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

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:

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%

The major players in the Knowledge graph market IBM (US), Microsoft (US), AWS (US), Neo4j (US), TigerGraph (US), SAP (Germany), Oracle (US), Stardog (US), Franz Inc (US), Ontotext (Bulgaria), Semantic Web Company (Austria), OpenLink Software (US), MarkLogic (US), Datavid (UK), GraphBase (Australia), Cambridge Semantics (US), CoverSight (US), Eccena Gmbh (Germany), ArangoDB (US), Fluree (US), DiffBot (US), Bitnine (US), Memgraph (England), GraphAware (UK), Onlim (Austria). These players have adopted various growth strategies, such as partnerships, agreements and collaborations, new product launches, product enhancements, and acquisitions to expand their footprint in the knowledge graph market.

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.

Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players IBM (US), Microsoft (US), AWS (US), Neo4j (US), TigerGraph (US), SAP (Germany), Oracle (US), Stardog (US), Franz Inc (US), Ontotext (Bulgaria), Semantic Web Company (Austria), OpenLink Software (US), MarkLogic (US), Datavid (UK), GraphBase (Australia), Cambridge Semantics (US), CoverSight (US), Eccena Gmbh (Germany), ArangoDB (US), Fluree (US), DiffBot (US), Bitnine (US), Memgraph (England), GraphAware (UK), Onlim (Austria).


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • MARKET SCOPE
      • MARKET SEGMENTATION
      • REGIONS COVERED
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
      • Table USD EXCHANGE RATES, 2020-2022
    • STAKEHOLDERS
    • RECESSION IMPACT
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
        • Table PRIMARY INTERVIEWS
    • DATA TRIANGULATION
    • MARKET SIZE ESTIMATION
      • BOTTOM-UP APPROACH
      • TOP-DOWN APPROACH
    • MARKET FORECAST
      • Table FACTOR ANALYSIS
    • RESEARCH ASSUMPTIONS
    • LIMITATIONS
    • IMPACT OF RECESSION ON KNOWLEDGE GRAPH MARKET
  • EXECUTIVE SUMMARY
  • PREMIUM INSIGHTS
    • BRIEF OVERVIEW OF KNOWLEDGE GRAPH MARKET
    • NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE VERTICALS
    • ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING AND TOP THREE COUNTRIES
    • KNOWLEDGE GRAPH MARKET, BY TYPE
    • KNOWLEDGE GRAPH MARKET, BY APPLICATION
    • KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
    • KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • MARKET OVERVIEW
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • INDUSTRY TRENDS
    • REGULATORY IMPLICATIONS
      • GENERAL DATA PROTECTION REGULATION
      • INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
      • EU DATA GOVERNANCE ACT
      • HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
      • BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE
      • SARBANES-OXLEY ACT OF 2002
    • BEST PRACTICES IN KNOWLEDGE GRAPH MARKET
      • VALUE CHAIN ANALYSIS
      • BRIEF HISTORY OF KNOWLEDGE GRAPH MARKET
      • ECOSYSTEM
        • Table KNOWLEDGE GRAPH MARKET: ECOSYSTEM
      • PATENT ANALYSIS
        • Table PATENTS FILED, 2020-2023
      • USE CASES
        • Table KERBEROS PREVENTED MONEY LAUNDERING AND DEVELOPED COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J
        • Table YAHOO7 REPRESENTED CONTENT WITHIN KNOWLEDGE GRAPH WITH ASSISTANCE OF BLAZEGRAPH
        • Table NEO4J ENABLED AND VISUALIZED CONNECTIONS BETWEEN ELEMENTS OF PANAMA PAPERS LEAKS
        • Table GRAPH TECHNOLOGY HELPED US ARMY BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J
        • Table THE DATABASE GROUP HELPED SPRINGERMATERIALS ACCELERATE RESEARCH WITH SEMANTIC SEARCH
      • PRICING ANALYSIS
        • Table PRICING ANALYSIS
    • IMPACT OF KNOWLEDGE GRAPH ON ADJACENT TECHNOLOGIES
      • TECHNOLOGY ANALYSIS
      • PORTER'S FIVE FORCES ANALYSIS
        • Table KNOWLEDGE GRAPH MARKET: PORTER'S FIVE FORCES MODEL
      • DISRUPTIONS IMPACTING BUYERS/CUSTOMERS IN KNOWLEDGE GRAPH MARKET
      • KEY CONFERENCES & EVENTS IN 2023-2024
        • Table KNOWLEDGE GRAPH MARKET: DETAILED LIST OF CONFERENCES & EVENTS
      • KEY STAKEHOLDERS & BUYING CRITERIA
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES (%)
        • Table KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
      • STEPS TO BUILD KNOWLEDGE GRAPH
      • FUTURE DIRECTION OF KNOWLEDGE GRAPH MARKET
  • KNOWLEDGE GRAPH MARKET, BY OFFERING
    • INTRODUCTION
      • OFFERING: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • SOLUTIONS
      • SPIKE IN DEMAND FOR SOPHISTICATED DATA MANAGEMENT AND ANALYSIS TO DRIVE MARKET
        • Table SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SOLUTIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • SERVICES
      • GROWING NEED TO IMPROVE EFFICIENCY TO BOOST MARKET
        • Table SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SERVICES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • MANAGED SERVICES
      • PROFESSIONAL SERVICES
  • KNOWLEDGE GRAPH MARKET, BY MODEL TYPE
    • INTRODUCTION
      • MODEL TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
    • RDF GRAPHS
      • NEED TO ADOPT INTELLIGENT DATA MANAGEMENT SOLUTIONS TO DRIVE MARKET
        • Table RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table RDF GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • CONCEPTUAL GRAPHS
      • LOGICAL INFERENCE, KNOWLEDGE DISCOVERY, AND STRUCTURED REPRESENTATION OF DATA TO PROPEL MARKET GROWTH
        • Table CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table CONCEPTUAL GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • SEMANTIC GRAPHS
      • SEAMLESS INTEGRATION OF DISPARATE DATA SOURCES TO FUEL MARKET GROWTH
        • Table SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SEMANTIC GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
  • KNOWLEDGE GRAPH MARKET, BY DATA SOURCE
    • INTRODUCTION
      • DATA SOURCE: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
    • STRUCTURED DATA
      • GROWING NEED FOR DATA ACCURACY AND CONSISTENCY TO ACCELERATE MARKET GROWTH
        • Table STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • UNSTRUCTURED DATA
      • INCREASING FOCUS ON UNSTRUCTURED DATA SOURCES TO BOOST RESEARCH IN DATA ENRICHMENT AND CONTEXTUAL UNDERSTANDING
        • Table UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table UNSTRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • SEMI-STRUCTURED DATA
      • SEMI-STRUCTURED DATA SOURCES TO ASSIST ENTERPRISES IN PERCEPTIVE DEPICTION OF INTRICATE INFORMATION
        • Table SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SEMI-STRUCTURED DATA: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
  • KNOWLEDGE GRAPH MARKET, BY APPLICATION
    • INTRODUCTION
      • APPLICATION: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • SEMANTIC SEARCH
      • NEED FOR ENHANCED SEARCH FUNCTIONALITIES TO DRIVE THE MARKET
        • Table SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SEMANTIC SEARCH: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • QUESTION ANSWERING
      • INTEGRATION OF KNOWLEDGE FROM SEVERAL DISCIPLINES AND OFFERING PERSONALIZED RECOMMENDATIONS TO DRIVE MARKET
        • Table QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table QUESTION ANSWERING: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • RECOMMENDATION SYSTEMS
      • WIDESPREAD KNOWLEDGE OF INTRICATE IDEAS THROUGH CROSSDOMAIN INFORMATION INTEGRATION TO BOOST MARKET
        • Table RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table RECOMMENDATION SYSTEMS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • ENTERPRISE KNOWLEDGE MANAGEMENT
      • STREAMLINING OF TEAMWORK AND KNOWLEDGE EXCHANGE TO ACCELERATE MARKET GROWTH
        • Table ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table ENTERPRISE KNOWLEDGE MANAGEMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • OTHER APPLICATIONS
      • Table OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table OTHER APPLICATIONS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
  • KNOWLEDGE GRAPH MARKET, BY TYPE
    • INTRODUCTION
      • TYPE: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • CONTEXT-RICH KNOWLEDGE GRAPHS
      • CONTEXT-RICH KNOWLEDGE GRAPHS TO HELP ORGANIZATIONS ACHIEVE OPERATIONAL EXCELLENCE AND COMPETITIVE ADVANTAGE
        • Table CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table CONTEXT-RICH KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • EXTERNAL-SENSING KNOWLEDGE GRAPHS
      • REAL-TIME UPDATES FROM EXTERNAL-SENSING KNOWLEDGE GRAPHS TO FOSTER FLEXIBILITY AND AGILITY
        • Table EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table EXTERNAL-SENSING KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • NLP KNOWLEDGE GRAPHS
      • KNOWLEDGE DISCOVERY AND DATA INTEGRATION TO FUEL MARKET GROWTH
        • Table NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table NLP KNOWLEDGE GRAPHS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
  • KNOWLEDGE GRAPH MARKET, BY VERTICAL
    • INTRODUCTION
      • VERTICAL: KNOWLEDGE GRAPH MARKET DRIVERS
        • Table KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • BFSI
      • INCREASING NEED TO MANAGE COMPLEX DATA TO SUPPORT MARKET GROWTH
        • Table BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table BFSI: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • RETAIL & ECOMMERCE
      • OPTIMIZED INVENTORY MANAGEMENT FACILITATED BY KNOWLEDGE GRAPHS TO DRIVE MARKET
        • Table RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table RETAIL & ECOMMERCE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • MANUFACTURING & AUTOMOTIVE
      • EASY PREDICTIVE MAINTENANCE AND DECREASE IN DOWNTIME TO SUPPORT MARKET GROWTH
        • Table MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table MANUFACTURING & AUTOMOTIVE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • IT & ITES
      • DEVELOPMENT OF INNOVATIVE TECHNOLOGIES TO DRIVE MARKET
        • Table IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table IT & ITES: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • TELECOM
      • OPTIMIZED INTRICATE NETWORK INFRASTRUCTURE AND CUSTOMIZED SERVICE OFFERINGS TO FUEL MARKET GROWTH
        • Table TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table TELECOM: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • MEDIA & ENTERTAINMENT
      • IMPROVED CONTENT MANAGEMENT PROCEDURES AND BETTER DATA-DRIVEN DECISIONS TO BOOST MARKET
        • Table MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table MEDIA & ENTERTAINMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • HEALTHCARE
      • NEED TO REVOLUTIONIZE HEALTHCARE PRACTICES TO PROPEL ADOPTION OF KNOWLEDGE GRAPHS
        • Table HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table HEALTHCARE: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • GOVERNMENT
      • SPEEDY DATA INTEGRATION AND INTEROPERABILITY TO BOOST MARKET
        • Table GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table GOVERNMENT: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CASE STUDY
    • OTHER VERTICALS
      • Table OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table OTHER VERTICALS: KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
  • KNOWLEDGE GRAPH MARKET, BY REGION
    • INTRODUCTION
      • Table KNOWLEDGE GRAPH MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table KNOWLEDGE GRAPH MARKET, BY REGION, 2023-2028 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
      • NORTH AMERICA: RECESSION IMPACT
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • US
        • Table US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table US: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • CANADA
    • EUROPE
      • EUROPE: KNOWLEDGE GRAPH MARKET DRIVERS
      • EUROPE: RECESSION IMPACT
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table EUROPE: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • UK
        • Table UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table UK: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • GERMANY
      • FRANCE
      • ITALY
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table ITALY: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • SPAIN
      • REST OF EUROPE
    • ASIA PACIFIC
      • ASIA PACIFIC: KNOWLEDGE GRAPH MARKET DRIVERS
      • ASIA PACIFIC: RECESSION IMPACT
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • CHINA
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table CHINA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • JAPAN
      • INDIA
      • AUSTRALIA & NEW ZEALAND
      • REST OF ASIA PACIFIC
    • MIDDLE EAST & AFRICA
      • MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET DRIVERS
      • MIDDLE EAST & AFRICA: RECESSION IMPACT
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • GCC
      • SOUTH AFRICA
      • REST OF MIDDLE EAST & AFRICA
    • LATIN AMERICA
      • LATIN AMERICA: KNOWLEDGE GRAPH MARKET DRIVERS
      • LATIN AMERICA: RECESSION IMPACT
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY OFFERING, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: KNOWLEDGE GRAPH MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • BRAZIL
      • MEXICO
      • REST OF LATIN AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES ADOPTED BY KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN KNOWLEDGE GRAPH MARKET
    • COMPETITIVE SCENARIO
    • MARKET SHARE ANALYSIS
      • Table KNOWLEDGE GRAPH MARKET: DEGREE OF COMPETITION
    • HISTORICAL REVENUE ANALYSIS
    • RANKING OF KEY PLAYERS IN KNOWLEDGE GRAPH MARKET, 2023
    • COMPANY EVALUATION MATRIX METHODOLOGY
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • STARTUP/SME EVALUATION MATRIX METHODOLOGY AND DEFINITIONS
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • COMPANY FOOTPRINT
      • Table KNOWLEDGE GRAPH MARKET: COMPANY FOOTPRINT ANALYSIS
    • COMPETITIVE BENCHMARKING
      • Table DETAILED LIST OF STARTUPS/SMES
      • Table COMPETITIVE BENCHMARKING OF STARTUPS/SMES
      • Table COMPETITIVE BENCHMARKING OF KEY PLAYERS
    • COMPETITIVE SCENARIO
      • PRODUCT LAUNCHES
        • Table KNOWLEDGE GRAPH MARKET: PRODUCT LAUNCHES, 2019-2023
      • DEALS
        • Table KNOWLEDGE GRAPH MARKET: DEALS, 2019-2023
    • KNOWLEDGE GRAPH PRODUCT BENCHMARKING
      • Table COMPARATIVE ANALYSIS OF PROMINENT KNOWLEDGE GRAPH SOLUTIONS
    • VALUATION AND FINANCIAL METRICS OF KEY KNOWLEDGE GRAPH VENDORS
  • COMPANY PROFILES
    • KEY PLAYERS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table IBM: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table IBM: DEALS
      • MICROSOFT
        • Table MICROSOFT: BUSINESS OVERVIEW
        • Table MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • AWS
        • Table AWS: COMPANY OVERVIEW
        • Table AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table AWS: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table AWS: DEALS
      • NEO4J
        • Table NEO4J: COMPANY OVERVIEW
        • Table NEO4J: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table NEO4J: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table NEO4J: DEALS
      • TIGERGRAPH
        • Table TIGERGRAPH: COMPANY OVERVIEW
        • Table TIGERGRAPH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table TIGERGRAPH: DEALS
      • SAP
        • Table SAP: BUSINESS OVERVIEW
        • Table SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SAP: DEALS
      • ORACLE
        • Table ORACLE: COMPANY OVERVIEW
        • Table ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ORACLE: PRODUCT LAUNCHES/ENHANCEMENTS
      • STARDOG
        • Table STARDOG: COMPANY OVERVIEW
        • Table STARDOG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table STARDOG: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table STARDOG: DEALS
      • FRANZ INC.
        • Table FRANZ INC.: COMPANY OVERVIEW
        • Table FRANZ INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table FRANZ INC.: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table FRANZ INC.: DEALS
      • ONTOTEXT
        • Table ONTOTEXT: COMPANY OVERVIEW
        • Table ONTOTEXT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ONTOTEXT: PRODUCT LAUNCHES/ENHANCEMENTS
        • Table ONTOTEXT: DEALS
      • SEMANTIC WEB COMPANY
      • OPENLINK SOFTWARE
      • MARKLOGIC
    • OTHER PLAYERS/STARTUPS
      • DATAVID
      • GRAPHBASE
      • CAMBRIDGE SEMANTICS
      • CONVERSIGHT
      • ECCENA
      • ARANGODB
      • FLUREE
      • DIFFBOT
      • BITNINE
      • MEMGRAPH
      • GRAPHAWARE
      • ONLIM
  • ADJACENT/RELATED MARKETS
    • INTRODUCTION TO ADJACENT MARKETS
      • Table ADJACENT MARKETS AND FORECASTS
    • LIMITATIONS
    • GRAPH DATABASE MARKET
      • Table GRAPH DATABASE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018-2022 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023-2028 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table GRAPH DATABASE MARKET, BY REGION, 2023-2028 (USD MILLION)
    • NATURAL LANGUAGE PROCESSING (NLP) MARKET
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table FRAUD DETECTION AND PREVENTION MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017-2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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