Knowledge Graph Market by Offering (Solutions, Services), By Data Source (Structured, Unstructured, Semi-structured), Industry (BFSI, IT & ITeS, Telecom, Healthcare), Model Type, Application, Type and Region - Global Forecast to 2028
MarketsandMarkets forecasts that the knowledge graph market size is projected to grow from USD 0.9 billion in 2023 to USD 2.4 billion by 2028, at a CAGR of 21.8% during the forecast period. Organizations increasingly focus on knowledge discovery and management to improve decision-making processes and gain actionable insights. Knowledge graphs help organize complex information and extract valuable knowledge from structured and unstructured data, contributing to more informed decision-making.
“By vertical, the IT & ITeS segment is expected to grow with the highest CAGR during the forecast period.”
The market for knowledge graphs in the IT & ITeS sector has expanded and is expected to change significantly in the coming years, demonstrating the market's critical role in data management and knowledge representation. Knowledge graphs are essential for integrating diverse data and facilitating well-informed decision-making in various industries, including e-commerce, healthcare, finance, and others. These graphs have further strengthened search engines and recommendation systems, giving users more accurate and customized results. Thanks to integration with AI systems and semantic technologies, they can now comprehend complicated relationships and situations much better.
“By data source, the unstructured data segment is expected to hold the largest market size during the forecast period.”
Research in data enrichment, contextual understanding, and semantic analysis has advanced significantly as a result of the knowledge graph market's increasing focus on unstructured data sources. Through the application of advanced natural language processing algorithms, enterprises can obtain significant insights from a variety of unstructured data sources, such as textual content, social media feeds, and customer reviews. Because of the abundance of rich data, the knowledge graph can provide a more thorough and integrated understanding of different disciplines, leading to more precise insights and customized suggestions.
“Asia Pacific is expected to grow with the highest CAGR during the forecast period.”
The Asia Pacific region has become a hotbed for the rapid adoption of knowledge graphs, owing to its dynamic technological landscape and the increasing complexity of data. With a strong emphasis on data-driven decision-making and a burgeoning need for personalized customer experiences, businesses have turned to knowledge graphs as a solution to manage and analyze intricate datasets from diverse sources. Government initiatives supporting technological advancements have further fueled the growth of the knowledge graph market, facilitating innovation and economic development. As the region continues to invest in cutting-edge technologies, the potential for knowledge graphs to streamline data management and drive insightful decision-making remains a key focal point for businesses and organizations across various sectors.
Breakdown of primaries
The study contains insights from various industry experts, from solution vendors to Tier 1 companies. The break-up of the primaries is as follows:
Research Coverage
The report segments the global Knowledge graph market by offering into two categories: solutions and services. By model type, the knowledge graph market is divided into four categories: RDF graph, conceptual graph, and semantic graph. By data source, the knowledge graph market is divided into three major categories: structured data, unstructured data, and semi-structured data. By application, the knowledge graph market has been classified into semantic search, question answering, recommendation systems, enterprise knowledge management, and other applications. By type, the knowledge graph market is divided into three categories: context-rich knowledge graphs, external-sensing knowledge graphs, and NLP knowledge graphs. By vertical, the knowledge graph market has been classified into BFSI, retail & e-commerce, manufacturing & automotive, IT and ITES, telecom, media and entertainment, healthcare, government, and other verticals (education, research, and real estate). By region, the market has been segmented into North America, Europe, Asia Pacific, Middle East & Africa, and Latin America.
Key benefits of the report
The report would help the market leaders/new entrants with information on the closest approximations of the revenue numbers for the overall knowledge graph market and the subsegments. This report would help stakeholders understand the competitive landscape and gain insights to position their businesses better and plan suitable go-to-market strategies. The report would help stakeholders understand the market's pulse and provide them with information on the key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (Rapid growth in data volume and complexity, AI and ML to drive market growth, Semantic web and linked data initiatives to boost the market), restraints (Cost of development and maintenance), opportunities (NLP to boost knowledge graph market, increasing adoption in healthcare and life sciences), and challenges (Data quality and integration, Scalability) influencing the growth of the knowledge graph market.
“By vertical, the IT & ITeS segment is expected to grow with the highest CAGR during the forecast period.”
The market for knowledge graphs in the IT & ITeS sector has expanded and is expected to change significantly in the coming years, demonstrating the market's critical role in data management and knowledge representation. Knowledge graphs are essential for integrating diverse data and facilitating well-informed decision-making in various industries, including e-commerce, healthcare, finance, and others. These graphs have further strengthened search engines and recommendation systems, giving users more accurate and customized results. Thanks to integration with AI systems and semantic technologies, they can now comprehend complicated relationships and situations much better.
“By data source, the unstructured data segment is expected to hold the largest market size during the forecast period.”
Research in data enrichment, contextual understanding, and semantic analysis has advanced significantly as a result of the knowledge graph market's increasing focus on unstructured data sources. Through the application of advanced natural language processing algorithms, enterprises can obtain significant insights from a variety of unstructured data sources, such as textual content, social media feeds, and customer reviews. Because of the abundance of rich data, the knowledge graph can provide a more thorough and integrated understanding of different disciplines, leading to more precise insights and customized suggestions.
“Asia Pacific is expected to grow with the highest CAGR during the forecast period.”
The Asia Pacific region has become a hotbed for the rapid adoption of knowledge graphs, owing to its dynamic technological landscape and the increasing complexity of data. With a strong emphasis on data-driven decision-making and a burgeoning need for personalized customer experiences, businesses have turned to knowledge graphs as a solution to manage and analyze intricate datasets from diverse sources. Government initiatives supporting technological advancements have further fueled the growth of the knowledge graph market, facilitating innovation and economic development. As the region continues to invest in cutting-edge technologies, the potential for knowledge graphs to streamline data management and drive insightful decision-making remains a key focal point for businesses and organizations across various sectors.
Breakdown of primaries
The study contains insights from various industry experts, from solution vendors to Tier 1 companies. The break-up of the primaries is as follows:
- By Company: Tier 1–20%, Tier 2–25%, and Tier 3–55%
- By Designation: C-Level Executives–40%, Director Level–33%, and Others–27%
- By Region: North America–32%, Europe–38%, APAC–18%, RoW–12%
Research Coverage
The report segments the global Knowledge graph market by offering into two categories: solutions and services. By model type, the knowledge graph market is divided into four categories: RDF graph, conceptual graph, and semantic graph. By data source, the knowledge graph market is divided into three major categories: structured data, unstructured data, and semi-structured data. By application, the knowledge graph market has been classified into semantic search, question answering, recommendation systems, enterprise knowledge management, and other applications. By type, the knowledge graph market is divided into three categories: context-rich knowledge graphs, external-sensing knowledge graphs, and NLP knowledge graphs. By vertical, the knowledge graph market has been classified into BFSI, retail & e-commerce, manufacturing & automotive, IT and ITES, telecom, media and entertainment, healthcare, government, and other verticals (education, research, and real estate). By region, the market has been segmented into North America, Europe, Asia Pacific, Middle East & Africa, and Latin America.
Key benefits of the report
The report would help the market leaders/new entrants with information on the closest approximations of the revenue numbers for the overall knowledge graph market and the subsegments. This report would help stakeholders understand the competitive landscape and gain insights to position their businesses better and plan suitable go-to-market strategies. The report would help stakeholders understand the market's pulse and provide them with information on the key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (Rapid growth in data volume and complexity, AI and ML to drive market growth, Semantic web and linked data initiatives to boost the market), restraints (Cost of development and maintenance), opportunities (NLP to boost knowledge graph market, increasing adoption in healthcare and life sciences), and challenges (Data quality and integration, Scalability) influencing the growth of the knowledge graph market.
- Product Development/Innovation: Detailed insights on upcoming technologies, research and development activities, and new product and service launches in the knowledge graph market.
- Market Development: Comprehensive information about lucrative markets – the report analyses the knowledge graph market across varied regions.
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the knowledge graph market.
1 INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATES, 2020–2022
1.5 STAKEHOLDERS
1.6 RECESSION IMPACT
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 KNOWLEDGE GRAPH MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
2.1.2.1 Breakdown of primaries
TABLE 2 PRIMARY INTERVIEWS
2.1.2.2 Key industry insights
2.2 DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN KNOWLEDGE GRAPH MARKET
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 (DEMAND-SIDE): KNOWLEDGE GRAPH MARKET
2.3.1 BOTTOM-UP APPROACH
FIGURE 5 BOTTOM-UP APPROACH
FIGURE 6 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH
2.3.2 TOP-DOWN APPROACH
FIGURE 7 TOP-DOWN APPROACH
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 LIMITATIONS
2.7 IMPACT OF RECESSION ON KNOWLEDGE GRAPH MARKET
3 EXECUTIVE SUMMARY
FIGURE 8 KNOWLEDGE GRAPH MARKET, 2021–2028 (USD MILLION)
FIGURE 9 KNOWLEDGE GRAPH MARKET: REGIONAL SHARE, 2023
FIGURE 10 ASIA PACIFIC EXPECTED TO BE BEST MARKET FOR INVESTMENTS DURING FORECAST PERIOD
4 PREMIUM INSIGHTS
4.1 BRIEF OVERVIEW OF KNOWLEDGE GRAPH MARKET
FIGURE 11 USE OF NATURAL LANGUAGE PROCESSING IN KNOWLEDGE GRAPHS TO ACT AS OPPORTUNITY IN MARKET
4.2 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE VERTICALS
FIGURE 12 SOLUTIONS AND BFSI TO ACCOUNT FOR SIGNIFICANT SHARES OF MARKET IN NORTH AMERICA
4.3 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE COUNTRIES
FIGURE 13 SOLUTIONS AND CHINA TO ACCOUNT FOR SIGNIFICANT SHARES OF ASIA PACIFIC MARKET
4.4 KNOWLEDGE GRAPH MARKET, BY TYPE
FIGURE 14 CONTENT-RICH KNOWLEDGE GRAPHS TO HOLD LARGER MARKET SHARE IN 2023
4.5 KNOWLEDGE GRAPH MARKET, BY APPLICATION
FIGURE 15 SEMANTIC SEARCH SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
4.6 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
FIGURE 16 UNSTRUCTURED DATA SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
4.7 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
FIGURE 17 SEMANTIC GRAPH SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 MARKET OVERVIEW
5.2 MARKET DYNAMICS
FIGURE 18 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: KNOWLEDGE GRAPH MARKET
5.2.1 DRIVERS
5.2.1.1 Rapid growth in data volume and complexity
5.2.1.2 Advanced AI & ML algorithms and vast amount of generated data
5.2.1.3 Semantic web and linked data initiatives
5.2.2 RESTRAINTS
5.2.2.1 Significant costs for development and maintenance
5.2.3 OPPORTUNITIES
5.2.3.1 Integration of NLP techniques into knowledge graph market to help data enrichment and enhance user experiences
5.2.3.2 Increasing adoption in healthcare and life sciences
5.2.4 CHALLENGES
5.2.4.1 Data quality and integration
5.2.4.2 Scalability
5.3 INDUSTRY TRENDS
5.4 REGULATORY IMPLICATIONS
5.4.1 GENERAL DATA PROTECTION REGULATION
5.4.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
5.4.3 EU DATA GOVERNANCE ACT
5.4.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
5.4.5 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE
5.4.6 SARBANES-OXLEY ACT OF 2002
5.5 BEST PRACTICES IN KNOWLEDGE GRAPH MARKET
5.5.1 VALUE CHAIN ANALYSIS
FIGURE 19 KNOWLEDGE GRAPH MARKET: VALUE CHAIN ANALYSIS
5.5.2 BRIEF HISTORY OF KNOWLEDGE GRAPH MARKET
FIGURE 20 BRIEF HISTORY OF KNOWLEDGE GRAPH
5.5.2.1 2000–2010
5.5.2.2 2010–2020
5.5.2.3 2020–Present
5.5.3 ECOSYSTEM
FIGURE 21 KNOWLEDGE GRAPH ECOSYSTEM
TABLE 4 KNOWLEDGE GRAPH MARKET: ECOSYSTEM
5.5.4 PATENT ANALYSIS
5.5.4.1 Methodology
5.5.4.2 Document type
TABLE 5 PATENTS FILED, 2020–2023
5.5.4.3 Innovation and patent applications
FIGURE 22 TOTAL NUMBER OF PATENTS GRANTED, 2020–2023
5.5.4.4 Top applicants
FIGURE 23 TOP TEN PATENT APPLICANTS, 2020–2023
5.5.5 USE CASES
TABLE 6 KERBEROS PREVENTED MONEY LAUNDERING AND DEVELOPED COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J
TABLE 7 YAHOO7 REPRESENTED CONTENT WITHIN KNOWLEDGE GRAPH WITH ASSISTANCE OF BLAZEGRAPH
TABLE 8 NEO4J ENABLED AND VISUALIZED CONNECTIONS BETWEEN ELEMENTS OF PANAMA PAPERS LEAKS
TABLE 9 GRAPH TECHNOLOGY HELPED US ARMY BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J
TABLE 10 THE DATABASE GROUP HELPED SPRINGERMATERIALS ACCELERATE RESEARCH WITH SEMANTIC SEARCH
5.5.6 PRICING ANALYSIS
5.5.6.1 Average selling price of key players
TABLE 11 PRICING ANALYSIS
5.5.6.2 Average selling price trends
5.6 IMPACT OF KNOWLEDGE GRAPH ON ADJACENT TECHNOLOGIES
5.6.1 TECHNOLOGY ANALYSIS
5.6.1.1 Adjacent technologies
5.6.1.1.1 NLP
5.6.1.1.2 Big data & analytics
5.6.1.1.3 Graph neural networks
5.6.1.2 Related technologies
5.6.1.2.1 Cloud computing
5.6.1.2.2 AI and ML
5.6.1.2.3 IoT
5.6.1.2.4 Blockchain
5.6.2 PORTER’S FIVE FORCES ANALYSIS
TABLE 12 KNOWLEDGE GRAPH MARKET: PORTER’S FIVE FORCES MODEL
5.6.2.1 Threat of new entrants
5.6.2.2 Threat of substitutes
5.6.2.3 Bargaining power of buyers
5.6.2.4 Bargaining power of suppliers
5.6.2.5 Intensity of competitive rivalry
5.6.3 DISRUPTIONS IMPACTING BUYERS/CUSTOMERS IN KNOWLEDGE GRAPH MARKET
FIGURE 24 TRENDS/DISRUPTIONS IMPACTING BUYERS/CUSTOMERS IN KNOWLEDGE GRAPH MARKET
5.6.4 KEY CONFERENCES & EVENTS IN 2023–2024
TABLE 13 KNOWLEDGE GRAPH MARKET: DETAILED LIST OF CONFERENCES & EVENTS
5.6.5 KEY STAKEHOLDERS & BUYING CRITERIA
5.6.5.1 Key stakeholders in buying process
FIGURE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES
TABLE 14 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES (%)
5.6.5.2 Buying criteria
FIGURE 26 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
TABLE 15 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
5.6.6 STEPS TO BUILD KNOWLEDGE GRAPH
5.6.6.1 Identify domain
5.6.6.2 Define entities
5.6.6.3 Define relationships
5.6.6.4 Determine attributes
5.6.6.5 Model graph
5.6.6.6 Map data
5.6.6.7 Validate model
5.6.6.8 Refine model
5.6.7 FUTURE DIRECTION OF KNOWLEDGE GRAPH MARKET
6 KNOWLEDGE GRAPH MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 27 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 16 KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 17 KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 SOLUTIONS
6.2.1 SPIKE IN DEMAND FOR SOPHISTICATED DATA MANAGEMENT AND ANALYSIS TO DRIVE MARKET
TABLE 18 SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 19 SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3 SERVICES
6.3.1 GROWING NEED TO IMPROVE EFFICIENCY TO BOOST MARKET
TABLE 20 SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 21 SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 MANAGED SERVICES
6.3.3 PROFESSIONAL SERVICES
7 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
7.1 INTRODUCTION
7.1.1 MODEL TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 28 CONCEPTUAL GRAPHS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 22 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 23 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
7.2 RDF GRAPHS
7.2.1 NEED TO ADOPT INTELLIGENT DATA MANAGEMENT SOLUTIONS TO DRIVE MARKET
TABLE 24 RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 25 RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 CONCEPTUAL GRAPHS
7.3.1 LOGICAL INFERENCE, KNOWLEDGE DISCOVERY, AND STRUCTURED REPRESENTATION OF DATA TO PROPEL MARKET GROWTH
TABLE 26 CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 27 CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 SEMANTIC GRAPHS
7.4.1 SEAMLESS INTEGRATION OF DISPARATE DATA SOURCES TO FUEL MARKET GROWTH
TABLE 28 SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 29 SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
8.1 INTRODUCTION
8.1.1 DATA SOURCE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 29 STRUCTURED DATA PROJECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 30 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 31 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
8.2 STRUCTURED DATA
8.2.1 GROWING NEED FOR DATA ACCURACY AND CONSISTENCY TO ACCELERATE MARKET GROWTH
TABLE 32 STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 33 STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 UNSTRUCTURED DATA
8.3.1 INCREASING FOCUS ON UNSTRUCTURED DATA SOURCES TO BOOST RESEARCH IN DATA ENRICHMENT AND CONTEXTUAL UNDERSTANDING
TABLE 34 UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 35 UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 SEMI-STRUCTURED DATA
8.4.1 SEMI-STRUCTURED DATA SOURCES TO ASSIST ENTERPRISES IN PERCEPTIVE DEPICTION OF INTRICATE INFORMATION
TABLE 36 SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 37 SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9 KNOWLEDGE GRAPH MARKET, BY APPLICATION
9.1 INTRODUCTION
9.1.1 APPLICATION: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 30 SEMANTIC SEARCH EXPECTED TO ACCOUNT FOR LARGEST MARKET IN 2028
TABLE 38 KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 39 KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 SEMANTIC SEARCH
9.2.1 NEED FOR ENHANCED SEARCH FUNCTIONALITIES TO DRIVE THE MARKET
TABLE 40 SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 41 SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 QUESTION ANSWERING
9.3.1 INTEGRATION OF KNOWLEDGE FROM SEVERAL DISCIPLINES AND OFFERING PERSONALIZED RECOMMENDATIONS TO DRIVE MARKET
TABLE 42 QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 43 QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 RECOMMENDATION SYSTEMS
9.4.1 WIDESPREAD KNOWLEDGE OF INTRICATE IDEAS THROUGH CROSS-DOMAIN INFORMATION INTEGRATION TO BOOST MARKET
TABLE 44 RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 45 RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5 ENTERPRISE KNOWLEDGE MANAGEMENT
9.5.1 STREAMLINING OF TEAMWORK AND KNOWLEDGE EXCHANGE TO ACCELERATE MARKET GROWTH
TABLE 46 ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 47 ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.6 OTHER APPLICATIONS
TABLE 48 OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 49 OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10 KNOWLEDGE GRAPH MARKET, BY TYPE
10.1 INTRODUCTION
10.1.1 TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 31 NLP GRAPHS EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 50 KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 51 KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
10.2 CONTEXT-RICH KNOWLEDGE GRAPHS
10.2.1 CONTEXT-RICH KNOWLEDGE GRAPHS TO HELP ORGANIZATIONS ACHIEVE OPERATIONAL EXCELLENCE AND COMPETITIVE ADVANTAGE
TABLE 52 CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 53 CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10.3 EXTERNAL-SENSING KNOWLEDGE GRAPHS
10.3.1 REAL-TIME UPDATES FROM EXTERNAL-SENSING KNOWLEDGE GRAPHS TO FOSTER FLEXIBILITY AND AGILITY
TABLE 54 EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 55 EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10.4 NLP KNOWLEDGE GRAPHS
10.4.1 KNOWLEDGE DISCOVERY AND DATA INTEGRATION TO FUEL MARKET GROWTH
TABLE 56 NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 57 NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11 KNOWLEDGE GRAPH MARKET, BY VERTICAL
11.1 INTRODUCTION
11.1.1 VERTICAL: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 32 IT & ITES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 58 KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 59 KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.2 BFSI
11.2.1 INCREASING NEED TO MANAGE COMPLEX DATA TO SUPPORT MARKET GROWTH
TABLE 60 BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 61 BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2.2 CASE STUDY
11.2.2.1 Prominent financial institution was able to combat money laundering with TigerGraph
11.3 RETAIL & ECOMMERCE
11.3.1 OPTIMIZED INVENTORY MANAGEMENT FACILITATED BY KNOWLEDGE GRAPHS TO DRIVE MARKET
TABLE 62 RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 63 RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.3.2 CASE STUDY
11.3.2.1 Retailer improved store operations and increased customer satisfaction using TigerGraph
11.4 MANUFACTURING & AUTOMOTIVE
11.4.1 EASY PREDICTIVE MAINTENANCE AND DECREASE IN DOWNTIME TO SUPPORT MARKET GROWTH
TABLE 64 MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 65 MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.4.2 CASE STUDY
11.4.2.1 Leading building automation systems (BAS) manufacturers used Brick schema to represent BAS components and their complex interactions
11.5 IT & ITES
11.5.1 DEVELOPMENT OF INNOVATIVE TECHNOLOGIES TO DRIVE MARKET
TABLE 66 IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 67 IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.5.2 CASE STUDY
11.5.2.1 Technology giant improved customer experiences with TigerGraph
11.6 TELECOM
11.6.1 OPTIMIZED INTRICATE NETWORK INFRASTRUCTURE AND CUSTOMIZED SERVICE OFFERINGS TO FUEL MARKET GROWTH
TABLE 68 TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 69 TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.6.2 CASE STUDY
11.6.2.1 Orange used Thing’in to build digital twin platform
11.7 MEDIA & ENTERTAINMENT
11.7.1 IMPROVED CONTENT MANAGEMENT PROCEDURES AND BETTER DATA-DRIVEN DECISIONS TO BOOST MARKET
TABLE 70 MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 71 MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.7.2 CASE STUDY
11.7.2.1 Perfect Memory and Ontotext developed custom data program platform based on knowledge graph solution to streamline data management
11.8 HEALTHCARE
11.8.1 NEED TO REVOLUTIONIZE HEALTHCARE PRACTICES TO PROPEL ADOPTION OF KNOWLEDGE GRAPHS
TABLE 72 HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 73 HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.8.2 CASE STUDY
11.8.2.1 Amgen improved quality of healthcare by identifying influencers and referral networks using TigerGraph
11.9 GOVERNMENT
11.9.1 SPEEDY DATA INTEGRATION AND INTEROPERABILITY TO BOOST MARKET
TABLE 74 GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 75 GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.9.2 CASE STUDY
11.9.2.1 State Grid Corporation of China created speedy energy management system with assistance of TigerGraph
11.10 OTHER VERTICALS
TABLE 76 OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 77 OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
12 KNOWLEDGE GRAPH MARKET, BY REGION
12.1 INTRODUCTION
FIGURE 33 KNOWLEDGE GRAPH MARKET: REGIONAL SNAPSHOT, 2023
FIGURE 34 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 78 KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 79 KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
12.2 NORTH AMERICA
FIGURE 35 NORTH AMERICA: MARKET SNAPSHOT
12.2.1 NORTH AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.2.2 NORTH AMERICA: RECESSION IMPACT
TABLE 80 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 81 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 82 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 83 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 84 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 85 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 86 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 87 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 88 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 89 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 90 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 91 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 92 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 93 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.2.3 US
12.2.3.1 Spike in demand for advanced solutions and data-driven adoption initiatives to drive market
TABLE 94 US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 95 US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 96 US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 97 US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 98 US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 99 US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 100 US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 101 US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 102 US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 103 US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 104 US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 105 US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.2.4 CANADA
12.2.4.1 Need for real-time decision-making to drive market
12.3 EUROPE
12.3.1 EUROPE: KNOWLEDGE GRAPH MARKET DRIVERS
12.3.2 EUROPE: RECESSION IMPACT
TABLE 106 EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 107 EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 108 EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 109 EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 110 EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 111 EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 112 EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 113 EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 114 EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 115 EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 116 EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 117 EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 118 EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 119 EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.3.3 UK
12.3.3.1 Government initiatives supporting integration of knowledge graphs to boost market
TABLE 120 UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 121 UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 122 UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 123 UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 124 UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 125 UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 126 UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 127 UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 128 UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 129 UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 130 UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 131 UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.3.4 GERMANY
12.3.4.1 Increasing digitalization and technological advancements to propel market
12.3.5 FRANCE
12.3.5.1 Rising demand for data management and integration to drive market
12.3.6 ITALY
12.3.6.1 Proliferation of social networks and supply chain networks to boost market
TABLE 132 ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 133 ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 134 ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 135 ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 136 ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 137 ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 138 ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 139 ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 140 ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 141 ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 142 ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 143 ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.3.7 SPAIN
12.3.7.1 Implementation of knowledge graphs by logistics companies to optimize supply chain operations to accelerate market
12.3.8 REST OF EUROPE
12.4 ASIA PACIFIC
FIGURE 36 ASIA PACIFIC: MARKET SNAPSHOT
12.4.1 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET DRIVERS
12.4.2 ASIA PACIFIC: RECESSION IMPACT
TABLE 144 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 145 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 146 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 147 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 148 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 149 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 150 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 151 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 152 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 153 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 154 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 155 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 156 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 157 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.4.3 CHINA
12.4.3.1 Increasing R&D investments and government support to boost market
TABLE 158 CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 159 CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 160 CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 161 CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 162 CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 163 CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 164 CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 165 CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 166 CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 167 CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 168 CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 169 CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.4.4 JAPAN
12.4.4.1 Robust technological sector and persistent focus on innovation to boost market
12.4.5 INDIA
12.4.5.1 Increasing adoption of digital services to drive market
12.4.6 AUSTRALIA & NEW ZEALAND
12.4.6.1 Growing infrastructure developments to boost market
12.4.7 REST OF ASIA PACIFIC
12.5 MIDDLE EAST & AFRICA
12.5.1 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 170 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 171 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 172 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 173 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 174 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 175 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 176 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 177 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 178 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 179 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 180 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 181 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 182 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 183 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.5.3 GCC
12.5.3.1 Growing awareness of benefits of knowledge graphs to drive market
12.5.4 SOUTH AFRICA
12.5.4.1 Pivotal role of knowledge graphs in driving innovation and informed decision-making to fuel market growth
12.5.5 REST OF MIDDLE EAST & AFRICA
12.6 LATIN AMERICA
12.6.1 LATIN AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 184 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 185 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 186 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 187 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 188 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 189 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 190 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 191 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 192 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 193 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 194 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 195 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 196 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 197 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.6.3 BRAZIL
12.6.3.1 Spike in demand for quick and real-time data access to propel market
12.6.4 MEXICO
12.6.4.1 Rising need for efficient data management and growing adoption of AI & ML technologies to drive market
12.6.5 REST OF LATIN AMERICA
13 COMPETITIVE LANDSCAPE
13.1 OVERVIEW
13.2 STRATEGIES ADOPTED BY KEY PLAYERS
TABLE 198 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN KNOWLEDGE GRAPH MARKET
13.3 COMPETITIVE SCENARIO
13.4 MARKET SHARE ANALYSIS
TABLE 199 KNOWLEDGE GRAPH MARKET: DEGREE OF COMPETITION
13.5 HISTORICAL REVENUE ANALYSIS
FIGURE 37 HISTORICAL THREE-YEAR REVENUE ANALYSIS OF LEADING PLAYERS, 2020–2022 (USD MILLION)
13.6 RANKING OF KEY PLAYERS IN KNOWLEDGE GRAPH MARKET, 2023
FIGURE 38 MARKET RANKING OF KEY PLAYERS, 2023
13.7 COMPANY EVALUATION MATRIX METHODOLOGY
FIGURE 39 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
13.7.1 STARS
13.7.2 EMERGING LEADERS
13.7.3 PERVASIVE PLAYERS
13.7.4 PARTICIPANTS
FIGURE 40 KNOWLEDGE GRAPH MARKET: COMPANY EVALUATION MATRIX, 2023
13.8 STARTUP/SME EVALUATION MATRIX METHODOLOGY AND DEFINITIONS
FIGURE 41 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE
13.8.1 PROGRESSIVE COMPANIES
13.8.2 RESPONSIVE COMPANIES
13.8.3 DYNAMIC COMPANIES
13.8.4 STARTING BLOCKS
FIGURE 42 KNOWLEDGE GRAPH MARKET: STARTUP/SME EVALUATION MATRIX
13.9 COMPANY FOOTPRINT
TABLE 200 KNOWLEDGE GRAPH MARKET: COMPANY FOOTPRINT ANALYSIS
13.10 COMPETITIVE BENCHMARKING
TABLE 201 DETAILED LIST OF STARTUPS/SMES
TABLE 202 COMPETITIVE BENCHMARKING OF STARTUPS/SMES
TABLE 203 COMPETITIVE BENCHMARKING OF KEY PLAYERS
13.11 COMPETITIVE SCENARIO
13.11.1 PRODUCT LAUNCHES
TABLE 204 KNOWLEDGE GRAPH MARKET: PRODUCT LAUNCHES, 2019–2023
13.11.2 DEALS
TABLE 205 KNOWLEDGE GRAPH MARKET: DEALS, 2019–2023
13.12 KNOWLEDGE GRAPH PRODUCT BENCHMARKING
TABLE 206 COMPARATIVE ANALYSIS OF PROMINENT KNOWLEDGE GRAPH SOLUTIONS
13.13 VALUATION AND FINANCIAL METRICS OF KEY KNOWLEDGE GRAPH VENDORS
FIGURE 43 VALUATION AND FINANCIAL METRICS OF KNOWLEDGE GRAPH VENDORS
14 COMPANY PROFILES
(Business overview, Products/Solutions/Services offered, Recent Developments, MNM view)*
14.1 KEY PLAYERS
14.1.1 IBM
TABLE 207 IBM: BUSINESS OVERVIEW
FIGURE 44 IBM: COMPANY SNAPSHOT
TABLE 208 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 209 IBM: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 210 IBM: DEALS
14.1.2 MICROSOFT
TABLE 211 MICROSOFT: BUSINESS OVERVIEW
FIGURE 45 MICROSOFT: COMPANY SNAPSHOT
TABLE 212 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
14.1.3 AWS
TABLE 213 AWS: COMPANY OVERVIEW
FIGURE 46 AWS: COMPANY SNAPSHOT
TABLE 214 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 215 AWS: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 216 AWS: DEALS
14.1.4 NEO4J
TABLE 217 NEO4J: COMPANY OVERVIEW
TABLE 218 NEO4J: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 219 NEO4J: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 220 NEO4J: DEALS
14.1.5 TIGERGRAPH
TABLE 221 TIGERGRAPH: COMPANY OVERVIEW
TABLE 222 TIGERGRAPH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 223 TIGERGRAPH: DEALS
14.1.6 SAP
TABLE 224 SAP: BUSINESS OVERVIEW
FIGURE 47 SAP: COMPANY SNAPSHOT
TABLE 225 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 226 SAP: DEALS
14.1.7 ORACLE
TABLE 227 ORACLE: COMPANY OVERVIEW
FIGURE 48 ORACLE: COMPANY SNAPSHOT
TABLE 228 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 229 ORACLE: PRODUCT LAUNCHES/ENHANCEMENTS
14.1.8 STARDOG
TABLE 230 STARDOG: COMPANY OVERVIEW
TABLE 231 STARDOG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 232 STARDOG: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 233 STARDOG: DEALS
14.1.9 FRANZ INC.
TABLE 234 FRANZ INC.: COMPANY OVERVIEW
TABLE 235 FRANZ INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 236 FRANZ INC.: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 237 FRANZ INC.: DEALS
14.1.10 ONTOTEXT
TABLE 238 ONTOTEXT: COMPANY OVERVIEW
TABLE 239 ONTOTEXT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 240 ONTOTEXT: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 241 ONTOTEXT: DEALS
14.1.11 SEMANTIC WEB COMPANY
14.1.12 OPENLINK SOFTWARE
14.1.13 MARKLOGIC
14.2 OTHER PLAYERS/STARTUPS
14.2.1 DATAVID
14.2.2 GRAPHBASE
14.2.3 CAMBRIDGE SEMANTICS
14.2.4 CONVERSIGHT
14.2.5 ECCENA
14.2.6 ARANGODB
14.2.7 FLUREE
14.2.8 DIFFBOT
14.2.9 BITNINE
14.2.10 MEMGRAPH
14.2.11 GRAPHAWARE
14.2.12 ONLIM
*Details on Business overview, Products/Solutions/Services offered, Recent Developments, MNM view might not be captured in case of unlisted companies.
15 ADJACENT/RELATED MARKETS
15.1 INTRODUCTION TO ADJACENT MARKETS
TABLE 242 ADJACENT MARKETS AND FORECASTS
15.2 LIMITATIONS
15.3 GRAPH DATABASE MARKET
TABLE 243 GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 244 GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 245 GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 246 GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 247 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
TABLE 248 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
TABLE 249 GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 250 GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 251 GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 252 GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION)
15.4 NATURAL LANGUAGE PROCESSING (NLP) MARKET
TABLE 253 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 254 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 255 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 256 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 257 FRAUD DETECTION AND PREVENTION MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 258 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 259 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 260 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 261 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 262 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 263 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 264 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 265 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
16 APPENDIX
16.1 DISCUSSION GUIDE
16.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
16.3 CUSTOMIZATION OPTIONS
16.4 RELATED REPORTS
16.5 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATES, 2020–2022
1.5 STAKEHOLDERS
1.6 RECESSION IMPACT
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 KNOWLEDGE GRAPH MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
2.1.2.1 Breakdown of primaries
TABLE 2 PRIMARY INTERVIEWS
2.1.2.2 Key industry insights
2.2 DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN KNOWLEDGE GRAPH MARKET
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 (DEMAND-SIDE): KNOWLEDGE GRAPH MARKET
2.3.1 BOTTOM-UP APPROACH
FIGURE 5 BOTTOM-UP APPROACH
FIGURE 6 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH
2.3.2 TOP-DOWN APPROACH
FIGURE 7 TOP-DOWN APPROACH
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 LIMITATIONS
2.7 IMPACT OF RECESSION ON KNOWLEDGE GRAPH MARKET
3 EXECUTIVE SUMMARY
FIGURE 8 KNOWLEDGE GRAPH MARKET, 2021–2028 (USD MILLION)
FIGURE 9 KNOWLEDGE GRAPH MARKET: REGIONAL SHARE, 2023
FIGURE 10 ASIA PACIFIC EXPECTED TO BE BEST MARKET FOR INVESTMENTS DURING FORECAST PERIOD
4 PREMIUM INSIGHTS
4.1 BRIEF OVERVIEW OF KNOWLEDGE GRAPH MARKET
FIGURE 11 USE OF NATURAL LANGUAGE PROCESSING IN KNOWLEDGE GRAPHS TO ACT AS OPPORTUNITY IN MARKET
4.2 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE VERTICALS
FIGURE 12 SOLUTIONS AND BFSI TO ACCOUNT FOR SIGNIFICANT SHARES OF MARKET IN NORTH AMERICA
4.3 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE COUNTRIES
FIGURE 13 SOLUTIONS AND CHINA TO ACCOUNT FOR SIGNIFICANT SHARES OF ASIA PACIFIC MARKET
4.4 KNOWLEDGE GRAPH MARKET, BY TYPE
FIGURE 14 CONTENT-RICH KNOWLEDGE GRAPHS TO HOLD LARGER MARKET SHARE IN 2023
4.5 KNOWLEDGE GRAPH MARKET, BY APPLICATION
FIGURE 15 SEMANTIC SEARCH SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
4.6 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
FIGURE 16 UNSTRUCTURED DATA SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
4.7 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
FIGURE 17 SEMANTIC GRAPH SEGMENT TO HOLD LARGER MARKET SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 MARKET OVERVIEW
5.2 MARKET DYNAMICS
FIGURE 18 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: KNOWLEDGE GRAPH MARKET
5.2.1 DRIVERS
5.2.1.1 Rapid growth in data volume and complexity
5.2.1.2 Advanced AI & ML algorithms and vast amount of generated data
5.2.1.3 Semantic web and linked data initiatives
5.2.2 RESTRAINTS
5.2.2.1 Significant costs for development and maintenance
5.2.3 OPPORTUNITIES
5.2.3.1 Integration of NLP techniques into knowledge graph market to help data enrichment and enhance user experiences
5.2.3.2 Increasing adoption in healthcare and life sciences
5.2.4 CHALLENGES
5.2.4.1 Data quality and integration
5.2.4.2 Scalability
5.3 INDUSTRY TRENDS
5.4 REGULATORY IMPLICATIONS
5.4.1 GENERAL DATA PROTECTION REGULATION
5.4.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
5.4.3 EU DATA GOVERNANCE ACT
5.4.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
5.4.5 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE
5.4.6 SARBANES-OXLEY ACT OF 2002
5.5 BEST PRACTICES IN KNOWLEDGE GRAPH MARKET
5.5.1 VALUE CHAIN ANALYSIS
FIGURE 19 KNOWLEDGE GRAPH MARKET: VALUE CHAIN ANALYSIS
5.5.2 BRIEF HISTORY OF KNOWLEDGE GRAPH MARKET
FIGURE 20 BRIEF HISTORY OF KNOWLEDGE GRAPH
5.5.2.1 2000–2010
5.5.2.2 2010–2020
5.5.2.3 2020–Present
5.5.3 ECOSYSTEM
FIGURE 21 KNOWLEDGE GRAPH ECOSYSTEM
TABLE 4 KNOWLEDGE GRAPH MARKET: ECOSYSTEM
5.5.4 PATENT ANALYSIS
5.5.4.1 Methodology
5.5.4.2 Document type
TABLE 5 PATENTS FILED, 2020–2023
5.5.4.3 Innovation and patent applications
FIGURE 22 TOTAL NUMBER OF PATENTS GRANTED, 2020–2023
5.5.4.4 Top applicants
FIGURE 23 TOP TEN PATENT APPLICANTS, 2020–2023
5.5.5 USE CASES
TABLE 6 KERBEROS PREVENTED MONEY LAUNDERING AND DEVELOPED COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J
TABLE 7 YAHOO7 REPRESENTED CONTENT WITHIN KNOWLEDGE GRAPH WITH ASSISTANCE OF BLAZEGRAPH
TABLE 8 NEO4J ENABLED AND VISUALIZED CONNECTIONS BETWEEN ELEMENTS OF PANAMA PAPERS LEAKS
TABLE 9 GRAPH TECHNOLOGY HELPED US ARMY BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J
TABLE 10 THE DATABASE GROUP HELPED SPRINGERMATERIALS ACCELERATE RESEARCH WITH SEMANTIC SEARCH
5.5.6 PRICING ANALYSIS
5.5.6.1 Average selling price of key players
TABLE 11 PRICING ANALYSIS
5.5.6.2 Average selling price trends
5.6 IMPACT OF KNOWLEDGE GRAPH ON ADJACENT TECHNOLOGIES
5.6.1 TECHNOLOGY ANALYSIS
5.6.1.1 Adjacent technologies
5.6.1.1.1 NLP
5.6.1.1.2 Big data & analytics
5.6.1.1.3 Graph neural networks
5.6.1.2 Related technologies
5.6.1.2.1 Cloud computing
5.6.1.2.2 AI and ML
5.6.1.2.3 IoT
5.6.1.2.4 Blockchain
5.6.2 PORTER’S FIVE FORCES ANALYSIS
TABLE 12 KNOWLEDGE GRAPH MARKET: PORTER’S FIVE FORCES MODEL
5.6.2.1 Threat of new entrants
5.6.2.2 Threat of substitutes
5.6.2.3 Bargaining power of buyers
5.6.2.4 Bargaining power of suppliers
5.6.2.5 Intensity of competitive rivalry
5.6.3 DISRUPTIONS IMPACTING BUYERS/CUSTOMERS IN KNOWLEDGE GRAPH MARKET
FIGURE 24 TRENDS/DISRUPTIONS IMPACTING BUYERS/CUSTOMERS IN KNOWLEDGE GRAPH MARKET
5.6.4 KEY CONFERENCES & EVENTS IN 2023–2024
TABLE 13 KNOWLEDGE GRAPH MARKET: DETAILED LIST OF CONFERENCES & EVENTS
5.6.5 KEY STAKEHOLDERS & BUYING CRITERIA
5.6.5.1 Key stakeholders in buying process
FIGURE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES
TABLE 14 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES (%)
5.6.5.2 Buying criteria
FIGURE 26 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
TABLE 15 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
5.6.6 STEPS TO BUILD KNOWLEDGE GRAPH
5.6.6.1 Identify domain
5.6.6.2 Define entities
5.6.6.3 Define relationships
5.6.6.4 Determine attributes
5.6.6.5 Model graph
5.6.6.6 Map data
5.6.6.7 Validate model
5.6.6.8 Refine model
5.6.7 FUTURE DIRECTION OF KNOWLEDGE GRAPH MARKET
6 KNOWLEDGE GRAPH MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 27 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 16 KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 17 KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 SOLUTIONS
6.2.1 SPIKE IN DEMAND FOR SOPHISTICATED DATA MANAGEMENT AND ANALYSIS TO DRIVE MARKET
TABLE 18 SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 19 SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3 SERVICES
6.3.1 GROWING NEED TO IMPROVE EFFICIENCY TO BOOST MARKET
TABLE 20 SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 21 SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 MANAGED SERVICES
6.3.3 PROFESSIONAL SERVICES
7 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
7.1 INTRODUCTION
7.1.1 MODEL TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 28 CONCEPTUAL GRAPHS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 22 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 23 KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
7.2 RDF GRAPHS
7.2.1 NEED TO ADOPT INTELLIGENT DATA MANAGEMENT SOLUTIONS TO DRIVE MARKET
TABLE 24 RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 25 RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 CONCEPTUAL GRAPHS
7.3.1 LOGICAL INFERENCE, KNOWLEDGE DISCOVERY, AND STRUCTURED REPRESENTATION OF DATA TO PROPEL MARKET GROWTH
TABLE 26 CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 27 CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 SEMANTIC GRAPHS
7.4.1 SEAMLESS INTEGRATION OF DISPARATE DATA SOURCES TO FUEL MARKET GROWTH
TABLE 28 SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 29 SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
8.1 INTRODUCTION
8.1.1 DATA SOURCE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 29 STRUCTURED DATA PROJECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 30 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 31 KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
8.2 STRUCTURED DATA
8.2.1 GROWING NEED FOR DATA ACCURACY AND CONSISTENCY TO ACCELERATE MARKET GROWTH
TABLE 32 STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 33 STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 UNSTRUCTURED DATA
8.3.1 INCREASING FOCUS ON UNSTRUCTURED DATA SOURCES TO BOOST RESEARCH IN DATA ENRICHMENT AND CONTEXTUAL UNDERSTANDING
TABLE 34 UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 35 UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 SEMI-STRUCTURED DATA
8.4.1 SEMI-STRUCTURED DATA SOURCES TO ASSIST ENTERPRISES IN PERCEPTIVE DEPICTION OF INTRICATE INFORMATION
TABLE 36 SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 37 SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9 KNOWLEDGE GRAPH MARKET, BY APPLICATION
9.1 INTRODUCTION
9.1.1 APPLICATION: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 30 SEMANTIC SEARCH EXPECTED TO ACCOUNT FOR LARGEST MARKET IN 2028
TABLE 38 KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 39 KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 SEMANTIC SEARCH
9.2.1 NEED FOR ENHANCED SEARCH FUNCTIONALITIES TO DRIVE THE MARKET
TABLE 40 SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 41 SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 QUESTION ANSWERING
9.3.1 INTEGRATION OF KNOWLEDGE FROM SEVERAL DISCIPLINES AND OFFERING PERSONALIZED RECOMMENDATIONS TO DRIVE MARKET
TABLE 42 QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 43 QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 RECOMMENDATION SYSTEMS
9.4.1 WIDESPREAD KNOWLEDGE OF INTRICATE IDEAS THROUGH CROSS-DOMAIN INFORMATION INTEGRATION TO BOOST MARKET
TABLE 44 RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 45 RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5 ENTERPRISE KNOWLEDGE MANAGEMENT
9.5.1 STREAMLINING OF TEAMWORK AND KNOWLEDGE EXCHANGE TO ACCELERATE MARKET GROWTH
TABLE 46 ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 47 ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
9.6 OTHER APPLICATIONS
TABLE 48 OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 49 OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10 KNOWLEDGE GRAPH MARKET, BY TYPE
10.1 INTRODUCTION
10.1.1 TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 31 NLP GRAPHS EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 50 KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 51 KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
10.2 CONTEXT-RICH KNOWLEDGE GRAPHS
10.2.1 CONTEXT-RICH KNOWLEDGE GRAPHS TO HELP ORGANIZATIONS ACHIEVE OPERATIONAL EXCELLENCE AND COMPETITIVE ADVANTAGE
TABLE 52 CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 53 CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10.3 EXTERNAL-SENSING KNOWLEDGE GRAPHS
10.3.1 REAL-TIME UPDATES FROM EXTERNAL-SENSING KNOWLEDGE GRAPHS TO FOSTER FLEXIBILITY AND AGILITY
TABLE 54 EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 55 EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
10.4 NLP KNOWLEDGE GRAPHS
10.4.1 KNOWLEDGE DISCOVERY AND DATA INTEGRATION TO FUEL MARKET GROWTH
TABLE 56 NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 57 NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11 KNOWLEDGE GRAPH MARKET, BY VERTICAL
11.1 INTRODUCTION
11.1.1 VERTICAL: KNOWLEDGE GRAPH MARKET DRIVERS
FIGURE 32 IT & ITES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 58 KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 59 KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.2 BFSI
11.2.1 INCREASING NEED TO MANAGE COMPLEX DATA TO SUPPORT MARKET GROWTH
TABLE 60 BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 61 BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2.2 CASE STUDY
11.2.2.1 Prominent financial institution was able to combat money laundering with TigerGraph
11.3 RETAIL & ECOMMERCE
11.3.1 OPTIMIZED INVENTORY MANAGEMENT FACILITATED BY KNOWLEDGE GRAPHS TO DRIVE MARKET
TABLE 62 RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 63 RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.3.2 CASE STUDY
11.3.2.1 Retailer improved store operations and increased customer satisfaction using TigerGraph
11.4 MANUFACTURING & AUTOMOTIVE
11.4.1 EASY PREDICTIVE MAINTENANCE AND DECREASE IN DOWNTIME TO SUPPORT MARKET GROWTH
TABLE 64 MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 65 MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.4.2 CASE STUDY
11.4.2.1 Leading building automation systems (BAS) manufacturers used Brick schema to represent BAS components and their complex interactions
11.5 IT & ITES
11.5.1 DEVELOPMENT OF INNOVATIVE TECHNOLOGIES TO DRIVE MARKET
TABLE 66 IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 67 IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.5.2 CASE STUDY
11.5.2.1 Technology giant improved customer experiences with TigerGraph
11.6 TELECOM
11.6.1 OPTIMIZED INTRICATE NETWORK INFRASTRUCTURE AND CUSTOMIZED SERVICE OFFERINGS TO FUEL MARKET GROWTH
TABLE 68 TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 69 TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.6.2 CASE STUDY
11.6.2.1 Orange used Thing’in to build digital twin platform
11.7 MEDIA & ENTERTAINMENT
11.7.1 IMPROVED CONTENT MANAGEMENT PROCEDURES AND BETTER DATA-DRIVEN DECISIONS TO BOOST MARKET
TABLE 70 MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 71 MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.7.2 CASE STUDY
11.7.2.1 Perfect Memory and Ontotext developed custom data program platform based on knowledge graph solution to streamline data management
11.8 HEALTHCARE
11.8.1 NEED TO REVOLUTIONIZE HEALTHCARE PRACTICES TO PROPEL ADOPTION OF KNOWLEDGE GRAPHS
TABLE 72 HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 73 HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.8.2 CASE STUDY
11.8.2.1 Amgen improved quality of healthcare by identifying influencers and referral networks using TigerGraph
11.9 GOVERNMENT
11.9.1 SPEEDY DATA INTEGRATION AND INTEROPERABILITY TO BOOST MARKET
TABLE 74 GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 75 GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
11.9.2 CASE STUDY
11.9.2.1 State Grid Corporation of China created speedy energy management system with assistance of TigerGraph
11.10 OTHER VERTICALS
TABLE 76 OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 77 OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
12 KNOWLEDGE GRAPH MARKET, BY REGION
12.1 INTRODUCTION
FIGURE 33 KNOWLEDGE GRAPH MARKET: REGIONAL SNAPSHOT, 2023
FIGURE 34 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 78 KNOWLEDGE GRAPH MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 79 KNOWLEDGE GRAPH MARKET, BY REGION, 2023–2028 (USD MILLION)
12.2 NORTH AMERICA
FIGURE 35 NORTH AMERICA: MARKET SNAPSHOT
12.2.1 NORTH AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.2.2 NORTH AMERICA: RECESSION IMPACT
TABLE 80 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 81 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 82 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 83 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 84 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 85 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 86 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 87 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 88 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 89 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 90 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 91 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 92 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 93 NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.2.3 US
12.2.3.1 Spike in demand for advanced solutions and data-driven adoption initiatives to drive market
TABLE 94 US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 95 US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 96 US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 97 US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 98 US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 99 US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 100 US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 101 US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 102 US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 103 US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 104 US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 105 US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.2.4 CANADA
12.2.4.1 Need for real-time decision-making to drive market
12.3 EUROPE
12.3.1 EUROPE: KNOWLEDGE GRAPH MARKET DRIVERS
12.3.2 EUROPE: RECESSION IMPACT
TABLE 106 EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 107 EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 108 EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 109 EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 110 EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 111 EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 112 EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 113 EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 114 EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 115 EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 116 EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 117 EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 118 EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 119 EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.3.3 UK
12.3.3.1 Government initiatives supporting integration of knowledge graphs to boost market
TABLE 120 UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 121 UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 122 UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 123 UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 124 UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 125 UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 126 UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 127 UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 128 UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 129 UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 130 UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 131 UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.3.4 GERMANY
12.3.4.1 Increasing digitalization and technological advancements to propel market
12.3.5 FRANCE
12.3.5.1 Rising demand for data management and integration to drive market
12.3.6 ITALY
12.3.6.1 Proliferation of social networks and supply chain networks to boost market
TABLE 132 ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 133 ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 134 ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 135 ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 136 ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 137 ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 138 ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 139 ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 140 ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 141 ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 142 ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 143 ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.3.7 SPAIN
12.3.7.1 Implementation of knowledge graphs by logistics companies to optimize supply chain operations to accelerate market
12.3.8 REST OF EUROPE
12.4 ASIA PACIFIC
FIGURE 36 ASIA PACIFIC: MARKET SNAPSHOT
12.4.1 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET DRIVERS
12.4.2 ASIA PACIFIC: RECESSION IMPACT
TABLE 144 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 145 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 146 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 147 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 148 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 149 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 150 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 151 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 152 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 153 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 154 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 155 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 156 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 157 ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.4.3 CHINA
12.4.3.1 Increasing R&D investments and government support to boost market
TABLE 158 CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 159 CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 160 CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 161 CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 162 CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 163 CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 164 CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 165 CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 166 CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 167 CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 168 CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 169 CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
12.4.4 JAPAN
12.4.4.1 Robust technological sector and persistent focus on innovation to boost market
12.4.5 INDIA
12.4.5.1 Increasing adoption of digital services to drive market
12.4.6 AUSTRALIA & NEW ZEALAND
12.4.6.1 Growing infrastructure developments to boost market
12.4.7 REST OF ASIA PACIFIC
12.5 MIDDLE EAST & AFRICA
12.5.1 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 170 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 171 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 172 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 173 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 174 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 175 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 176 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 177 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 178 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 179 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 180 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 181 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 182 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 183 MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.5.3 GCC
12.5.3.1 Growing awareness of benefits of knowledge graphs to drive market
12.5.4 SOUTH AFRICA
12.5.4.1 Pivotal role of knowledge graphs in driving innovation and informed decision-making to fuel market growth
12.5.5 REST OF MIDDLE EAST & AFRICA
12.6 LATIN AMERICA
12.6.1 LATIN AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
12.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 184 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 185 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 186 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018–2022 (USD MILLION)
TABLE 187 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 188 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018–2022 (USD MILLION)
TABLE 189 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023–2028 (USD MILLION)
TABLE 190 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 191 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 192 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
TABLE 193 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 194 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 195 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 196 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
TABLE 197 LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
12.6.3 BRAZIL
12.6.3.1 Spike in demand for quick and real-time data access to propel market
12.6.4 MEXICO
12.6.4.1 Rising need for efficient data management and growing adoption of AI & ML technologies to drive market
12.6.5 REST OF LATIN AMERICA
13 COMPETITIVE LANDSCAPE
13.1 OVERVIEW
13.2 STRATEGIES ADOPTED BY KEY PLAYERS
TABLE 198 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN KNOWLEDGE GRAPH MARKET
13.3 COMPETITIVE SCENARIO
13.4 MARKET SHARE ANALYSIS
TABLE 199 KNOWLEDGE GRAPH MARKET: DEGREE OF COMPETITION
13.5 HISTORICAL REVENUE ANALYSIS
FIGURE 37 HISTORICAL THREE-YEAR REVENUE ANALYSIS OF LEADING PLAYERS, 2020–2022 (USD MILLION)
13.6 RANKING OF KEY PLAYERS IN KNOWLEDGE GRAPH MARKET, 2023
FIGURE 38 MARKET RANKING OF KEY PLAYERS, 2023
13.7 COMPANY EVALUATION MATRIX METHODOLOGY
FIGURE 39 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
13.7.1 STARS
13.7.2 EMERGING LEADERS
13.7.3 PERVASIVE PLAYERS
13.7.4 PARTICIPANTS
FIGURE 40 KNOWLEDGE GRAPH MARKET: COMPANY EVALUATION MATRIX, 2023
13.8 STARTUP/SME EVALUATION MATRIX METHODOLOGY AND DEFINITIONS
FIGURE 41 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE
13.8.1 PROGRESSIVE COMPANIES
13.8.2 RESPONSIVE COMPANIES
13.8.3 DYNAMIC COMPANIES
13.8.4 STARTING BLOCKS
FIGURE 42 KNOWLEDGE GRAPH MARKET: STARTUP/SME EVALUATION MATRIX
13.9 COMPANY FOOTPRINT
TABLE 200 KNOWLEDGE GRAPH MARKET: COMPANY FOOTPRINT ANALYSIS
13.10 COMPETITIVE BENCHMARKING
TABLE 201 DETAILED LIST OF STARTUPS/SMES
TABLE 202 COMPETITIVE BENCHMARKING OF STARTUPS/SMES
TABLE 203 COMPETITIVE BENCHMARKING OF KEY PLAYERS
13.11 COMPETITIVE SCENARIO
13.11.1 PRODUCT LAUNCHES
TABLE 204 KNOWLEDGE GRAPH MARKET: PRODUCT LAUNCHES, 2019–2023
13.11.2 DEALS
TABLE 205 KNOWLEDGE GRAPH MARKET: DEALS, 2019–2023
13.12 KNOWLEDGE GRAPH PRODUCT BENCHMARKING
TABLE 206 COMPARATIVE ANALYSIS OF PROMINENT KNOWLEDGE GRAPH SOLUTIONS
13.13 VALUATION AND FINANCIAL METRICS OF KEY KNOWLEDGE GRAPH VENDORS
FIGURE 43 VALUATION AND FINANCIAL METRICS OF KNOWLEDGE GRAPH VENDORS
14 COMPANY PROFILES
(Business overview, Products/Solutions/Services offered, Recent Developments, MNM view)*
14.1 KEY PLAYERS
14.1.1 IBM
TABLE 207 IBM: BUSINESS OVERVIEW
FIGURE 44 IBM: COMPANY SNAPSHOT
TABLE 208 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 209 IBM: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 210 IBM: DEALS
14.1.2 MICROSOFT
TABLE 211 MICROSOFT: BUSINESS OVERVIEW
FIGURE 45 MICROSOFT: COMPANY SNAPSHOT
TABLE 212 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
14.1.3 AWS
TABLE 213 AWS: COMPANY OVERVIEW
FIGURE 46 AWS: COMPANY SNAPSHOT
TABLE 214 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 215 AWS: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 216 AWS: DEALS
14.1.4 NEO4J
TABLE 217 NEO4J: COMPANY OVERVIEW
TABLE 218 NEO4J: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 219 NEO4J: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 220 NEO4J: DEALS
14.1.5 TIGERGRAPH
TABLE 221 TIGERGRAPH: COMPANY OVERVIEW
TABLE 222 TIGERGRAPH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 223 TIGERGRAPH: DEALS
14.1.6 SAP
TABLE 224 SAP: BUSINESS OVERVIEW
FIGURE 47 SAP: COMPANY SNAPSHOT
TABLE 225 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 226 SAP: DEALS
14.1.7 ORACLE
TABLE 227 ORACLE: COMPANY OVERVIEW
FIGURE 48 ORACLE: COMPANY SNAPSHOT
TABLE 228 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 229 ORACLE: PRODUCT LAUNCHES/ENHANCEMENTS
14.1.8 STARDOG
TABLE 230 STARDOG: COMPANY OVERVIEW
TABLE 231 STARDOG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 232 STARDOG: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 233 STARDOG: DEALS
14.1.9 FRANZ INC.
TABLE 234 FRANZ INC.: COMPANY OVERVIEW
TABLE 235 FRANZ INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 236 FRANZ INC.: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 237 FRANZ INC.: DEALS
14.1.10 ONTOTEXT
TABLE 238 ONTOTEXT: COMPANY OVERVIEW
TABLE 239 ONTOTEXT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 240 ONTOTEXT: PRODUCT LAUNCHES/ENHANCEMENTS
TABLE 241 ONTOTEXT: DEALS
14.1.11 SEMANTIC WEB COMPANY
14.1.12 OPENLINK SOFTWARE
14.1.13 MARKLOGIC
14.2 OTHER PLAYERS/STARTUPS
14.2.1 DATAVID
14.2.2 GRAPHBASE
14.2.3 CAMBRIDGE SEMANTICS
14.2.4 CONVERSIGHT
14.2.5 ECCENA
14.2.6 ARANGODB
14.2.7 FLUREE
14.2.8 DIFFBOT
14.2.9 BITNINE
14.2.10 MEMGRAPH
14.2.11 GRAPHAWARE
14.2.12 ONLIM
*Details on Business overview, Products/Solutions/Services offered, Recent Developments, MNM view might not be captured in case of unlisted companies.
15 ADJACENT/RELATED MARKETS
15.1 INTRODUCTION TO ADJACENT MARKETS
TABLE 242 ADJACENT MARKETS AND FORECASTS
15.2 LIMITATIONS
15.3 GRAPH DATABASE MARKET
TABLE 243 GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
TABLE 244 GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 245 GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
TABLE 246 GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
TABLE 247 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
TABLE 248 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
TABLE 249 GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
TABLE 250 GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 251 GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
TABLE 252 GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION)
15.4 NATURAL LANGUAGE PROCESSING (NLP) MARKET
TABLE 253 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 254 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 255 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 256 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 257 FRAUD DETECTION AND PREVENTION MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 258 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 259 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 260 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 261 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 262 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 263 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 264 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 265 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
16 APPENDIX
16.1 DISCUSSION GUIDE
16.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
16.3 CUSTOMIZATION OPTIONS
16.4 RELATED REPORTS
16.5 AUTHOR DETAILS
