (Gdb)
5.7.1.2 Semantic Web Technologies
5.7.1.3 Generative AI and Natural Language Processing (Nlp)
5.7.1.4 Graphrag
5.7.2 Complementary Technologies
5.7.2.1 Artificial Intelligence (AI) and Machine Learning (ML)
5.7.2.2 Big Data
5.7.2.3 Graph Neural Networks (Gnns)
5.7.2.4 Cloud Computing
5.7.2.5 Vector Databases and Full-Text Search Engines (Fts)
5.7.2.6 Multi-Model Databases
5.7.3 Adjacent Technologies
5.7.3.1 Digital Twin
5.7.3.2 Internet of Things (IoT)
5.7.3.3 Blockchain
5.7.3.4 Edge Computing
5.8 Patent Analysis
5.8.1 Methodology
5.8.1.1 List of Major Patents
5.9 Key Conferences and Events, 2024-2025
5.10 Regulatory Landscape
5.10.1 Regulatory Bodies, Government Agencies, and Other Organizations
5.10.2 Key Regulations
5.10.2.1 North America
5.10.2.1.1 Scr 17: Artificial Intelligence Bill (California)
5.10.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
5.10.2.1.3 National Artificial Intelligence Initiative Act (Naiia)
5.10.2.1.4 The Artificial Intelligence and Data Act (Aida) - Canada
5.10.2.2 Europe
5.10.2.2.1 The European Union (Eu) - Artificial Intelligence Act (Aia)
5.10.2.2.2 Eu Data Governance Act
5.10.2.2.3 General Data Protection Regulation (Europe)
5.10.2.3 Asia-Pacific
5.10.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
5.10.2.3.2 The National AI Strategy (Singapore)
5.10.2.3.3 The Hiroshima AI Process Comprehensive Policy Framework (Japan)
5.10.2.4 Middle East & Africa
5.10.2.4.1 The National Strategy for Artificial Intelligence (UAE)
5.10.2.4.2 The National Artificial Intelligence Strategy (Qatar)
5.10.2.4.3 The AI Ethics Principles and Guidelines (Dubai)
5.10.2.5 Latin America
5.10.2.5.1 The Santiago Declaration (Chile)
5.10.2.5.2 The Brazilian Artificial Intelligence Strategy (Ebia)
5.11 Porter's Five Forces Analysis
5.11.1 Threat of New Entrants
5.11.2 Threat of Substitutes
5.11.3 Bargaining Power of Buyers
5.11.4 Bargaining Power of Suppliers
5.11.5 Intensity of Competitive Rivalry 92
5.12 Key Stakeholders & Buying Criteria
5.12.1 Key Stakeholders in Buying Process
5.12.2 Buying Criteria
5.13 Brief History of Knowledge Graph
5.14 Steps to Build Knowledge Graph
5.14.1 Define Objectives
5.14.2 Engage Stakeholders
5.14.3 Identify Knowledge Domain
5.14.4 Gather and Analyze Data
5.14.5 Clean and Preprocess Data
5.14.6 Create Semantic Data Model
5.14.7 Schema Definition
5.14.8 Data Integration
5.14.9 Harmonization of Data
5.14.10 Build Knowledge Graph
5.14.11 Augment Graph
5.14.12 Testing and Validation
5.14.13 Maximize Usability
5.14.14 Continuous Maintenance and Evolution
5.15 Impact of AI/Generative AI on Knowledge Graph Market
5.15.1 Use Cases of Generative Knowledge Graph
5.16 Investment and Funding Scenario
5.17 Case Study Analysis
5.17.1 Transmission System Operator Leveraged Ontotext's Solutions to Modernize Asset Management
5.17.2 Boston Scientific Streamlined Medical Supply Chain Using Neo4J's Graph Data Science Solution
5.17.3 National Retail Chain from UK Enhanced Operational Efficiency Using Tigergraphs's Solution
5.17.4 Schneider Electric Used Stardog to Lead Smart Building Transformation
5.17.5 Media Organization Used Progress Semaphore to Classify Content for Better Audience Engagement
5.17.6 Yahoo7 Represented Content Within Knowledge Graph with Assistance of Blazegraph
5.17.7 Database Group Helped Springermaterials Accelerate Research with Semantic Search
5.17.8 Rfs Optimized Its Global Product and Inventory Management by Using Eccenca's Solution 104
6 Knowledge Graph Market, by Offering
6.1 Introduction
6.1.1 Offerings: Knowledge Graph Market Drivers
6.2 Solutions
6.2.1 Spike in Demand for Sophisticated Data Management and Analysis to Drive Market
6.2.2 Enterprise Knowledge Graph Platform
6.2.2.1 Need to Improve Discovery of Data, Promote Better Decision-Making, and Enable Real-Time Insights Using Semantic Technologies to Propel Market
6.2.3 Graph Database Engine
6.2.3.1 Features Like Parallel Query Execution and AI-Driven Insights in Graph Database Engines to Accelerate Market Growth
6.2.4 Knowledge Management Toolset
6.2.4.1 Knowledge Management Toolsets to Enhance Operational Efficiency by Enabling Seamless Access to Organizational Knowledge
6.3 Services
6.3.1 Professional Services
6.3.2 Managed Services
6.1.1 Offerings: Knowledge Graph Market Drivers
6.2 Solutions
6.2.1 Spike in Demand for Sophisticated Data Management and Analysis to Drive Market
6.2.2 Enterprise Knowledge Graph Platform
6.2.2.1 Need to Improve Discovery of Data, Promote Better Decision-Making, and Enable Real-Time Insights Using Semantic Technologies to Propel Market
6.2.3 Graph Database Engine
6.2.3.1 Features Like Parallel Query Execution and AI-Driven Insights in Graph Database Engines to Accelerate Market Growth
6.2.4 Knowledge Management Toolset
6.2.4.1 Knowledge Management Toolsets to Enhance Operational Efficiency by Enabling Seamless Access to Organizational Knowledge
6.3 Services
6.3.1 Professional Services
6.3.2 Managed Services
7 Knowledge Graph Market, by Model Type
7.1 Introduction
7.1.1 Model Types: Knowledge Graph Market Drivers
7.2 Resource Description Framework (Rdf) Triple Stores
7.2.1 Rdf-based Knowledge Graphs to Facilitate Applications Requiring Semantic Interoperability
7.3 Labeled Property Graph (Lpg)
7.3.1 Logical Inference, Knowledge Discovery, and Structured Representation of Data to Boost Market Growth
7.1.1 Model Types: Knowledge Graph Market Drivers
7.2 Resource Description Framework (Rdf) Triple Stores
7.2.1 Rdf-based Knowledge Graphs to Facilitate Applications Requiring Semantic Interoperability
7.3 Labeled Property Graph (Lpg)
7.3.1 Logical Inference, Knowledge Discovery, and Structured Representation of Data to Boost Market Growth
8 Knowledge Graph Market, by Application
8.1 Introduction
8.1.1 Applications: Knowledge Graph Market Drivers
8.2 Data Governance and Master Data Management
8.2.1 Need for Enhanced Search Functionalities to Bolster Market Growth
8.3 Data Analytics & Business Intelligence
8.3.1 Integration of Knowledge from Several Disciplines and Offering Personalized Recommendations to Boost Market Growth
8.4 Knowledge & Content Management
8.4.1 Widespread Knowledge of Intricate Ideas Through Cross-Domain Information Integration to Boost Market
8.5 Virtual Assistants, Self-Service Data, and Digital Asset Discovery
8.5.1 Streamlining of Teamwork and Knowledge Exchange to Accelerate Market Growth
8.6 Product & Configuration Management
8.6.1 Need to Ensure Accuracy and Reduces Time-To-Market Enhancing Customer Satisfaction to Fuel Market Growth
8.7 Infrastructure & Asset Management
8.7.1 Infrastructure and Asset Management to Reduce Downtime and Extend Asset Lifecycles Through Informed Decision-Making Processes
8.8 Process Optimization & Resource Management
8.8.1 Need for Real-Time Resource Utilization Monitoring Across Different Projects or Departments to Propel Market
8.9 Risk Management, Compliance, and Regulatory Reporting
8.9.1 Risk Management, Compliance, and Regulatory Reporting to Help Map Data Flows, Relationships, and Controls to Identify Vulnerabilities and Ensure Compliance
8.10 Market & Customer Intelligence and Sales Optimization
8.10.1 Need to Identify Trends Informing Targeted Marketing Strategies to Drive Market
8.11 Other Applications
8.1.1 Applications: Knowledge Graph Market Drivers
8.2 Data Governance and Master Data Management
8.2.1 Need for Enhanced Search Functionalities to Bolster Market Growth
8.3 Data Analytics & Business Intelligence
8.3.1 Integration of Knowledge from Several Disciplines and Offering Personalized Recommendations to Boost Market Growth
8.4 Knowledge & Content Management
8.4.1 Widespread Knowledge of Intricate Ideas Through Cross-Domain Information Integration to Boost Market
8.5 Virtual Assistants, Self-Service Data, and Digital Asset Discovery
8.5.1 Streamlining of Teamwork and Knowledge Exchange to Accelerate Market Growth
8.6 Product & Configuration Management
8.6.1 Need to Ensure Accuracy and Reduces Time-To-Market Enhancing Customer Satisfaction to Fuel Market Growth
8.7 Infrastructure & Asset Management
8.7.1 Infrastructure and Asset Management to Reduce Downtime and Extend Asset Lifecycles Through Informed Decision-Making Processes
8.8 Process Optimization & Resource Management
8.8.1 Need for Real-Time Resource Utilization Monitoring Across Different Projects or Departments to Propel Market
8.9 Risk Management, Compliance, and Regulatory Reporting
8.9.1 Risk Management, Compliance, and Regulatory Reporting to Help Map Data Flows, Relationships, and Controls to Identify Vulnerabilities and Ensure Compliance
8.10 Market & Customer Intelligence and Sales Optimization
8.10.1 Need to Identify Trends Informing Targeted Marketing Strategies to Drive Market
8.11 Other Applications
9 Knowledge Graph Market, by Vertical
9.1 Introduction
9.1.1 Verticals: Knowledge Graph Market Drivers
9.2 Bfsi
9.2.1 Increasing Need to Manage Complex Data to Support Market Growth
9.2.2 Case Study
9.2.2.1 ?nti-Money Laundering (Aml)
9.2.2.1.1 Major US Financial Institutions Enhanced Anti-Money Laundering Capabilities with Tigergraph
9.2.2.2 Fraud Detection & Risk Management
9.2.2.2.1 Bnp Paribas Personal Finance Achieved 20% Fraud Reduction with Neo4J Graph Database
9.2.2.3 Identity & Access Management
9.2.2.3.1 Intuit Safeguarded Data of 100 Million Customers with Neo4J
9.2.2.4 Risk Management
9.2.2.4.1 Global Bank Enhanced Trade Surveillance for Risk Management in Bfsi
9.2.2.5 Data Integration & Governance
9.2.2.5.1 Optimizing Data Integration and Governance for Real-Time Risk Management and Compliance
9.2.2.6 Operational Resilience for Bank IT Systems
9.2.2.6.1 Basel Institute on Governance Enhanced Asset Recovery and Financial Intelligence with Knowledge Graphs for Global Financial Institutions with Onto Text 141
9.2.2.7 Regulatory Compliance
9.2.2.7.1 Multinational Auditing Company Enhanced Regulatory Compliance and Operational Efficiency with Knowledge Graphs of Ontotext
9.2.2.8 Customer 360° View
9.2.2.8.1 Intuit Enhanced Security and Data Protection Using Neo4J Knowledge Graph for Customer Data
9.2.2.9 Know Your Customer (Kyc) Processes
9.2.2.9.1 AI-Powered Knowledge Graphs Streamlined Kyc Compliance and Adverse Media Analysis in Financial Services
9.2.2.10 Market Analysis and Trend Detection
9.2.2.10.1 Leading Investment Bank Enhanced Investment Insights Through Comprehensive Company Knowledge Graph
9.2.2.11 Policy Impact Analysis
9.2.2.11.1 Delinian Enhanced Content Production and Analysis with Semantic Publishing Platform
9.2.2.12 Customer Support
9.2.2.12.1 Banks and Insurance Companies Improved AI-Powered Knowledge Graphs to Revolutionize Customer Support in Bfsi
9.2.2.13 Self-Service Data & Digital Asset Discovery and Data Integration & Governance
9.2.2.13.1 HSBC Revolutionized Data Governance with Knowledge Graphs in Bfsi
9.3 Retail & Ecommerce
9.3.1 Need to Optimize Inventory Management Facilitated by Knowledge Graphs to Drive Market
9.3.2 Case Study
9.3.2.1 Fraud Detection in Ecommerce
9.3.2.1.1 Paypal Enhanced Fraud Detection with Knowledge Graphs
9.3.2.2 Dynamic Pricing Optimization
9.3.2.2.1 Belgian Company Revolutionized New Product Development with Food Pairing Knowledge Graph
9.3.2.3 Personalized Recommendations
9.3.2.3.1 Xandr Created Industry-Leading Identity Graph for Personalized Advertising with Tigergraph
9.3.2.4 Market Basket Analysis
9.3.2.4.1 Ecommerce Giants Boosted Retail Sales with Knowledge Graph-Powered Market Basket Analysis
9.3.2.5 Customer Experience Enhancement
9.3.2.5.1 Retailers Improved Store Operations and Increased Customer Satisfaction Using Tigergraph
9.3.2.5.2 Edamam Enhanced Food Knowledge and User Experience with Knowledge Graphs
9.3.2.6 Social Media Influence on Buying Behavior
9.3.2.6.1 Leveraging Knowledge Graphs to Track Social Media Influence on Buying Behavior at Coca-Cola
9.3.2.7 Churn Prediction & Prevention
9.3.2.7.1 Reduction of Customer Churn with Knowledge Graphs
9.3.2.8 Product Configuration & Recommendation
9.3.2.8.1 Leading Automotive Manufacturer Personalized Customer Experience with Knowledge Graphs for Product Configuration
9.3.2.9 Customer Segmentation & Targeting
9.3.2.9.1 Xbox Enhanced User Experience with Tigergraph for Better Customer Insights and Loyalty
9.3.2.10 Customer 360° View
9.3.2.10.1 Technology Giant Enhanced Customer Engagement with Tigergraph for Personalized Experiences
9.3.2.11 Review & Reputation Management
9.3.2.11.1 Neo4J Managed Brand Reputation with Knowledge Graphs at Tripadvisor
9.3.2.12 Customer Support
9.3.2.12.1 Retailer Enhanced Operations and Customer Satisfaction with Tigergraph for Root Cause Analysis
9.4 Healthcare, Life Sciences, and Pharmaceuticals
9.4.1 Need to Revolutionize Healthcare Practices to Propel Adoption of Knowledge Graphs
9.4.2 Case Study
9.4.2.1 Drug Discovery & Development
9.4.2.1.1 Early Drug R&D Center Accelerated Cancer Research with Ontotext's Target Discovery
9.4.2.1.2 Ontotext's Target Discovery Accelerated Alzheimer's Breakthroughs with Knowledge Graphs
9.4.2.2 Clinical Trial Management
9.4.2.2.1 Numedii Streamlined Clinical Trial Management with AI-Powered Knowledge Graphs with Ontotext
9.4.2.3 Medical Claim Processing
9.4.2.3.1 Unitedhealth Group Revolutionized Medical Claim Processing with Tigergraph
9.4.2.4 Clinical Intelligence
9.4.2.4.1 Leading US Children's Hospital Gained Deeper Insights into Impact of Its Faculty Research
9.4.2.5 Healthcare Provider Network Analysis
9.4.2.5.1 Amgen Improved Quality of Healthcare by Identifying Influencers and Referral Networks Using Tigergraph
9.4.2.6 Customer Support
9.4.2.6.1 Exact Sciences Corporation Revolutionized Customer Support in Healthcare with a Knowledge Graph-Powered 360° View
9.4.2.7 Patient Journey & Care Pathway Analysis
9.4.2.7.1 Care-For-Rare Foundation at Dr. Von Hauner Children's Hospital Transformed Pediatric Care Pathways with Neo4J's Clinical Knowledge Graph 153
9.4.2.8 Self-Service Data & Digital Asset Discovery
9.4.2.8.1 Boehringer Ingelheim Accelerating Pharmaceutical Innovation with Stardog Knowledge Graph
9.5 Telecom & Technology
9.5.1 Need to Optimize Intricate Network Infrastructure and Customized Service Offerings to Fuel Market Growth
9.5.2 Case Study
9.5.2.1 Network Optimization & Management
9.5.2.1.1 Cyber Resilience Leader Scaled Next-Generation Cybersecurity with Tigergraph to Combat Evolving Threats
9.5.2.2 Network Security Analysis
9.5.2.2.1 Multinational Cybersecurity and Defense Company Accelerated Risk Identification in Cybersecurity with Knowledge Graphs with Ontotext
9.5.2.3 Identity & Access Management
9.5.2.3.1 Technology Giant Improved Customer Experiences with Tigergraph
9.5.2.4 IT Asset Management
9.5.2.4.1 Orange Used Thing’In to Build Digital Twin Platform
9.5.2.5 IoT Device Management & Connectivity
9.5.2.5.1 Aws Enhanced IoT Device Management with Amazon Neptune's Scalable Graph Database Solutions
9.5.2.6 Metadata Enrichment
9.5.2.6.1 Cisco Utilized Neo4J to Enhance and Assign Metadata to Its Vast Document Collection
9.5.2.7 Data Integration & Governance
9.5.2.7.1 Dun & Bradstreet Enhanced Compliance with Neo4J's Graph Technology
9.5.2.8 Self-Service Data & Digital Asset Discovery
9.5.2.8.1 Telecom Provider Optimized Telecom Operations with Neo4J's Self-Service Data and Digital Asset Discovery
9.5.2.9 Service Incident Management
9.5.2.9.1 Bt Group Revolutionizing Telecom Inventory Management with Neo4J Knowledge Graph
9.6 Government
9.6.1 Speedy Data Integration and Interoperability to Boost Market Growth
9.6.2 Case Study
9.6.2.1 Government Service Optimization
9.6.2.1.1 Lodac Museum Project, Initiated by Japan's National Institute of Informatics (Nii), Enhanced Academic Access to Cultural Heritage Data Through Linked Open Data
9.6.2.2 Legislative & Regulatory Analysis
9.6.2.2.1 Inter-American Development Bank (Idb) Enhanced Knowledge Discovery with Knowledge Graphs at the Idb 159
9.6.2.3 Crisis Management & Disaster Response Planning
9.6.2.3.1 Knowledge Graphs Enhanced Crisis Response for Real-Time Decision-Making
9.6.2.4 Environmental Impact Analysis and Esg
9.6.2.4.1 Vienna University of Technology Transformed Architectural Design with Ecolopes Knowledge Graph
9.6.2.5 Social Network Analysis for Security & Law Enforcement
9.6.2.5.1 Social Network Analysis Strengthened Security Via Knowledge Graphs
9.6.2.6 Policy Impact Analysis
9.6.2.6.1 Governments Leveraged Knowledge Graphs for Effective Policy Impact Analysis
9.6.2.7 Knowledge Management
9.6.2.7.1 Ellas Leveraged Graphdb's Knowledge Graphs to Bridge Gender Gaps in Stem Leadership
9.6.2.8 Data Integration & Governance
9.6.2.8.1 Government Agency Took Digital and Print Library Services to Next Level Partnering with Metaphacts and Ontotext
9.7 Manufacturing & Automotive
9.7.1 Easy Predictive Maintenance and Decrease in Downtime to Support Market Growth
9.7.2 Case Study
9.7.2.1 Equipment Maintenance and Predictive Maintenance
9.7.2.1.1 Ford Motor Company Enhanced Production Efficiency with Tigergraph for Predictive Maintenance
9.7.2.2 Product Lifecycle Management
9.7.2.2.1 Leading European Manufacturer of Electrical Components Enhanced Product Discoverability Through Semantic Knowledge Graphs
9.7.2.3 Manufacturing Process Optimization
9.7.2.3.1 Production Streamlined Efficiency with Knowledge Graphs
9.7.2.4 Enhance Vehicle Safety & Reliability
9.7.2.4.1 Knowledge Graphs Improved Vehicle Safety with Predictive Maintenance
9.7.2.5 Optimization of Industrial Processes
9.7.2.5.1 Leading Manufacturer of Building Automation Systems (Bas) Graphs Improved Vehicle Safety with Ontotext's Graphdb
9.7.2.6 Root Cause Analysis
9.7.2.6.1 Root Cause Analysis Uncovered Process Failures with Using Knowledge Graphs
9.7.2.7 Inventory Management & Demand Forecasting
9.7.2.7.1 Knowledge Graphs Optimized Inventory and Demand Forecasting with Knowledge Graphs
9.7.2.8 Service Incident Management
9.7.2.8.1 Knowledge Graphs Accelerated Service Incident Resolution with Knowledge Graphs
9.7.2.9 Staff & Resource Allocation
9.7.2.9.1 Knowledge Graphs Optimized Staff and Resource Allocation with Knowledge Graphs
9.7.2.10 Product Configuration & Recommendation
9.7.2.10.1 Leading Building Automation Systems (Bas) Manufacturers Used Brick Schema to Represent Bas Components and Their Complex Interactions
9.8 Media & Entertainment
9.8.1 Need to Improve Content Management Procedures and Better Data-Driven Decisions to Foster Market Growth
9.8.2 Case Study
9.8.2.1 Content Recommendation & Personalization
9.8.2.1.1 Leading Television Broadcaster Streamlined Data Management and Improved Search Efficiency with Knowledge Graphs
9.8.2.2 Audience Segmentation & Targeting
9.8.2.2.1 Kt Corporation Enhanced Iptv Content Discovery with Semantic Search for Better Audience Targeting
9.8.2.3 Social Media Influence Analysis
9.8.2.3.1 Myntelligence Used Tigergraph's Advanced Graph Analytics to Analyze Relationships and Interactions
9.8.2.4 Copyright & Licensing Management
9.8.2.4.1 British Museum and Europeana Leveraged Knowledge Graphs for Efficient Content Management and Licensing in Cultural Heritage
9.8.2.5 Self-Service Data & Digital Asset Discovery
9.8.2.5.1 Bbc Transformed Content Management with Semantic Publishing for Enhanced User Experience
9.8.2.6 Content Recommendation Systems
9.8.2.6.1 Stm Publisher Leveraged Knowledge Platform for Enhanced Content Recommendation
9.8.2.7 User Engagement Analysis
9.8.2.7.1 Bulgarian Media Company Leveraged Ontotext's Knowledge Graphs for Enhanced User Engagement and Ad Targeting
9.8.2.8 Knowledge Management
9.8.2.8.1 Rappler Empowered Transparent Elections with First Philippine Politics Knowledge Graph
9.8.2.8.2 Perfect Memory and Ontotext Developed Custom Data Program Platform Based on Knowledge Graph Solution to Streamline Data Management
9.9 Energy, Utilities, and Infrastructure
9.9.1 Development of Innovative Technologies to Drive Demand for Knowledge Graph Solutions
9.9.2 Case Study
9.9.2.1 Grid Management
9.9.2.1.1 Transmission Systems Operator (Tso) Modernized Asset Management with Knowledge Graphs for Enhanced Grid Reliability
9.9.2.2 Energy Trading Optimization
9.9.2.2.1 Global Energy and Commodities Markets Information Provider Gained Enhanced Operational Efficiencies with Semantic Information Extraction
9.9.2.3 Renewable Energy Integration & Optimization
9.9.2.3.1 State Grid Corporation of China Created Speedy Energy Management System with Assistance of Tigergraph
9.9.2.4 Public Infrastructure Management
9.9.2.4.1 Knowledge Graphs Enhanced Infrastructure Management for Better Decision-Making
9.9.2.5 Customer Engagement & Billing
9.9.2.5.1 Knowledge Graphs Streamlined Customer Engagement and Billing
9.9.2.6 Environmental Impact Analysis & Esg
9.9.2.6.1 Improved Environmental Impact Analysis with Knowledge Graphs for Esg Reporting
9.9.2.7 Service Incident Management
9.9.2.7.1 Enxchange Transformed Service Incident Management in Energy with Graph-based Digital Twins
9.9.2.8 Staff & Resource Allocation
9.9.2.8.1 Knowledge Graphs Optimized Staff and Resource Allocation for Efficient Operations
9.9.2.9 Railway Asset Management
9.9.2.9.1 Railway Asset Management with Graph Databases Enhanced Connectivity and Efficiency
9.10 Travel & Hospitality
9.10.1 Need for Knowledge Graphs to Help Develop Innovative Technologies to Drive Market
9.10.2 Case Study
9.10.2.1 Personalized Travel Recommendations
9.10.2.1.1 Travel Personalization with Knowledge Graphs for Tailored Recommendations
9.10.2.2 Dynamic Pricing Optimization
9.10.2.2.1 Marriott International Implemented Knowledge Graph Technology for Dynamic Pricing and Revenue Optimization
9.10.2.3 Customer Journey Mapping
9.10.2.3.1 Knowledge Graphs Mapped Customer Journey for Enhanced Travel Experiences
9.10.2.4 Booking & Reservation Optimization
9.10.2.4.1 Westjet Airlines Transformed Flight Scheduling into a Seamless, Customer-Friendly Experience with Neo4J
9.10.2.5 Customer Experience Enhancement
9.10.2.5.1 Airbnb Transformed Customer Experience with Unified Data and Actionable Insights with Neo4J Graph Database
9.10.2.6 Product Configuration and Recommendation
9.10.2.6.1 Knowledge Graphs Streamlined Product Configuration and Recommendations
9.11 Transportation & Logistics
9.11.1 Need for Development of Innovative Technologies to Bolster Market Growth
9.11.2 Case Study
9.11.2.1 Route Optimization & Fleet Management
9.11.2.1.1 Transport for London (Tfl) Optimized Route Management and Incident Response with Digital Twin
9.11.2.2 Supply Chain Visibility
9.11.2.2.1 Knowledge Graphs Enhanced Supply Chain Visibility with Real-Time Insights
9.11.2.3 Equipment Maintenance & Predictive Maintenance
9.11.2.3.1 Knowledge Graphs Optimized Equipment Maintenance with Predictive Insights Via Knowledge Graphs
9.11.2.4 Supply Chain Management
9.11.2.4.1 Knowledge Graphs Streamlined Supply Chain Management for Better Coordination
9.11.2.5 Vendor & Supplier Analysis
9.11.2.5.1 Vendor and Supplier Analysis with Knowledge Graphs for Smarter Sourcing
9.11.2.6 Operational Efficiency & Decision Making
9.11.2.6.1 Careem Improved Operational Efficiency Through Fraud Detection
9.12 Other Verticals
9.1.1 Verticals: Knowledge Graph Market Drivers
9.2 Bfsi
9.2.1 Increasing Need to Manage Complex Data to Support Market Growth
9.2.2 Case Study
9.2.2.1 ?nti-Money Laundering (Aml)
9.2.2.1.1 Major US Financial Institutions Enhanced Anti-Money Laundering Capabilities with Tigergraph
9.2.2.2 Fraud Detection & Risk Management
9.2.2.2.1 Bnp Paribas Personal Finance Achieved 20% Fraud Reduction with Neo4J Graph Database
9.2.2.3 Identity & Access Management
9.2.2.3.1 Intuit Safeguarded Data of 100 Million Customers with Neo4J
9.2.2.4 Risk Management
9.2.2.4.1 Global Bank Enhanced Trade Surveillance for Risk Management in Bfsi
9.2.2.5 Data Integration & Governance
9.2.2.5.1 Optimizing Data Integration and Governance for Real-Time Risk Management and Compliance
9.2.2.6 Operational Resilience for Bank IT Systems
9.2.2.6.1 Basel Institute on Governance Enhanced Asset Recovery and Financial Intelligence with Knowledge Graphs for Global Financial Institutions with Onto Text 141
9.2.2.7 Regulatory Compliance
9.2.2.7.1 Multinational Auditing Company Enhanced Regulatory Compliance and Operational Efficiency with Knowledge Graphs of Ontotext
9.2.2.8 Customer 360° View
9.2.2.8.1 Intuit Enhanced Security and Data Protection Using Neo4J Knowledge Graph for Customer Data
9.2.2.9 Know Your Customer (Kyc) Processes
9.2.2.9.1 AI-Powered Knowledge Graphs Streamlined Kyc Compliance and Adverse Media Analysis in Financial Services
9.2.2.10 Market Analysis and Trend Detection
9.2.2.10.1 Leading Investment Bank Enhanced Investment Insights Through Comprehensive Company Knowledge Graph
9.2.2.11 Policy Impact Analysis
9.2.2.11.1 Delinian Enhanced Content Production and Analysis with Semantic Publishing Platform
9.2.2.12 Customer Support
9.2.2.12.1 Banks and Insurance Companies Improved AI-Powered Knowledge Graphs to Revolutionize Customer Support in Bfsi
9.2.2.13 Self-Service Data & Digital Asset Discovery and Data Integration & Governance
9.2.2.13.1 HSBC Revolutionized Data Governance with Knowledge Graphs in Bfsi
9.3 Retail & Ecommerce
9.3.1 Need to Optimize Inventory Management Facilitated by Knowledge Graphs to Drive Market
9.3.2 Case Study
9.3.2.1 Fraud Detection in Ecommerce
9.3.2.1.1 Paypal Enhanced Fraud Detection with Knowledge Graphs
9.3.2.2 Dynamic Pricing Optimization
9.3.2.2.1 Belgian Company Revolutionized New Product Development with Food Pairing Knowledge Graph
9.3.2.3 Personalized Recommendations
9.3.2.3.1 Xandr Created Industry-Leading Identity Graph for Personalized Advertising with Tigergraph
9.3.2.4 Market Basket Analysis
9.3.2.4.1 Ecommerce Giants Boosted Retail Sales with Knowledge Graph-Powered Market Basket Analysis
9.3.2.5 Customer Experience Enhancement
9.3.2.5.1 Retailers Improved Store Operations and Increased Customer Satisfaction Using Tigergraph
9.3.2.5.2 Edamam Enhanced Food Knowledge and User Experience with Knowledge Graphs
9.3.2.6 Social Media Influence on Buying Behavior
9.3.2.6.1 Leveraging Knowledge Graphs to Track Social Media Influence on Buying Behavior at Coca-Cola
9.3.2.7 Churn Prediction & Prevention
9.3.2.7.1 Reduction of Customer Churn with Knowledge Graphs
9.3.2.8 Product Configuration & Recommendation
9.3.2.8.1 Leading Automotive Manufacturer Personalized Customer Experience with Knowledge Graphs for Product Configuration
9.3.2.9 Customer Segmentation & Targeting
9.3.2.9.1 Xbox Enhanced User Experience with Tigergraph for Better Customer Insights and Loyalty
9.3.2.10 Customer 360° View
9.3.2.10.1 Technology Giant Enhanced Customer Engagement with Tigergraph for Personalized Experiences
9.3.2.11 Review & Reputation Management
9.3.2.11.1 Neo4J Managed Brand Reputation with Knowledge Graphs at Tripadvisor
9.3.2.12 Customer Support
9.3.2.12.1 Retailer Enhanced Operations and Customer Satisfaction with Tigergraph for Root Cause Analysis
9.4 Healthcare, Life Sciences, and Pharmaceuticals
9.4.1 Need to Revolutionize Healthcare Practices to Propel Adoption of Knowledge Graphs
9.4.2 Case Study
9.4.2.1 Drug Discovery & Development
9.4.2.1.1 Early Drug R&D Center Accelerated Cancer Research with Ontotext's Target Discovery
9.4.2.1.2 Ontotext's Target Discovery Accelerated Alzheimer's Breakthroughs with Knowledge Graphs
9.4.2.2 Clinical Trial Management
9.4.2.2.1 Numedii Streamlined Clinical Trial Management with AI-Powered Knowledge Graphs with Ontotext
9.4.2.3 Medical Claim Processing
9.4.2.3.1 Unitedhealth Group Revolutionized Medical Claim Processing with Tigergraph
9.4.2.4 Clinical Intelligence
9.4.2.4.1 Leading US Children's Hospital Gained Deeper Insights into Impact of Its Faculty Research
9.4.2.5 Healthcare Provider Network Analysis
9.4.2.5.1 Amgen Improved Quality of Healthcare by Identifying Influencers and Referral Networks Using Tigergraph
9.4.2.6 Customer Support
9.4.2.6.1 Exact Sciences Corporation Revolutionized Customer Support in Healthcare with a Knowledge Graph-Powered 360° View
9.4.2.7 Patient Journey & Care Pathway Analysis
9.4.2.7.1 Care-For-Rare Foundation at Dr. Von Hauner Children's Hospital Transformed Pediatric Care Pathways with Neo4J's Clinical Knowledge Graph 153
9.4.2.8 Self-Service Data & Digital Asset Discovery
9.4.2.8.1 Boehringer Ingelheim Accelerating Pharmaceutical Innovation with Stardog Knowledge Graph
9.5 Telecom & Technology
9.5.1 Need to Optimize Intricate Network Infrastructure and Customized Service Offerings to Fuel Market Growth
9.5.2 Case Study
9.5.2.1 Network Optimization & Management
9.5.2.1.1 Cyber Resilience Leader Scaled Next-Generation Cybersecurity with Tigergraph to Combat Evolving Threats
9.5.2.2 Network Security Analysis
9.5.2.2.1 Multinational Cybersecurity and Defense Company Accelerated Risk Identification in Cybersecurity with Knowledge Graphs with Ontotext
9.5.2.3 Identity & Access Management
9.5.2.3.1 Technology Giant Improved Customer Experiences with Tigergraph
9.5.2.4 IT Asset Management
9.5.2.4.1 Orange Used Thing’In to Build Digital Twin Platform
9.5.2.5 IoT Device Management & Connectivity
9.5.2.5.1 Aws Enhanced IoT Device Management with Amazon Neptune's Scalable Graph Database Solutions
9.5.2.6 Metadata Enrichment
9.5.2.6.1 Cisco Utilized Neo4J to Enhance and Assign Metadata to Its Vast Document Collection
9.5.2.7 Data Integration & Governance
9.5.2.7.1 Dun & Bradstreet Enhanced Compliance with Neo4J's Graph Technology
9.5.2.8 Self-Service Data & Digital Asset Discovery
9.5.2.8.1 Telecom Provider Optimized Telecom Operations with Neo4J's Self-Service Data and Digital Asset Discovery
9.5.2.9 Service Incident Management
9.5.2.9.1 Bt Group Revolutionizing Telecom Inventory Management with Neo4J Knowledge Graph
9.6 Government
9.6.1 Speedy Data Integration and Interoperability to Boost Market Growth
9.6.2 Case Study
9.6.2.1 Government Service Optimization
9.6.2.1.1 Lodac Museum Project, Initiated by Japan's National Institute of Informatics (Nii), Enhanced Academic Access to Cultural Heritage Data Through Linked Open Data
9.6.2.2 Legislative & Regulatory Analysis
9.6.2.2.1 Inter-American Development Bank (Idb) Enhanced Knowledge Discovery with Knowledge Graphs at the Idb 159
9.6.2.3 Crisis Management & Disaster Response Planning
9.6.2.3.1 Knowledge Graphs Enhanced Crisis Response for Real-Time Decision-Making
9.6.2.4 Environmental Impact Analysis and Esg
9.6.2.4.1 Vienna University of Technology Transformed Architectural Design with Ecolopes Knowledge Graph
9.6.2.5 Social Network Analysis for Security & Law Enforcement
9.6.2.5.1 Social Network Analysis Strengthened Security Via Knowledge Graphs
9.6.2.6 Policy Impact Analysis
9.6.2.6.1 Governments Leveraged Knowledge Graphs for Effective Policy Impact Analysis
9.6.2.7 Knowledge Management
9.6.2.7.1 Ellas Leveraged Graphdb's Knowledge Graphs to Bridge Gender Gaps in Stem Leadership
9.6.2.8 Data Integration & Governance
9.6.2.8.1 Government Agency Took Digital and Print Library Services to Next Level Partnering with Metaphacts and Ontotext
9.7 Manufacturing & Automotive
9.7.1 Easy Predictive Maintenance and Decrease in Downtime to Support Market Growth
9.7.2 Case Study
9.7.2.1 Equipment Maintenance and Predictive Maintenance
9.7.2.1.1 Ford Motor Company Enhanced Production Efficiency with Tigergraph for Predictive Maintenance
9.7.2.2 Product Lifecycle Management
9.7.2.2.1 Leading European Manufacturer of Electrical Components Enhanced Product Discoverability Through Semantic Knowledge Graphs
9.7.2.3 Manufacturing Process Optimization
9.7.2.3.1 Production Streamlined Efficiency with Knowledge Graphs
9.7.2.4 Enhance Vehicle Safety & Reliability
9.7.2.4.1 Knowledge Graphs Improved Vehicle Safety with Predictive Maintenance
9.7.2.5 Optimization of Industrial Processes
9.7.2.5.1 Leading Manufacturer of Building Automation Systems (Bas) Graphs Improved Vehicle Safety with Ontotext's Graphdb
9.7.2.6 Root Cause Analysis
9.7.2.6.1 Root Cause Analysis Uncovered Process Failures with Using Knowledge Graphs
9.7.2.7 Inventory Management & Demand Forecasting
9.7.2.7.1 Knowledge Graphs Optimized Inventory and Demand Forecasting with Knowledge Graphs
9.7.2.8 Service Incident Management
9.7.2.8.1 Knowledge Graphs Accelerated Service Incident Resolution with Knowledge Graphs
9.7.2.9 Staff & Resource Allocation
9.7.2.9.1 Knowledge Graphs Optimized Staff and Resource Allocation with Knowledge Graphs
9.7.2.10 Product Configuration & Recommendation
9.7.2.10.1 Leading Building Automation Systems (Bas) Manufacturers Used Brick Schema to Represent Bas Components and Their Complex Interactions
9.8 Media & Entertainment
9.8.1 Need to Improve Content Management Procedures and Better Data-Driven Decisions to Foster Market Growth
9.8.2 Case Study
9.8.2.1 Content Recommendation & Personalization
9.8.2.1.1 Leading Television Broadcaster Streamlined Data Management and Improved Search Efficiency with Knowledge Graphs
9.8.2.2 Audience Segmentation & Targeting
9.8.2.2.1 Kt Corporation Enhanced Iptv Content Discovery with Semantic Search for Better Audience Targeting
9.8.2.3 Social Media Influence Analysis
9.8.2.3.1 Myntelligence Used Tigergraph's Advanced Graph Analytics to Analyze Relationships and Interactions
9.8.2.4 Copyright & Licensing Management
9.8.2.4.1 British Museum and Europeana Leveraged Knowledge Graphs for Efficient Content Management and Licensing in Cultural Heritage
9.8.2.5 Self-Service Data & Digital Asset Discovery
9.8.2.5.1 Bbc Transformed Content Management with Semantic Publishing for Enhanced User Experience
9.8.2.6 Content Recommendation Systems
9.8.2.6.1 Stm Publisher Leveraged Knowledge Platform for Enhanced Content Recommendation
9.8.2.7 User Engagement Analysis
9.8.2.7.1 Bulgarian Media Company Leveraged Ontotext's Knowledge Graphs for Enhanced User Engagement and Ad Targeting
9.8.2.8 Knowledge Management
9.8.2.8.1 Rappler Empowered Transparent Elections with First Philippine Politics Knowledge Graph
9.8.2.8.2 Perfect Memory and Ontotext Developed Custom Data Program Platform Based on Knowledge Graph Solution to Streamline Data Management
9.9 Energy, Utilities, and Infrastructure
9.9.1 Development of Innovative Technologies to Drive Demand for Knowledge Graph Solutions
9.9.2 Case Study
9.9.2.1 Grid Management
9.9.2.1.1 Transmission Systems Operator (Tso) Modernized Asset Management with Knowledge Graphs for Enhanced Grid Reliability
9.9.2.2 Energy Trading Optimization
9.9.2.2.1 Global Energy and Commodities Markets Information Provider Gained Enhanced Operational Efficiencies with Semantic Information Extraction
9.9.2.3 Renewable Energy Integration & Optimization
9.9.2.3.1 State Grid Corporation of China Created Speedy Energy Management System with Assistance of Tigergraph
9.9.2.4 Public Infrastructure Management
9.9.2.4.1 Knowledge Graphs Enhanced Infrastructure Management for Better Decision-Making
9.9.2.5 Customer Engagement & Billing
9.9.2.5.1 Knowledge Graphs Streamlined Customer Engagement and Billing
9.9.2.6 Environmental Impact Analysis & Esg
9.9.2.6.1 Improved Environmental Impact Analysis with Knowledge Graphs for Esg Reporting
9.9.2.7 Service Incident Management
9.9.2.7.1 Enxchange Transformed Service Incident Management in Energy with Graph-based Digital Twins
9.9.2.8 Staff & Resource Allocation
9.9.2.8.1 Knowledge Graphs Optimized Staff and Resource Allocation for Efficient Operations
9.9.2.9 Railway Asset Management
9.9.2.9.1 Railway Asset Management with Graph Databases Enhanced Connectivity and Efficiency
9.10 Travel & Hospitality
9.10.1 Need for Knowledge Graphs to Help Develop Innovative Technologies to Drive Market
9.10.2 Case Study
9.10.2.1 Personalized Travel Recommendations
9.10.2.1.1 Travel Personalization with Knowledge Graphs for Tailored Recommendations
9.10.2.2 Dynamic Pricing Optimization
9.10.2.2.1 Marriott International Implemented Knowledge Graph Technology for Dynamic Pricing and Revenue Optimization
9.10.2.3 Customer Journey Mapping
9.10.2.3.1 Knowledge Graphs Mapped Customer Journey for Enhanced Travel Experiences
9.10.2.4 Booking & Reservation Optimization
9.10.2.4.1 Westjet Airlines Transformed Flight Scheduling into a Seamless, Customer-Friendly Experience with Neo4J
9.10.2.5 Customer Experience Enhancement
9.10.2.5.1 Airbnb Transformed Customer Experience with Unified Data and Actionable Insights with Neo4J Graph Database
9.10.2.6 Product Configuration and Recommendation
9.10.2.6.1 Knowledge Graphs Streamlined Product Configuration and Recommendations
9.11 Transportation & Logistics
9.11.1 Need for Development of Innovative Technologies to Bolster Market Growth
9.11.2 Case Study
9.11.2.1 Route Optimization & Fleet Management
9.11.2.1.1 Transport for London (Tfl) Optimized Route Management and Incident Response with Digital Twin
9.11.2.2 Supply Chain Visibility
9.11.2.2.1 Knowledge Graphs Enhanced Supply Chain Visibility with Real-Time Insights
9.11.2.3 Equipment Maintenance & Predictive Maintenance
9.11.2.3.1 Knowledge Graphs Optimized Equipment Maintenance with Predictive Insights Via Knowledge Graphs
9.11.2.4 Supply Chain Management
9.11.2.4.1 Knowledge Graphs Streamlined Supply Chain Management for Better Coordination
9.11.2.5 Vendor & Supplier Analysis
9.11.2.5.1 Vendor and Supplier Analysis with Knowledge Graphs for Smarter Sourcing
9.11.2.6 Operational Efficiency & Decision Making
9.11.2.6.1 Careem Improved Operational Efficiency Through Fraud Detection
9.12 Other Verticals
10 Knowledge Graph Market, by Region
10.1 Introduction
10.2 North America
10.2.1 North America: Macroeconomic Outlook
10.2.2 US
10.2.2.1 Increasing Need for Structured Data Analytics and Interoperability to Drive Market
10.2.3 Canada
10.2.3.1 Increasing Complexity of Data and Demand for Efficient Data to Propel Market
10.3 Europe
10.3.1 Europe: Macroeconomic Outlook
10.3.2 UK
10.3.2.1 Increasing Complexity of Data and Demand for Advanced Data Integration Solutions to Fuel Market Growth
10.3.3 Germany
10.3.3.1 Focus on Industry 4.0 to Drive Demand for Knowledge Graph
10.3.4 France
10.3.4.1 Focus on Technological Innovation, Robust Digital Infrastructure, and Supportive Regulatory Environment to Foster Market Growth
10.3.5 Italy
10.3.5.1 Increasing Adoption of Semantic Technologies and Government Commitment to Fostering Innovation to Drive Market
10.3.6 Spain
10.3.6.1 Strategic Initiatives in AI Development Sector and Implementation of Spain's 2024 Artificial Intelligence Strategy to Accelerate Market
10.3.7 Nordic Countries
10.3.7.1 High Digital Literacy, Advanced AI Readiness, and Robust Public-Private Partnerships to Bolster Market Growth
10.3.8 Rest of Europe
10.4 Asia-Pacific
10.4.1 Asia-Pacific: Macroeconomic Outlook
10.4.2 China
10.4.2.1 Rapid Technological Advancements, Government Initiatives, and Strategic Focus on Integrating AI to Boost Market
10.4.3 Japan
10.4.3.1 Advancements in Robotics and a Strong Focus on AI Technologies Under the Government's “Society 5.0” Initiative to Drive Market
10.4.4 India
10.4.4.1 Focus on Promoting Advanced Technology Usage Through Government Initiatives to Foster Market Growth
10.4.5 South Korea
10.4.5.1 Strong Focus on Developing and Enhancing Public-Private Partnerships to Drive Market
10.4.6 Australia & New Zealand
10.4.6.1 Strategic Collaborations for Development in New Age Technologies to Drive Market
10.4.7 Rest of Asia-Pacific
10.5 Middle East & Africa
10.5.1 Middle East & Africa: Macroeconomic Outlook
10.5.2 GCC Countries
10.5.2.1 Increasing Investment in AI Technologies for Development to Fuel Market Growth
10.5.2.2 UAE
10.5.2.2.1 Rising Government Support for AI and Digital Transformation Initiatives to Foster Market Growth
10.5.2.3 KSA
10.5.2.3.1 Government Initiatives and Investments in Digital Infrastructure to Propel Market
10.5.2.4 Rest of GCC Countries
10.5.3 South Africa
10.5.3.1 Growing Focus on Digital Transformation and Innovation to Accelerate Market Growth
10.5.4 Rest of Middle East & Africa 244
10.6 Latin America
10.6.1 Latin America: Macroeconomic Outlook
10.6.2 Brazil
10.6.2.1 Increasing Demand for Personalized Customer Interactions and Advancements in AI Technologies to Propel Market
10.6.3 Mexico
10.6.3.1 Focus on Advancing Digital Infrastructure to Boost Market Growth
10.6.4 Argentina
10.6.4.1 Focus on Digital Transformation Initiatives to Drive Market
10.6.5 Rest of Latin America
10.2 North America
10.2.1 North America: Macroeconomic Outlook
10.2.2 US
10.2.2.1 Increasing Need for Structured Data Analytics and Interoperability to Drive Market
10.2.3 Canada
10.2.3.1 Increasing Complexity of Data and Demand for Efficient Data to Propel Market
10.3 Europe
10.3.1 Europe: Macroeconomic Outlook
10.3.2 UK
10.3.2.1 Increasing Complexity of Data and Demand for Advanced Data Integration Solutions to Fuel Market Growth
10.3.3 Germany
10.3.3.1 Focus on Industry 4.0 to Drive Demand for Knowledge Graph
10.3.4 France
10.3.4.1 Focus on Technological Innovation, Robust Digital Infrastructure, and Supportive Regulatory Environment to Foster Market Growth
10.3.5 Italy
10.3.5.1 Increasing Adoption of Semantic Technologies and Government Commitment to Fostering Innovation to Drive Market
10.3.6 Spain
10.3.6.1 Strategic Initiatives in AI Development Sector and Implementation of Spain's 2024 Artificial Intelligence Strategy to Accelerate Market
10.3.7 Nordic Countries
10.3.7.1 High Digital Literacy, Advanced AI Readiness, and Robust Public-Private Partnerships to Bolster Market Growth
10.3.8 Rest of Europe
10.4 Asia-Pacific
10.4.1 Asia-Pacific: Macroeconomic Outlook
10.4.2 China
10.4.2.1 Rapid Technological Advancements, Government Initiatives, and Strategic Focus on Integrating AI to Boost Market
10.4.3 Japan
10.4.3.1 Advancements in Robotics and a Strong Focus on AI Technologies Under the Government's “Society 5.0” Initiative to Drive Market
10.4.4 India
10.4.4.1 Focus on Promoting Advanced Technology Usage Through Government Initiatives to Foster Market Growth
10.4.5 South Korea
10.4.5.1 Strong Focus on Developing and Enhancing Public-Private Partnerships to Drive Market
10.4.6 Australia & New Zealand
10.4.6.1 Strategic Collaborations for Development in New Age Technologies to Drive Market
10.4.7 Rest of Asia-Pacific
10.5 Middle East & Africa
10.5.1 Middle East & Africa: Macroeconomic Outlook
10.5.2 GCC Countries
10.5.2.1 Increasing Investment in AI Technologies for Development to Fuel Market Growth
10.5.2.2 UAE
10.5.2.2.1 Rising Government Support for AI and Digital Transformation Initiatives to Foster Market Growth
10.5.2.3 KSA
10.5.2.3.1 Government Initiatives and Investments in Digital Infrastructure to Propel Market
10.5.2.4 Rest of GCC Countries
10.5.3 South Africa
10.5.3.1 Growing Focus on Digital Transformation and Innovation to Accelerate Market Growth
10.5.4 Rest of Middle East & Africa 244
10.6 Latin America
10.6.1 Latin America: Macroeconomic Outlook
10.6.2 Brazil
10.6.2.1 Increasing Demand for Personalized Customer Interactions and Advancements in AI Technologies to Propel Market
10.6.3 Mexico
10.6.3.1 Focus on Advancing Digital Infrastructure to Boost Market Growth
10.6.4 Argentina
10.6.4.1 Focus on Digital Transformation Initiatives to Drive Market
10.6.5 Rest of Latin America
11 Competitive Landscape
11.1 Introduction
11.2 Key Player Strategies/Right to Win
11.3 Revenue Analysis
11.4 Market Share Analysis
11.5 Market Ranking Analysis
11.6 Company Evaluation Matrix: Key Players, 2023
11.6.1 Stars
11.6.2 Emerging Leaders
11.6.3 Pervasive Players
11.6.4 Participants
11.6.5 Company Footprint: Key Players, 2024
11.6.5.1 Company Footprint
11.6.5.2 Vertical Footprint
11.6.5.3 Offering Footprint
11.6.5.4 Regional Footprint
11.7 Company Evaluation Matrix: Start-Ups/SMEs, 2024
11.7.1 Progressive Companies
11.7.2 Responsive Companies
11.7.3 Dynamic Companies
11.7.4 Starting Blocks
11.7.5 Competitive Benchmarking: Start-Ups/SMEs, 2024
11.7.5.1 Key Start-Ups/SMEs
11.7.5.2 Competitive Benchmarking of Key Start-Ups/SMEs
11.8 Competitive Scenarios and Trends
11.8.1 Product Launches & Enhancements
11.8.2 Deals
11.9 Brand/Product Comparison
11.10 Company Valuation and Financial Metrics of Key Knowledge Graph Solution Providers 275
11.2 Key Player Strategies/Right to Win
11.3 Revenue Analysis
11.4 Market Share Analysis
11.5 Market Ranking Analysis
11.6 Company Evaluation Matrix: Key Players, 2023
11.6.1 Stars
11.6.2 Emerging Leaders
11.6.3 Pervasive Players
11.6.4 Participants
11.6.5 Company Footprint: Key Players, 2024
11.6.5.1 Company Footprint
11.6.5.2 Vertical Footprint
11.6.5.3 Offering Footprint
11.6.5.4 Regional Footprint
11.7 Company Evaluation Matrix: Start-Ups/SMEs, 2024
11.7.1 Progressive Companies
11.7.2 Responsive Companies
11.7.3 Dynamic Companies
11.7.4 Starting Blocks
11.7.5 Competitive Benchmarking: Start-Ups/SMEs, 2024
11.7.5.1 Key Start-Ups/SMEs
11.7.5.2 Competitive Benchmarking of Key Start-Ups/SMEs
11.8 Competitive Scenarios and Trends
11.8.1 Product Launches & Enhancements
11.8.2 Deals
11.9 Brand/Product Comparison
11.10 Company Valuation and Financial Metrics of Key Knowledge Graph Solution Providers 275
12 Company Profiles
12.1 Key Players
12.1.1 Neo4J
12.1.1.1 Business Overview
12.1.1.2 Products/Solutions/Services Offered
12.1.1.3 Recent Developments
12.1.1.3.1 Product Enhancements
12.1.1.3.2 Deals
12.1.1.4 Analyst's View
12.1.1.4.1 Right to Win
12.1.1.4.2 Strategic Choices
12.1.1.4.3 Weaknesses and Competitive Threats
12.1.2 Amazon Web Services, Inc
12.1.2.1 Business Overview
12.1.2.2 Products/Solutions/Services Offered
12.1.2.3 Recent Developments
12.1.2.3.1 Product Enhancements
12.1.2.4 Analyst's View
12.1.2.4.1 Right to Win
12.1.2.4.2 Strategic Choices
12.1.2.4.3 Weaknesses and Competitive Threats
12.1.3 Tigergraph
12.1.3.1 Business Overview
12.1.3.2 Products/Solutions/Services Offered
12.1.3.3 Recent Developments
12.1.3.3.1 Product Enhancements
12.1.3.3.2 Deals
12.1.3.4 Analyst's View
12.1.3.4.1 Right to Win
12.1.3.4.2 Strategic Choices
12.1.3.4.3 Weaknesses and Competitive Threats
12.1.4 Graphwise
12.1.4.1 Business Overview
12.1.4.2 Products/Solutions/Services Offered
12.1.4.3 Recent Developments
12.1.4.3.1 Product Enhancements
12.1.4.4 Analyst's View
12.1.4.4.1 Right to Win
12.1.4.4.2 Strategic Choices
12.1.4.4.3 Weaknesses and Competitive Threats 287
12.1.5 Relationalai
12.1.5.1 Business Overview
12.1.5.2 Products/Solutions/Services Offered
12.1.5.3 Recent Developments
12.1.5.3.1 Product Launches
12.1.5.4 Analyst's View
12.1.5.4.1 Right to Win
12.1.5.4.2 Strategic Choices
12.1.5.4.3 Weaknesses and Competitive Threats
12.1.6 IBM
12.1.6.1 Business Overview
12.1.6.2 Products/Solutions/Services Offered
12.1.6.3 Recent Developments
12.1.6.3.1 Product Enhancements
12.1.6.3.2 Deals
12.1.7 Microsoft
12.1.7.1 Business Overview
12.1.7.2 Products/Solutions/Services Offered
12.1.7.3 Recent Developments
12.1.7.3.1 Product Enhancements
12.1.7.3.2 Deals
12.1.8 SAP
12.1.8.1 Business Overview
12.1.8.2 Products/Solutions/Services Offered
12.1.8.3 Recent Developments
12.1.8.3.1 Product Enhancements
12.1.9 Oracle
12.1.9.1 Business Overview
12.1.9.2 Products/Solutions/Services Offered
12.1.9.3 Recent Developments
12.1.9.3.1 Product Enhancements
12.1.10 Stardog
12.1.10.1 Business Overview
12.1.10.2 Products/Solutions/Services Offered
12.1.10.3 Recent Developments
12.1.10.3.1 Product Enhancements
12.1.10.3.2 Deals 305
12.1.11 Ontotext
12.1.11.1 Business Overview
12.1.11.2 Products/Solutions/Services Offered
12.1.11.3 Recent Developments
12.1.11.3.1 Product Enhancements
12.1.11.3.2 Deals
12.1.12 Franz Inc.
12.1.12.1 Business Overview
12.1.12.2 Products/Solutions/Services Offered
12.1.12.3 Recent Developments
12.1.12.3.1 Product Enhancements
12.1.13 Altair
12.1.13.1 Business Overview
12.1.13.2 Products/Solutions/Services Offered
12.1.13.3 Recent Developments
12.1.13.3.1 Product Enhancements
12.1.13.3.2 Deals
12.1.14 Progress Software Corporation
12.1.15 Esri
12.1.16 Semantic Web Company
12.1.17 Openlink Software
12.2 SMEs/Start-Ups
12.2.1 Datavid
12.2.2 Graphbase
12.2.3 Conversight
12.2.4 Eccenca
12.2.5 Arangodb
12.2.6 Fluree
12.2.7 Diffbot
12.2.8 Bitnine
12.2.9 Memgraph
12.2.10 Graphaware
12.2.11 Onlim
12.2.12 Smabbler
12.2.13 Wisecube
12.2.14 Metaphacts
12.1.1 Neo4J
12.1.1.1 Business Overview
12.1.1.2 Products/Solutions/Services Offered
12.1.1.3 Recent Developments
12.1.1.3.1 Product Enhancements
12.1.1.3.2 Deals
12.1.1.4 Analyst's View
12.1.1.4.1 Right to Win
12.1.1.4.2 Strategic Choices
12.1.1.4.3 Weaknesses and Competitive Threats
12.1.2 Amazon Web Services, Inc
12.1.2.1 Business Overview
12.1.2.2 Products/Solutions/Services Offered
12.1.2.3 Recent Developments
12.1.2.3.1 Product Enhancements
12.1.2.4 Analyst's View
12.1.2.4.1 Right to Win
12.1.2.4.2 Strategic Choices
12.1.2.4.3 Weaknesses and Competitive Threats
12.1.3 Tigergraph
12.1.3.1 Business Overview
12.1.3.2 Products/Solutions/Services Offered
12.1.3.3 Recent Developments
12.1.3.3.1 Product Enhancements
12.1.3.3.2 Deals
12.1.3.4 Analyst's View
12.1.3.4.1 Right to Win
12.1.3.4.2 Strategic Choices
12.1.3.4.3 Weaknesses and Competitive Threats
12.1.4 Graphwise
12.1.4.1 Business Overview
12.1.4.2 Products/Solutions/Services Offered
12.1.4.3 Recent Developments
12.1.4.3.1 Product Enhancements
12.1.4.4 Analyst's View
12.1.4.4.1 Right to Win
12.1.4.4.2 Strategic Choices
12.1.4.4.3 Weaknesses and Competitive Threats 287
12.1.5 Relationalai
12.1.5.1 Business Overview
12.1.5.2 Products/Solutions/Services Offered
12.1.5.3 Recent Developments
12.1.5.3.1 Product Launches
12.1.5.4 Analyst's View
12.1.5.4.1 Right to Win
12.1.5.4.2 Strategic Choices
12.1.5.4.3 Weaknesses and Competitive Threats
12.1.6 IBM
12.1.6.1 Business Overview
12.1.6.2 Products/Solutions/Services Offered
12.1.6.3 Recent Developments
12.1.6.3.1 Product Enhancements
12.1.6.3.2 Deals
12.1.7 Microsoft
12.1.7.1 Business Overview
12.1.7.2 Products/Solutions/Services Offered
12.1.7.3 Recent Developments
12.1.7.3.1 Product Enhancements
12.1.7.3.2 Deals
12.1.8 SAP
12.1.8.1 Business Overview
12.1.8.2 Products/Solutions/Services Offered
12.1.8.3 Recent Developments
12.1.8.3.1 Product Enhancements
12.1.9 Oracle
12.1.9.1 Business Overview
12.1.9.2 Products/Solutions/Services Offered
12.1.9.3 Recent Developments
12.1.9.3.1 Product Enhancements
12.1.10 Stardog
12.1.10.1 Business Overview
12.1.10.2 Products/Solutions/Services Offered
12.1.10.3 Recent Developments
12.1.10.3.1 Product Enhancements
12.1.10.3.2 Deals 305
12.1.11 Ontotext
12.1.11.1 Business Overview
12.1.11.2 Products/Solutions/Services Offered
12.1.11.3 Recent Developments
12.1.11.3.1 Product Enhancements
12.1.11.3.2 Deals
12.1.12 Franz Inc.
12.1.12.1 Business Overview
12.1.12.2 Products/Solutions/Services Offered
12.1.12.3 Recent Developments
12.1.12.3.1 Product Enhancements
12.1.13 Altair
12.1.13.1 Business Overview
12.1.13.2 Products/Solutions/Services Offered
12.1.13.3 Recent Developments
12.1.13.3.1 Product Enhancements
12.1.13.3.2 Deals
12.1.14 Progress Software Corporation
12.1.15 Esri
12.1.16 Semantic Web Company
12.1.17 Openlink Software
12.2 SMEs/Start-Ups
12.2.1 Datavid
12.2.2 Graphbase
12.2.3 Conversight
12.2.4 Eccenca
12.2.5 Arangodb
12.2.6 Fluree
12.2.7 Diffbot
12.2.8 Bitnine
12.2.9 Memgraph
12.2.10 Graphaware
12.2.11 Onlim
12.2.12 Smabbler
12.2.13 Wisecube
12.2.14 Metaphacts
13 Adjacent/Related Markets
13.1 Introduction
13.1.1 Limitations
13.2 Graph Database Market - Global Forecast to 2030
13.2.1 Market Definition
13.2.2 Market Overview
13.2.2.1 Graph Database Market, by Offering
13.2.2.2 Graph Database Market, by Model Type
13.2.2.3 Graph Database Market, by Application
13.2.2.4 Graph Database Market, by Vertical
13.2.2.5 Graph Database Market, by Region
13.3 Enterprise Content Management Market - Global Forecast to 2029
13.3.1 Market Definition
13.3.2 Market Overview
13.3.2.1 Enterprise Content Management Market, by Offering
13.3.2.2 Enterprise Content Management Market, by Business Function
13.3.2.3 Enterprise Content Management Market, by Deployment Mode
13.3.2.4 Enterprise Content Management Market, by Organization Size
13.3.2.5 Enterprise Content Management Market, by Vertical
13.3.2.6 Enterprise Content Management Market, by Region
13.4 Generative AI Market - Global Forecast to 2030
13.4.1 Market Definition
13.4.2 Market Overview
13.4.2.1 Generative AI Market, by Offering
13.4.2.2 Generative AI Market, by Data Modality
13.4.2.3 Generative AI Market, by Application
13.4.2.4 Generative AI Market, by End-user
13.4.2.5 Generative AI Market, by Region
13.1.1 Limitations
13.2 Graph Database Market - Global Forecast to 2030
13.2.1 Market Definition
13.2.2 Market Overview
13.2.2.1 Graph Database Market, by Offering
13.2.2.2 Graph Database Market, by Model Type
13.2.2.3 Graph Database Market, by Application
13.2.2.4 Graph Database Market, by Vertical
13.2.2.5 Graph Database Market, by Region
13.3 Enterprise Content Management Market - Global Forecast to 2029
13.3.1 Market Definition
13.3.2 Market Overview
13.3.2.1 Enterprise Content Management Market, by Offering
13.3.2.2 Enterprise Content Management Market, by Business Function
13.3.2.3 Enterprise Content Management Market, by Deployment Mode
13.3.2.4 Enterprise Content Management Market, by Organization Size
13.3.2.5 Enterprise Content Management Market, by Vertical
13.3.2.6 Enterprise Content Management Market, by Region
13.4 Generative AI Market - Global Forecast to 2030
13.4.1 Market Definition
13.4.2 Market Overview
13.4.2.1 Generative AI Market, by Offering
13.4.2.2 Generative AI Market, by Data Modality
13.4.2.3 Generative AI Market, by Application
13.4.2.4 Generative AI Market, by End-user
13.4.2.5 Generative AI Market, by Region
14 Appendix
14.1 Discussion Guide
14.2 Knowledgestore: The Subscription Portal
14.3 Customization Options
14.2 Knowledgestore: The Subscription Portal
14.3 Customization Options
List of Tables
Table 1 USD Exchange Rate, 2021-2023
Table 2 Risk Assessment
Table 3 Average Selling Price of Knowledge Graph Solutions, By Country, 2023
Table 4 Indicative Pricing Analysis of Key Players
Table 5 Knowledge Graph Market: Ecosystem
Table 6 List of Major Patents
Table 7 Knowledge Graph Market: Conferences and Events, 2024-2025
Table 8 North America: Regulatory Bodies, Government Agencies, and Other Organizations
Table 9 Europe: Regulatory Bodies, Government Agencies, and Other Organizations
Table 10 Asia-Pacific: Regulatory Bodies, Government Agencies, and Other Organizations
Table 11 Rest of the World: Regulatory Bodies, Government Agencies, and Other Organizations
Table 12 Impact of Porter's Five Forces on Knowledge Graph Market
Table 13 Influence of Stakeholders on Buying Process for Top Three Verticals (%)
Table 14 Key Buying Criteria for Top Three Verticals
Table 15 Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 16 Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 17 Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 18 Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 19 Solutions: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 20 Solutions: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 21 Enterprise Knowledge Graph Platforms: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 22 Enterprise Knowledge Graph Platforms: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 23 Graph Database Engines: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 24 Graph Database Engines: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 25 Knowledge Management Toolsets: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 26 Knowledge Management Toolsets: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 27 Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 28 Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 29 Services: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 30 Services: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 31 Professional Services: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 32 Professional Services: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 33 Managed Services: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 34 Managed Services: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 35 Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 36 Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 37 Resource Description Framework (Rdf) Triple Stores: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 38 Resource Description Framework (Rdf) Triple Stores: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 39 Labeled Property Graph (Lpg): Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 40 Labeled Property Graph (Lpg): Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 41 Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 42 Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 43 Data Governance & Master Data Management: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 44 Data Governance & Master Data Management: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 45 Data Analytics & Business Intelligence: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 46 Data Analytics & Business Intelligence: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 47 Knowledge & Content Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 48 Knowledge & Content Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 49 Virtual Assistants, Self-Service Data, and Digital Asset Discovery: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 50 Virtual Assistants, Self-Service Data, and Digital Asset Discovery: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 51 Product & Configuration Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 52 Product & Configuration Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 53 Infrastructure & Asset Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 54 Infrastructure & Asset Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 55 Process Optimization & Resource Management: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 56 Process Optimization & Resource Management: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 57 Risk Management, Compliance, and Regulatory Reporting: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 58 Risk Management, Compliance, and Regulatory Reporting: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 59 Market & Customer Intelligence and Sales Optimization: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 60 Market & Customer Intelligence and Sales Optimization: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 61 Other Applications: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 62 Other Applications: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 63 Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 64 Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 65 Bfsi: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 66 Bfsi: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 67 Retail & Ecommerce: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 68 Retail & Ecommerce: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 69 Healthcare, Life Sciences, and Pharmaceuticals: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 70 Healthcare, Life Sciences, and Pharmaceuticals: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 71 Telecom & Technology: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 72 Telecom & Technology: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 73 Government: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 74 Government: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 75 Manufacturing & Automotive: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 76 Manufacturing & Automotive: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 77 Media & Entertainment: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 78 Media & Entertainment: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 79 Energy, Utilities, and Infrastructure: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 80 Energy, Utilities, and Infrastructure: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 81 Travel & Hospitality: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 82 Travel & Hospitality: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 83 Transportation & Logistics: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 84 Transportation & Logistics: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 85 Other Verticals: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 86 Other Verticals: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 87 Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 88 Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 89 North America: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 90 North America: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 91 North America: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 92 North America: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 93 North America: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 94 North America: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 95 North America: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 96 North America: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 97 North America: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 98 North America: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 99 North America: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 100 North America: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 101 North America: Knowledge Graph Market, By Country, 2019-2023 (USD Million)
Table 102 North America: Knowledge Graph Market, By Country, 2024-2030 (USD Million)
Table 103 US: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 104 US: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 105 US: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 106 US: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 107 US: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 108 US: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 109 US: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 110 US: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 111 US: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 112 US: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 113 US: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 114 US: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 115 Europe: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 116 Europe: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 117 Europe: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 118 Europe: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 119 Europe: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 120 Europe: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 121 Europe: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 122 Europe: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 123 Europe: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 124 Europe: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 125 Europe: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 126 Europe: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 127 Europe: Knowledge Graph Market, by Country, 2019-2023 (USD Million)
Table 128 Europe: Knowledge Graph Market, by Country, 2024-2030 (USD Million)
Table 129 UK: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 130 UK: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 131 UK: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 132 UK: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 133 UK: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 134 UK: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 135 UK: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 136 UK: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 137 UK: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 138 UK: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 139 UK: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 140 UK: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 141 Italy: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 142 Italy: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 143 Italy: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 144 Italy: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 145 Italy: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 146 Italy: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 147 Italy: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 148 Italy: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 149 Italy: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 150 Italy: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 151 Italy: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 152 Italy: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 153 Asia-Pacific: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 154 Asia-Pacific: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 155 Asia-Pacific: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 156 Asia-Pacific: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 157 Asia-Pacific: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 158 Asia-Pacific: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 159 Asia-Pacific: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 160 Asia-Pacific: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 161 Asia-Pacific: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 162 Asia-Pacific: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 163 Asia-Pacific: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 164 Asia-Pacific: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 165 Asia-Pacific: Knowledge Graph Market, by Country, 2019-2023 (USD Million)
Table 166 Asia-Pacific: Knowledge Graph Market, by Country, 2024-2030 (USD Million)
Table 167 China: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 168 China: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 169 China: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 170 China: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 171 China: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 172 China: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 173 China: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 174 China: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 175 China: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 176 China: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 177 China: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 178 China: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 179 India: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 180 India: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 181 India: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 182 India: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 183 India: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 184 India: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 185 India: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 186 India: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 187 India: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 188 India: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 189 India: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 190 India: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 191 Middle East & Africa: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 192 Middle East & Africa: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 193 Middle East & Africa: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 194 Middle East & Africa: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 195 Middle East & Africa: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 196 Middle East & Africa: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 197 Middle East & Africa: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 198 Middle East & Africa: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 199 Middle East & Africa: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 200 Middle East & Africa: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 201 Middle East & Africa: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 202 Middle East & Africa: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 203 Middle East & Africa: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 204 Middle East & Africa: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 205 GCC Countries: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 206 GCC Countries: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 207 GCC Countries: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 208 GCC Countries: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 209 GCC Countries: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 210 GCC Countries: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 211 GCC Countries: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 212 GCC Countries: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 213 GCC Countries: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 214 GCC Countries: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 215 GCC Countries: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 216 GCC Countries: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 217 GCC Countries: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 218 GCC Countries: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 219 KSA: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 220 KSA: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 221 KSA: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 222 KSA: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 223 KSA: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 224 KSA: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 225 KSA: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 226 KSA: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 227 KSA: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 228 KSA: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 229 KSA: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 230 KSA: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 231 Latin America: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 232 Latin America: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 233 Latin America: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 234 Latin America: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 235 Latin America: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 236 Latin America: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 237 Latin America: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 238 Latin America: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 239 Latin America: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 240 Latin America: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 241 Latin America: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 242 Latin America: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 243 Latin America: Knowledge Graph Market, By Country, 2019-2023 (USD Million)
Table 244 Latin America: Knowledge Graph Market, By Country, 2024-2030 (USD Million)
Table 245 Brazil: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 246 Brazil: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 247 Brazil: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 248 Brazil: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 249 Brazil: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 250 Brazil: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 251 Brazil: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 252 Brazil: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 253 Brazil: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 254 Brazil: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 255 Brazil: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 256 Brazil: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 257 Overview of Strategies Adopted by Key Knowledge Graph Market Vendors
Table 258 Knowledge Graph Market: Degree of Competition
Table 259 Knowledge Graph Market: Vertical Footprint
Table 260 Knowledge Graph Market: Offering Footprint
Table 261 Knowledge Graph Market: Regional Footprint
Table 262 Knowledge Graph Market: Detailed List of Key Start-Ups/SMEs
Table 263 Knowledge Graph Market: Competitive Benchmarking Of Key Start-Ups/SMEs
Table 264 Knowledge Graph Market: Product Launches & Enhancements, April 2022-December 2024
Table 265 Knowledge Graph Market: Deals, April 2022-December 2024
Table 266 Neo4J: Company Overview
Table 267 Neo4J: Products/Solutions/Services Offered
Table 268 Neo4J: Product Enhancements
Table 269 Neo4J: Deals
Table 270 Amazon Web Services, Inc.: Company Overview
Table 271 Amazon Web Services, Inc.: Products/Solutions/Services Offered
Table 272 Amazon Web Services, Inc.: Product Enhancements
Table 273 Tigergraph: Company Overview
Table 274 Tigergraph: Products/Solutions/Services Offered
Table 275 Tigergraph: Product Enhancements
Table 276 Tigergraph: Deals
Table 277 Graphwise: Company Overview
Table 278 Graphwise: Products/Solutions/Services Offered
Table 279 Graphwise: Product Enhancements
Table 280 Relationalai: Company Overview
Table 281 Relationalai: Products/Solutions/Services Offered
Table 282 Relationalai: Product Launches
Table 283 IBM: Company Overview
Table 284 IBM: Products/Solutions/Services Offered
Table 285 IBM: Product Enhancements
Table 286 IBM: Deals
Table 287 Microsoft: Company Overview
Table 288 Microsoft: Products/Solutions/Services Offered
Table 289 Microsoft: Product Enhancements
Table 290 Microsoft: Deals
Table 291 SAP: Company Overview
Table 292 SAP: Products/Solutions/Services Offered
Table 293 SAP: Product Enhancements
Table 294 Oracle: Company Overview
Table 295 Oracle: Products/Solutions/Services Offered
Table 296 Oracle: Product Enhancements
Table 297 Stardog: Company Overview
Table 298 Stardog: Products/Solutions/Services Offered
Table 299 Stardog: Product Enhancements
Table 300 Stardog: Deals
Table 301 Ontotext: Company Overview
Table 302 Ontotext: Products/Solutions/Services Offered
Table 303 Ontotext: Product Enhancements
Table 304 Ontotext: Deals
Table 305 Franz Inc.: Company Overview
Table 306 Franz Inc.: Products/Solutions/Services Offered
Table 307 Franz Inc.: Product Enhancements
Table 308 Altair: Company Overview
Table 309 Altair: Products/Solutions/Services Offered
Table 310 Altair: Product Enhancements
Table 311 Altair: Deals
Table 312 Adjacent Reports
Table 313 Graph Database Market, by Offering, 2019-2023 (USD Million)
Table 314 Graph Database Market, by Offering, 2024-2030 (USD Million)
Table 315 Graph Database Market, by Model Type, 2019-2023 (USD Million)
Table 316 Graph Database Market, by Model Type, 2024-2030 (USD Million)
Table 317 Graph Database Market, by Application, 2019-2023 (USD Million)
Table 318 Graph Database Market, by Application, 2024-2030 (USD Million)
Table 319 Graph Database Market, by Vertical, 2019-2023 (USD Million)
Table 320 Graph Database Market, by Vertical, 2024-2030 (USD Million)
Table 321 Graph Database Market, by Region, 2019-2023 (USD Million)
Table 322 Graph Database Market, by Region, 2024-2030 (USD Million)
Table 323 Enterprise Content Management Market, by Offering, 2019-2023 (USD Million)
Table 324 Enterprise Content Management Market, by Offering, 2024-2029 (USD Million)
Table 325 Enterprise Content Management Market, by Business Function, 2019-2023 (USD Million)
Table 326 Enterprise Content Management Market, by Business Function, 2024-2029 (USD Million)
Table 327 Enterprise Content Management Market, by Deployment Mode, 2019-2023 (USD Million)
Table 328 Enterprise Content Management Market, by Deployment Mode, 2024-2029 (USD Million)
Table 329 Enterprise Content Management Market, by Organization Size, 2019-2023 (USD Million)
Table 330 Enterprise Content Management Market, by Organization Size, 2024-2029 (USD Million)
Table 331 Enterprise Content Management Market, by Vertical, 2019-2023 (USD Million)
Table 332 Enterprise Content Management Market, by Vertical, 2024-2029 (USD Million)
Table 333 Enterprise Content Management Market, by Region, 2019-2023 (USD Million)
Table 334 Enterprise Content Management Market, by Region, 2024-2029 (USD Million)
Table 335 Generative AI Market, by Offering, 2019-2023 (USD Million)
Table 336 Generative AI Market, by Offering, 2024-2030 (USD Million)
Table 337 Generative AI Market, by Data Modality, 2019-2023 (USD Million)
Table 338 Generative AI Market, by Data Modality, 2024-2030 (USD Million)
Table 339 Generative AI Market, by Application, 2019-2023 (USD Million)
Table 340 Generative AI Market, by Application, 2024-2030 (USD Million)
Table 341 Generative AI Market, by End-user, 2019-2023 (USD Million)
Table 342 Generative AI Market, by End-user, 2024-2030 (USD Million)
Table 343 Generative AI Market, by Region, 2019-2023 (USD Million)
Table 344 Generative AI Market, by Region, 2024-2030 (USD Million)
Table 2 Risk Assessment
Table 3 Average Selling Price of Knowledge Graph Solutions, By Country, 2023
Table 4 Indicative Pricing Analysis of Key Players
Table 5 Knowledge Graph Market: Ecosystem
Table 6 List of Major Patents
Table 7 Knowledge Graph Market: Conferences and Events, 2024-2025
Table 8 North America: Regulatory Bodies, Government Agencies, and Other Organizations
Table 9 Europe: Regulatory Bodies, Government Agencies, and Other Organizations
Table 10 Asia-Pacific: Regulatory Bodies, Government Agencies, and Other Organizations
Table 11 Rest of the World: Regulatory Bodies, Government Agencies, and Other Organizations
Table 12 Impact of Porter's Five Forces on Knowledge Graph Market
Table 13 Influence of Stakeholders on Buying Process for Top Three Verticals (%)
Table 14 Key Buying Criteria for Top Three Verticals
Table 15 Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 16 Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 17 Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 18 Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 19 Solutions: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 20 Solutions: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 21 Enterprise Knowledge Graph Platforms: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 22 Enterprise Knowledge Graph Platforms: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 23 Graph Database Engines: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 24 Graph Database Engines: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 25 Knowledge Management Toolsets: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 26 Knowledge Management Toolsets: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 27 Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 28 Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 29 Services: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 30 Services: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 31 Professional Services: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 32 Professional Services: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 33 Managed Services: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 34 Managed Services: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 35 Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 36 Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 37 Resource Description Framework (Rdf) Triple Stores: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 38 Resource Description Framework (Rdf) Triple Stores: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 39 Labeled Property Graph (Lpg): Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 40 Labeled Property Graph (Lpg): Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 41 Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 42 Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 43 Data Governance & Master Data Management: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 44 Data Governance & Master Data Management: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 45 Data Analytics & Business Intelligence: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 46 Data Analytics & Business Intelligence: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 47 Knowledge & Content Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 48 Knowledge & Content Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 49 Virtual Assistants, Self-Service Data, and Digital Asset Discovery: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 50 Virtual Assistants, Self-Service Data, and Digital Asset Discovery: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 51 Product & Configuration Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 52 Product & Configuration Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 53 Infrastructure & Asset Management: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 54 Infrastructure & Asset Management: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 55 Process Optimization & Resource Management: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 56 Process Optimization & Resource Management: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 57 Risk Management, Compliance, and Regulatory Reporting: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 58 Risk Management, Compliance, and Regulatory Reporting: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 59 Market & Customer Intelligence and Sales Optimization: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 60 Market & Customer Intelligence and Sales Optimization: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 61 Other Applications: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 62 Other Applications: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 63 Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 64 Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 65 Bfsi: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 66 Bfsi: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 67 Retail & Ecommerce: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 68 Retail & Ecommerce: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 69 Healthcare, Life Sciences, and Pharmaceuticals: Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 70 Healthcare, Life Sciences, and Pharmaceuticals: Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 71 Telecom & Technology: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 72 Telecom & Technology: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 73 Government: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 74 Government: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 75 Manufacturing & Automotive: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 76 Manufacturing & Automotive: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 77 Media & Entertainment: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 78 Media & Entertainment: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 79 Energy, Utilities, and Infrastructure: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 80 Energy, Utilities, and Infrastructure: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 81 Travel & Hospitality: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 82 Travel & Hospitality: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 83 Transportation & Logistics: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 84 Transportation & Logistics: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 85 Other Verticals: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 86 Other Verticals: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 87 Knowledge Graph Market, by Region, 2019-2023 (USD Million)
Table 88 Knowledge Graph Market, by Region, 2024-2030 (USD Million)
Table 89 North America: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 90 North America: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 91 North America: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 92 North America: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 93 North America: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 94 North America: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 95 North America: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 96 North America: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 97 North America: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 98 North America: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 99 North America: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 100 North America: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 101 North America: Knowledge Graph Market, By Country, 2019-2023 (USD Million)
Table 102 North America: Knowledge Graph Market, By Country, 2024-2030 (USD Million)
Table 103 US: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 104 US: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 105 US: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 106 US: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 107 US: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 108 US: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 109 US: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 110 US: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 111 US: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 112 US: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 113 US: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 114 US: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 115 Europe: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 116 Europe: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 117 Europe: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 118 Europe: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 119 Europe: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 120 Europe: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 121 Europe: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 122 Europe: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 123 Europe: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 124 Europe: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 125 Europe: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 126 Europe: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 127 Europe: Knowledge Graph Market, by Country, 2019-2023 (USD Million)
Table 128 Europe: Knowledge Graph Market, by Country, 2024-2030 (USD Million)
Table 129 UK: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 130 UK: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 131 UK: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 132 UK: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 133 UK: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 134 UK: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 135 UK: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 136 UK: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 137 UK: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 138 UK: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 139 UK: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 140 UK: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 141 Italy: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 142 Italy: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 143 Italy: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 144 Italy: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 145 Italy: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 146 Italy: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 147 Italy: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 148 Italy: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 149 Italy: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 150 Italy: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 151 Italy: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 152 Italy: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 153 Asia-Pacific: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 154 Asia-Pacific: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 155 Asia-Pacific: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 156 Asia-Pacific: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 157 Asia-Pacific: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 158 Asia-Pacific: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 159 Asia-Pacific: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 160 Asia-Pacific: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 161 Asia-Pacific: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 162 Asia-Pacific: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 163 Asia-Pacific: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 164 Asia-Pacific: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 165 Asia-Pacific: Knowledge Graph Market, by Country, 2019-2023 (USD Million)
Table 166 Asia-Pacific: Knowledge Graph Market, by Country, 2024-2030 (USD Million)
Table 167 China: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 168 China: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 169 China: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 170 China: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 171 China: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 172 China: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 173 China: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 174 China: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 175 China: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 176 China: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 177 China: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 178 China: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 179 India: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 180 India: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 181 India: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 182 India: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 183 India: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 184 India: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 185 India: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 186 India: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 187 India: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 188 India: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 189 India: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 190 India: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 191 Middle East & Africa: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 192 Middle East & Africa: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 193 Middle East & Africa: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 194 Middle East & Africa: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 195 Middle East & Africa: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 196 Middle East & Africa: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 197 Middle East & Africa: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 198 Middle East & Africa: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 199 Middle East & Africa: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 200 Middle East & Africa: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 201 Middle East & Africa: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 202 Middle East & Africa: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 203 Middle East & Africa: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 204 Middle East & Africa: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 205 GCC Countries: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 206 GCC Countries: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 207 GCC Countries: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 208 GCC Countries: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 209 GCC Countries: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 210 GCC Countries: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 211 GCC Countries: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 212 GCC Countries: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 213 GCC Countries: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 214 GCC Countries: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 215 GCC Countries: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 216 GCC Countries: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 217 GCC Countries: Knowledge Graph Market, By Region, 2019-2023 (USD Million)
Table 218 GCC Countries: Knowledge Graph Market, By Region, 2024-2030 (USD Million)
Table 219 KSA: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 220 KSA: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 221 KSA: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 222 KSA: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 223 KSA: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 224 KSA: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 225 KSA: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 226 KSA: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 227 KSA: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 228 KSA: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 229 KSA: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 230 KSA: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 231 Latin America: Knowledge Graph Market, By Offering, 2019-2023 (USD Million)
Table 232 Latin America: Knowledge Graph Market, By Offering, 2024-2030 (USD Million)
Table 233 Latin America: Knowledge Graph Market, By Solution, 2019-2023 (USD Million)
Table 234 Latin America: Knowledge Graph Market, By Solution, 2024-2030 (USD Million)
Table 235 Latin America: Knowledge Graph Market, By Service, 2019-2023 (USD Million)
Table 236 Latin America: Knowledge Graph Market, By Service, 2024-2030 (USD Million)
Table 237 Latin America: Knowledge Graph Market, By Model Type, 2019-2023 (USD Million)
Table 238 Latin America: Knowledge Graph Market, By Model Type, 2024-2030 (USD Million)
Table 239 Latin America: Knowledge Graph Market, By Application, 2019-2023 (USD Million)
Table 240 Latin America: Knowledge Graph Market, By Application, 2024-2030 (USD Million)
Table 241 Latin America: Knowledge Graph Market, By Vertical, 2019-2023 (USD Million)
Table 242 Latin America: Knowledge Graph Market, By Vertical, 2024-2030 (USD Million)
Table 243 Latin America: Knowledge Graph Market, By Country, 2019-2023 (USD Million)
Table 244 Latin America: Knowledge Graph Market, By Country, 2024-2030 (USD Million)
Table 245 Brazil: Knowledge Graph Market, by Offering, 2019-2023 (USD Million)
Table 246 Brazil: Knowledge Graph Market, by Offering, 2024-2030 (USD Million)
Table 247 Brazil: Knowledge Graph Market, by Solution, 2019-2023 (USD Million)
Table 248 Brazil: Knowledge Graph Market, by Solution, 2024-2030 (USD Million)
Table 249 Brazil: Knowledge Graph Market, by Service, 2019-2023 (USD Million)
Table 250 Brazil: Knowledge Graph Market, by Service, 2024-2030 (USD Million)
Table 251 Brazil: Knowledge Graph Market, by Model Type, 2019-2023 (USD Million)
Table 252 Brazil: Knowledge Graph Market, by Model Type, 2024-2030 (USD Million)
Table 253 Brazil: Knowledge Graph Market, by Application, 2019-2023 (USD Million)
Table 254 Brazil: Knowledge Graph Market, by Application, 2024-2030 (USD Million)
Table 255 Brazil: Knowledge Graph Market, by Vertical, 2019-2023 (USD Million)
Table 256 Brazil: Knowledge Graph Market, by Vertical, 2024-2030 (USD Million)
Table 257 Overview of Strategies Adopted by Key Knowledge Graph Market Vendors
Table 258 Knowledge Graph Market: Degree of Competition
Table 259 Knowledge Graph Market: Vertical Footprint
Table 260 Knowledge Graph Market: Offering Footprint
Table 261 Knowledge Graph Market: Regional Footprint
Table 262 Knowledge Graph Market: Detailed List of Key Start-Ups/SMEs
Table 263 Knowledge Graph Market: Competitive Benchmarking Of Key Start-Ups/SMEs
Table 264 Knowledge Graph Market: Product Launches & Enhancements, April 2022-December 2024
Table 265 Knowledge Graph Market: Deals, April 2022-December 2024
Table 266 Neo4J: Company Overview
Table 267 Neo4J: Products/Solutions/Services Offered
Table 268 Neo4J: Product Enhancements
Table 269 Neo4J: Deals
Table 270 Amazon Web Services, Inc.: Company Overview
Table 271 Amazon Web Services, Inc.: Products/Solutions/Services Offered
Table 272 Amazon Web Services, Inc.: Product Enhancements
Table 273 Tigergraph: Company Overview
Table 274 Tigergraph: Products/Solutions/Services Offered
Table 275 Tigergraph: Product Enhancements
Table 276 Tigergraph: Deals
Table 277 Graphwise: Company Overview
Table 278 Graphwise: Products/Solutions/Services Offered
Table 279 Graphwise: Product Enhancements
Table 280 Relationalai: Company Overview
Table 281 Relationalai: Products/Solutions/Services Offered
Table 282 Relationalai: Product Launches
Table 283 IBM: Company Overview
Table 284 IBM: Products/Solutions/Services Offered
Table 285 IBM: Product Enhancements
Table 286 IBM: Deals
Table 287 Microsoft: Company Overview
Table 288 Microsoft: Products/Solutions/Services Offered
Table 289 Microsoft: Product Enhancements
Table 290 Microsoft: Deals
Table 291 SAP: Company Overview
Table 292 SAP: Products/Solutions/Services Offered
Table 293 SAP: Product Enhancements
Table 294 Oracle: Company Overview
Table 295 Oracle: Products/Solutions/Services Offered
Table 296 Oracle: Product Enhancements
Table 297 Stardog: Company Overview
Table 298 Stardog: Products/Solutions/Services Offered
Table 299 Stardog: Product Enhancements
Table 300 Stardog: Deals
Table 301 Ontotext: Company Overview
Table 302 Ontotext: Products/Solutions/Services Offered
Table 303 Ontotext: Product Enhancements
Table 304 Ontotext: Deals
Table 305 Franz Inc.: Company Overview
Table 306 Franz Inc.: Products/Solutions/Services Offered
Table 307 Franz Inc.: Product Enhancements
Table 308 Altair: Company Overview
Table 309 Altair: Products/Solutions/Services Offered
Table 310 Altair: Product Enhancements
Table 311 Altair: Deals
Table 312 Adjacent Reports
Table 313 Graph Database Market, by Offering, 2019-2023 (USD Million)
Table 314 Graph Database Market, by Offering, 2024-2030 (USD Million)
Table 315 Graph Database Market, by Model Type, 2019-2023 (USD Million)
Table 316 Graph Database Market, by Model Type, 2024-2030 (USD Million)
Table 317 Graph Database Market, by Application, 2019-2023 (USD Million)
Table 318 Graph Database Market, by Application, 2024-2030 (USD Million)
Table 319 Graph Database Market, by Vertical, 2019-2023 (USD Million)
Table 320 Graph Database Market, by Vertical, 2024-2030 (USD Million)
Table 321 Graph Database Market, by Region, 2019-2023 (USD Million)
Table 322 Graph Database Market, by Region, 2024-2030 (USD Million)
Table 323 Enterprise Content Management Market, by Offering, 2019-2023 (USD Million)
Table 324 Enterprise Content Management Market, by Offering, 2024-2029 (USD Million)
Table 325 Enterprise Content Management Market, by Business Function, 2019-2023 (USD Million)
Table 326 Enterprise Content Management Market, by Business Function, 2024-2029 (USD Million)
Table 327 Enterprise Content Management Market, by Deployment Mode, 2019-2023 (USD Million)
Table 328 Enterprise Content Management Market, by Deployment Mode, 2024-2029 (USD Million)
Table 329 Enterprise Content Management Market, by Organization Size, 2019-2023 (USD Million)
Table 330 Enterprise Content Management Market, by Organization Size, 2024-2029 (USD Million)
Table 331 Enterprise Content Management Market, by Vertical, 2019-2023 (USD Million)
Table 332 Enterprise Content Management Market, by Vertical, 2024-2029 (USD Million)
Table 333 Enterprise Content Management Market, by Region, 2019-2023 (USD Million)
Table 334 Enterprise Content Management Market, by Region, 2024-2029 (USD Million)
Table 335 Generative AI Market, by Offering, 2019-2023 (USD Million)
Table 336 Generative AI Market, by Offering, 2024-2030 (USD Million)
Table 337 Generative AI Market, by Data Modality, 2019-2023 (USD Million)
Table 338 Generative AI Market, by Data Modality, 2024-2030 (USD Million)
Table 339 Generative AI Market, by Application, 2019-2023 (USD Million)
Table 340 Generative AI Market, by Application, 2024-2030 (USD Million)
Table 341 Generative AI Market, by End-user, 2019-2023 (USD Million)
Table 342 Generative AI Market, by End-user, 2024-2030 (USD Million)
Table 343 Generative AI Market, by Region, 2019-2023 (USD Million)
Table 344 Generative AI Market, by Region, 2024-2030 (USD Million)
List of Figures
Figure 1 Knowledge Graph Market: Research Design
Figure 2 Top-Down and Approach
Figure 3 Approach 1 (Supply Side): Revenue of Vendors in Knowledge Graph Market
Figure 4 Bottom-Up Approach
Figure 5 Demand-Side Analysis
Figure 6 Bottom-Up (Supply Side) Analysis: Collective Revenue from Solutions/Services of Knowledge Graph Market
Figure 7 Data Triangulation
Figure 8 Knowledge Graph Market, 2022-2030 (USD Million)
Figure 9 Knowledge Graph Market: Regional Snapshot
Figure 10 Growing Need for Advanced Data Integration, Contextual Insights, and AI-Driven Decision-Making to Drive Knowledge Graph Market
Figure 11 Solutions Segment to Account for Larger Market Share in 2024
Figure 12 Managed Services Segment to Register Higher CAGR During Forecast Period
Figure 13 Labeled Property Graph (Lpg) to Grow Faster During Forecast Period
Figure 14 Data Analytics & Business Intelligence Segment to Dominate in 2024
Figure 15 Bfsi Segment to Account for Major Share in 2024
Figure 16 Graph Database Engine and Professional Services - Dominant Segments in 2024
Figure 17 Knowledge Graph Market: Drivers, Restraints, Opportunities, and Challenges
Figure 18 Trends/Disruptions Impacting Customer Business
Figure 19 Average Selling Price Trend of Key Players, by Country, 2023
Figure 20 Knowledge Graph Market: Supply Chain Analysis
Figure 21 Key Players in Knowledge Graph Market Ecosystem
Figure 22 List of Major Patents for Knowledge Graph
Figure 23 Porter's Five Forces Model: Knowledge Graph Market
Figure 24 Influence of Stakeholders on Buying Process for Top Three Verticals
Figure 25 Key Buying Criteria for Top Three Verticals
Figure 26 Evolution of Knowledge Graph
Figure 27 Use Cases of Generative AI in Knowledge Graph
Figure 28 Knowledge Graph Market: Investment and Funding Scenario (USD Million)
Figure 29 Services Segment to Grow at Higher CAGR During Forecast Period
Figure 30 Enterprise Knowledge Graph Platform Segment to Grow at Highest CAGR During Forecast Period
Figure 31 Managed Services Segment to Grow at Higher CAGR During Forecast Period
Figure 32 Rdf Triple Stores Model Type to Grow at Higher CAGR During Forecast Period
Figure 33 Data Analytics & Business Intelligence Segment to Account For Largest Market During Forecast Period
Figure 34 Healthcare, Life Sciences, and Pharmaceuticals Segment to Grow at Highest CAGR During Forecast Period
Figure 35 North America: Market Snapshot
Figure 36 Asia-Pacific: Market Snapshot
Figure 37 Revenue Analysis of Key Companies in Past 5 Years
Figure 38 Share of Leading Companies in Knowledge Graph Market, 2024
Figure 39 Market Ranking Analysis of Top Five Players
Figure 40 Knowledge Graph Market: Company Evaluation Matrix (Key Players), 2024
Figure 41 Knowledge Graph Market: Company Footprint
Figure 42 Knowledge Graph Market: Company Evaluation Matrix (Start-Ups/SMEs), 2024
Figure 43 Brand/Product Comparison
Figure 44 Financial Metrics of Key Knowledge Graph Market Vendors
Figure 45 Company Valuation of Key Knowledge Graph Market Vendors
Figure 46 Amazon Web Services: Company Snapshot
Figure 47 IBM: Company Snapshot
Figure 48 Microsoft: Company Snapshot
Figure 49 SAP: Company Snapshot
Figure 50 Oracle: Company Snapshot
Figure 51 Altair: Company Snapshot
Figure 2 Top-Down and Approach
Figure 3 Approach 1 (Supply Side): Revenue of Vendors in Knowledge Graph Market
Figure 4 Bottom-Up Approach
Figure 5 Demand-Side Analysis
Figure 6 Bottom-Up (Supply Side) Analysis: Collective Revenue from Solutions/Services of Knowledge Graph Market
Figure 7 Data Triangulation
Figure 8 Knowledge Graph Market, 2022-2030 (USD Million)
Figure 9 Knowledge Graph Market: Regional Snapshot
Figure 10 Growing Need for Advanced Data Integration, Contextual Insights, and AI-Driven Decision-Making to Drive Knowledge Graph Market
Figure 11 Solutions Segment to Account for Larger Market Share in 2024
Figure 12 Managed Services Segment to Register Higher CAGR During Forecast Period
Figure 13 Labeled Property Graph (Lpg) to Grow Faster During Forecast Period
Figure 14 Data Analytics & Business Intelligence Segment to Dominate in 2024
Figure 15 Bfsi Segment to Account for Major Share in 2024
Figure 16 Graph Database Engine and Professional Services - Dominant Segments in 2024
Figure 17 Knowledge Graph Market: Drivers, Restraints, Opportunities, and Challenges
Figure 18 Trends/Disruptions Impacting Customer Business
Figure 19 Average Selling Price Trend of Key Players, by Country, 2023
Figure 20 Knowledge Graph Market: Supply Chain Analysis
Figure 21 Key Players in Knowledge Graph Market Ecosystem
Figure 22 List of Major Patents for Knowledge Graph
Figure 23 Porter's Five Forces Model: Knowledge Graph Market
Figure 24 Influence of Stakeholders on Buying Process for Top Three Verticals
Figure 25 Key Buying Criteria for Top Three Verticals
Figure 26 Evolution of Knowledge Graph
Figure 27 Use Cases of Generative AI in Knowledge Graph
Figure 28 Knowledge Graph Market: Investment and Funding Scenario (USD Million)
Figure 29 Services Segment to Grow at Higher CAGR During Forecast Period
Figure 30 Enterprise Knowledge Graph Platform Segment to Grow at Highest CAGR During Forecast Period
Figure 31 Managed Services Segment to Grow at Higher CAGR During Forecast Period
Figure 32 Rdf Triple Stores Model Type to Grow at Higher CAGR During Forecast Period
Figure 33 Data Analytics & Business Intelligence Segment to Account For Largest Market During Forecast Period
Figure 34 Healthcare, Life Sciences, and Pharmaceuticals Segment to Grow at Highest CAGR During Forecast Period
Figure 35 North America: Market Snapshot
Figure 36 Asia-Pacific: Market Snapshot
Figure 37 Revenue Analysis of Key Companies in Past 5 Years
Figure 38 Share of Leading Companies in Knowledge Graph Market, 2024
Figure 39 Market Ranking Analysis of Top Five Players
Figure 40 Knowledge Graph Market: Company Evaluation Matrix (Key Players), 2024
Figure 41 Knowledge Graph Market: Company Footprint
Figure 42 Knowledge Graph Market: Company Evaluation Matrix (Start-Ups/SMEs), 2024
Figure 43 Brand/Product Comparison
Figure 44 Financial Metrics of Key Knowledge Graph Market Vendors
Figure 45 Company Valuation of Key Knowledge Graph Market Vendors
Figure 46 Amazon Web Services: Company Snapshot
Figure 47 IBM: Company Snapshot
Figure 48 Microsoft: Company Snapshot
Figure 49 SAP: Company Snapshot
Figure 50 Oracle: Company Snapshot
Figure 51 Altair: Company Snapshot
Methodology
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Table Information
| Report Attribute | Details |
|---|---|
| No. of Pages | 360 |
| Published | January 2025 |
| Forecast Period | 2024 - 2030 |
| Estimated Market Value ( USD | $ 1.06 Billion |
| Forecasted Market Value ( USD | $ 6.93 Billion |
| Compound Annual Growth Rate | 36.6% |
| Regions Covered | Global |
| No. of Companies Mentioned | 25 |
