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Global Knowledge Graph Market Research Report 2025
Published Date: May 2025
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Report Code: QYRE-Auto-21Q13187
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Global Knowledge Graph Market Research Report 2023
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Global Knowledge Graph Market Research Report 2025

Code: QYRE-Auto-21Q13187
Report
May 2025
Pages:72
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Knowledge Graph Market Size

The global market for Knowledge Graph was valued at US$ 1688 million in the year 2024 and is projected to reach a revised size of US$ 4097 million by 2031, growing at a CAGR of 13.7% during the forecast period.

Knowledge Graph Market

Knowledge Graph Market

A knowledge graph, also known as a semantic network, represents a network of real-world entities—i.e. objects, events, situations, or concepts—and illustrates the relationship between them. This information is usually stored in a graph database and visualized as a graph structure, prompting the term knowledge “graph.”
North American market for Knowledge Graph is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
Asia-Pacific market for Knowledge Graph is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
The global market for Knowledge Graph in Finance is estimated to increase from $ million in 2024 to $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
The major global companies of Knowledge Graph include Iflytek, Smartech, Tongdun, Data Grand, Knowlegene, Suoxinda Holdings, MingGlamp Technology, Star Graph, Utry Information, TAIJI, etc. In 2024, the world's top three vendors accounted for approximately % of the revenue.
This report aims to provide a comprehensive presentation of the global market for Knowledge Graph, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Knowledge Graph.
The Knowledge Graph market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global Knowledge Graph market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Knowledge Graph companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation

Scope of Knowledge Graph Market Report

Report Metric Details
Report Name Knowledge Graph Market
Accounted market size in year US$ 1688 million
Forecasted market size in 2031 US$ 4097 million
CAGR 13.7%
Base Year year
Forecasted years 2025 - 2031
Segment by Type
Segment by Application
  • Finance
  • Government
  • Medical
  • Internet
  • Others
By Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company Iflytek, Smartech, Tongdun, Data Grand, Knowlegene, Suoxinda Holdings, MingGlamp Technology, Star Graph, Utry Information, TAIJI
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
  • Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
  • Chapter 3: Detailed analysis of Knowledge Graph company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
  • Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
  • Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
  • Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
  • Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
  • Chapter 12: The main points and conclusions of the report.

FAQ for this report

How fast is Knowledge Graph Market growing?

Ans: The Knowledge Graph Market witnessing a CAGR of 13.7% during the forecast period 2025-2031.

What is the Knowledge Graph Market size in 2031?

Ans: The Knowledge Graph Market size in 2031 will be US$ 4097 million.

Who are the main players in the Knowledge Graph Market report?

Ans: The main players in the Knowledge Graph Market are Iflytek, Smartech, Tongdun, Data Grand, Knowlegene, Suoxinda Holdings, MingGlamp Technology, Star Graph, Utry Information, TAIJI

What are the Application segmentation covered in the Knowledge Graph Market report?

Ans: The Applications covered in the Knowledge Graph Market report are Finance, Government, Medical, Internet, Others

What are the Type segmentation covered in the Knowledge Graph Market report?

Ans: The Types covered in the Knowledge Graph Market report are Enterprise Knowledge Graph Platform, Knowledge Graph as a Service, Embedded Knowledge Graph

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1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Knowledge Graph Market Size Growth Rate by Type: 2020 VS 2024 VS 2031
1.2.2 Enterprise Knowledge Graph Platform
1.2.3 Knowledge Graph as a Service
1.2.4 Embedded Knowledge Graph
1.3 Market by Application
1.3.1 Global Knowledge Graph Market Growth by Application: 2020 VS 2024 VS 2031
1.3.2 Finance
1.3.3 Government
1.3.4 Medical
1.3.5 Internet
1.3.6 Others
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global Knowledge Graph Market Perspective (2020-2031)
2.2 Global Knowledge Graph Growth Trends by Region
2.2.1 Global Knowledge Graph Market Size by Region: 2020 VS 2024 VS 2031
2.2.2 Knowledge Graph Historic Market Size by Region (2020-2025)
2.2.3 Knowledge Graph Forecasted Market Size by Region (2026-2031)
2.3 Knowledge Graph Market Dynamics
2.3.1 Knowledge Graph Industry Trends
2.3.2 Knowledge Graph Market Drivers
2.3.3 Knowledge Graph Market Challenges
2.3.4 Knowledge Graph Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Knowledge Graph Players by Revenue
3.1.1 Global Top Knowledge Graph Players by Revenue (2020-2025)
3.1.2 Global Knowledge Graph Revenue Market Share by Players (2020-2025)
3.2 Global Knowledge Graph Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by Knowledge Graph Revenue
3.4 Global Knowledge Graph Market Concentration Ratio
3.4.1 Global Knowledge Graph Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Knowledge Graph Revenue in 2024
3.5 Global Key Players of Knowledge Graph Head office and Area Served
3.6 Global Key Players of Knowledge Graph, Product and Application
3.7 Global Key Players of Knowledge Graph, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 Knowledge Graph Breakdown Data by Type
4.1 Global Knowledge Graph Historic Market Size by Type (2020-2025)
4.2 Global Knowledge Graph Forecasted Market Size by Type (2026-2031)
5 Knowledge Graph Breakdown Data by Application
5.1 Global Knowledge Graph Historic Market Size by Application (2020-2025)
5.2 Global Knowledge Graph Forecasted Market Size by Application (2026-2031)
6 North America
6.1 North America Knowledge Graph Market Size (2020-2031)
6.2 North America Knowledge Graph Market Growth Rate by Country: 2020 VS 2024 VS 2031
6.3 North America Knowledge Graph Market Size by Country (2020-2025)
6.4 North America Knowledge Graph Market Size by Country (2026-2031)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe Knowledge Graph Market Size (2020-2031)
7.2 Europe Knowledge Graph Market Growth Rate by Country: 2020 VS 2024 VS 2031
7.3 Europe Knowledge Graph Market Size by Country (2020-2025)
7.4 Europe Knowledge Graph Market Size by Country (2026-2031)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Knowledge Graph Market Size (2020-2031)
8.2 Asia-Pacific Knowledge Graph Market Growth Rate by Region: 2020 VS 2024 VS 2031
8.3 Asia-Pacific Knowledge Graph Market Size by Region (2020-2025)
8.4 Asia-Pacific Knowledge Graph Market Size by Region (2026-2031)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America Knowledge Graph Market Size (2020-2031)
9.2 Latin America Knowledge Graph Market Growth Rate by Country: 2020 VS 2024 VS 2031
9.3 Latin America Knowledge Graph Market Size by Country (2020-2025)
9.4 Latin America Knowledge Graph Market Size by Country (2026-2031)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Knowledge Graph Market Size (2020-2031)
10.2 Middle East & Africa Knowledge Graph Market Growth Rate by Country: 2020 VS 2024 VS 2031
10.3 Middle East & Africa Knowledge Graph Market Size by Country (2020-2025)
10.4 Middle East & Africa Knowledge Graph Market Size by Country (2026-2031)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Iflytek
11.1.1 Iflytek Company Details
11.1.2 Iflytek Business Overview
11.1.3 Iflytek Knowledge Graph Introduction
11.1.4 Iflytek Revenue in Knowledge Graph Business (2020-2025)
11.1.5 Iflytek Recent Development
11.2 Smartech
11.2.1 Smartech Company Details
11.2.2 Smartech Business Overview
11.2.3 Smartech Knowledge Graph Introduction
11.2.4 Smartech Revenue in Knowledge Graph Business (2020-2025)
11.2.5 Smartech Recent Development
11.3 Tongdun
11.3.1 Tongdun Company Details
11.3.2 Tongdun Business Overview
11.3.3 Tongdun Knowledge Graph Introduction
11.3.4 Tongdun Revenue in Knowledge Graph Business (2020-2025)
11.3.5 Tongdun Recent Development
11.4 Data Grand
11.4.1 Data Grand Company Details
11.4.2 Data Grand Business Overview
11.4.3 Data Grand Knowledge Graph Introduction
11.4.4 Data Grand Revenue in Knowledge Graph Business (2020-2025)
11.4.5 Data Grand Recent Development
11.5 Knowlegene
11.5.1 Knowlegene Company Details
11.5.2 Knowlegene Business Overview
11.5.3 Knowlegene Knowledge Graph Introduction
11.5.4 Knowlegene Revenue in Knowledge Graph Business (2020-2025)
11.5.5 Knowlegene Recent Development
11.6 Suoxinda Holdings
11.6.1 Suoxinda Holdings Company Details
11.6.2 Suoxinda Holdings Business Overview
11.6.3 Suoxinda Holdings Knowledge Graph Introduction
11.6.4 Suoxinda Holdings Revenue in Knowledge Graph Business (2020-2025)
11.6.5 Suoxinda Holdings Recent Development
11.7 MingGlamp Technology
11.7.1 MingGlamp Technology Company Details
11.7.2 MingGlamp Technology Business Overview
11.7.3 MingGlamp Technology Knowledge Graph Introduction
11.7.4 MingGlamp Technology Revenue in Knowledge Graph Business (2020-2025)
11.7.5 MingGlamp Technology Recent Development
11.8 Star Graph
11.8.1 Star Graph Company Details
11.8.2 Star Graph Business Overview
11.8.3 Star Graph Knowledge Graph Introduction
11.8.4 Star Graph Revenue in Knowledge Graph Business (2020-2025)
11.8.5 Star Graph Recent Development
11.9 Utry Information
11.9.1 Utry Information Company Details
11.9.2 Utry Information Business Overview
11.9.3 Utry Information Knowledge Graph Introduction
11.9.4 Utry Information Revenue in Knowledge Graph Business (2020-2025)
11.9.5 Utry Information Recent Development
11.10 TAIJI
11.10.1 TAIJI Company Details
11.10.2 TAIJI Business Overview
11.10.3 TAIJI Knowledge Graph Introduction
11.10.4 TAIJI Revenue in Knowledge Graph Business (2020-2025)
11.10.5 TAIJI Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.1.1 Research Programs/Design
13.1.1.2 Market Size Estimation
13.1.1.3 Market Breakdown and Data Triangulation
13.1.2 Data Source
13.1.2.1 Secondary Sources
13.1.2.2 Primary Sources
13.2 Author Details
13.3 Disclaimer
List of Tables
 Table 1. Global Knowledge Graph Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031
 Table 2. Key Players of Enterprise Knowledge Graph Platform
 Table 3. Key Players of Knowledge Graph as a Service
 Table 4. Key Players of Embedded Knowledge Graph
 Table 5. Global Knowledge Graph Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
 Table 6. Global Knowledge Graph Market Size by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 7. Global Knowledge Graph Market Size by Region (2020-2025) & (US$ Million)
 Table 8. Global Knowledge Graph Market Share by Region (2020-2025)
 Table 9. Global Knowledge Graph Forecasted Market Size by Region (2026-2031) & (US$ Million)
 Table 10. Global Knowledge Graph Market Share by Region (2026-2031)
 Table 11. Knowledge Graph Market Trends
 Table 12. Knowledge Graph Market Drivers
 Table 13. Knowledge Graph Market Challenges
 Table 14. Knowledge Graph Market Restraints
 Table 15. Global Knowledge Graph Revenue by Players (2020-2025) & (US$ Million)
 Table 16. Global Knowledge Graph Market Share by Players (2020-2025)
 Table 17. Global Top Knowledge Graph Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Knowledge Graph as of 2024)
 Table 18. Ranking of Global Top Knowledge Graph Companies by Revenue (US$ Million) in 2024
 Table 19. Global 5 Largest Players Market Share by Knowledge Graph Revenue (CR5 and HHI) & (2020-2025)
 Table 20. Global Key Players of Knowledge Graph, Headquarters and Area Served
 Table 21. Global Key Players of Knowledge Graph, Product and Application
 Table 22. Global Key Players of Knowledge Graph, Date of Enter into This Industry
 Table 23. Mergers & Acquisitions, Expansion Plans
 Table 24. Global Knowledge Graph Market Size by Type (2020-2025) & (US$ Million)
 Table 25. Global Knowledge Graph Revenue Market Share by Type (2020-2025)
 Table 26. Global Knowledge Graph Forecasted Market Size by Type (2026-2031) & (US$ Million)
 Table 27. Global Knowledge Graph Revenue Market Share by Type (2026-2031)
 Table 28. Global Knowledge Graph Market Size by Application (2020-2025) & (US$ Million)
 Table 29. Global Knowledge Graph Revenue Market Share by Application (2020-2025)
 Table 30. Global Knowledge Graph Forecasted Market Size by Application (2026-2031) & (US$ Million)
 Table 31. Global Knowledge Graph Revenue Market Share by Application (2026-2031)
 Table 32. North America Knowledge Graph Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 33. North America Knowledge Graph Market Size by Country (2020-2025) & (US$ Million)
 Table 34. North America Knowledge Graph Market Size by Country (2026-2031) & (US$ Million)
 Table 35. Europe Knowledge Graph Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 36. Europe Knowledge Graph Market Size by Country (2020-2025) & (US$ Million)
 Table 37. Europe Knowledge Graph Market Size by Country (2026-2031) & (US$ Million)
 Table 38. Asia-Pacific Knowledge Graph Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 39. Asia-Pacific Knowledge Graph Market Size by Region (2020-2025) & (US$ Million)
 Table 40. Asia-Pacific Knowledge Graph Market Size by Region (2026-2031) & (US$ Million)
 Table 41. Latin America Knowledge Graph Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 42. Latin America Knowledge Graph Market Size by Country (2020-2025) & (US$ Million)
 Table 43. Latin America Knowledge Graph Market Size by Country (2026-2031) & (US$ Million)
 Table 44. Middle East & Africa Knowledge Graph Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 45. Middle East & Africa Knowledge Graph Market Size by Country (2020-2025) & (US$ Million)
 Table 46. Middle East & Africa Knowledge Graph Market Size by Country (2026-2031) & (US$ Million)
 Table 47. Iflytek Company Details
 Table 48. Iflytek Business Overview
 Table 49. Iflytek Knowledge Graph Product
 Table 50. Iflytek Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 51. Iflytek Recent Development
 Table 52. Smartech Company Details
 Table 53. Smartech Business Overview
 Table 54. Smartech Knowledge Graph Product
 Table 55. Smartech Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 56. Smartech Recent Development
 Table 57. Tongdun Company Details
 Table 58. Tongdun Business Overview
 Table 59. Tongdun Knowledge Graph Product
 Table 60. Tongdun Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 61. Tongdun Recent Development
 Table 62. Data Grand Company Details
 Table 63. Data Grand Business Overview
 Table 64. Data Grand Knowledge Graph Product
 Table 65. Data Grand Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 66. Data Grand Recent Development
 Table 67. Knowlegene Company Details
 Table 68. Knowlegene Business Overview
 Table 69. Knowlegene Knowledge Graph Product
 Table 70. Knowlegene Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 71. Knowlegene Recent Development
 Table 72. Suoxinda Holdings Company Details
 Table 73. Suoxinda Holdings Business Overview
 Table 74. Suoxinda Holdings Knowledge Graph Product
 Table 75. Suoxinda Holdings Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 76. Suoxinda Holdings Recent Development
 Table 77. MingGlamp Technology Company Details
 Table 78. MingGlamp Technology Business Overview
 Table 79. MingGlamp Technology Knowledge Graph Product
 Table 80. MingGlamp Technology Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 81. MingGlamp Technology Recent Development
 Table 82. Star Graph Company Details
 Table 83. Star Graph Business Overview
 Table 84. Star Graph Knowledge Graph Product
 Table 85. Star Graph Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 86. Star Graph Recent Development
 Table 87. Utry Information Company Details
 Table 88. Utry Information Business Overview
 Table 89. Utry Information Knowledge Graph Product
 Table 90. Utry Information Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 91. Utry Information Recent Development
 Table 92. TAIJI Company Details
 Table 93. TAIJI Business Overview
 Table 94. TAIJI Knowledge Graph Product
 Table 95. TAIJI Revenue in Knowledge Graph Business (2020-2025) & (US$ Million)
 Table 96. TAIJI Recent Development
 Table 97. Research Programs/Design for This Report
 Table 98. Key Data Information from Secondary Sources
 Table 99. Key Data Information from Primary Sources
 Table 100. Authors List of This Report


List of Figures
 Figure 1. Knowledge Graph Picture
 Figure 2. Global Knowledge Graph Market Size Comparison by Type (2020-2031) & (US$ Million)
 Figure 3. Global Knowledge Graph Market Share by Type: 2024 VS 2031
 Figure 4. Enterprise Knowledge Graph Platform Features
 Figure 5. Knowledge Graph as a Service Features
 Figure 6. Embedded Knowledge Graph Features
 Figure 7. Global Knowledge Graph Market Size by Application (2020-2031) & (US$ Million)
 Figure 8. Global Knowledge Graph Market Share by Application: 2024 VS 2031
 Figure 9. Finance Case Studies
 Figure 10. Government Case Studies
 Figure 11. Medical Case Studies
 Figure 12. Internet Case Studies
 Figure 13. Others Case Studies
 Figure 14. Knowledge Graph Report Years Considered
 Figure 15. Global Knowledge Graph Market Size (US$ Million), Year-over-Year: 2020-2031
 Figure 16. Global Knowledge Graph Market Size, (US$ Million), 2020 VS 2024 VS 2031
 Figure 17. Global Knowledge Graph Market Share by Region: 2024 VS 2031
 Figure 18. Global Knowledge Graph Market Share by Players in 2024
 Figure 19. Global Top Knowledge Graph Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Knowledge Graph as of 2024)
 Figure 20. The Top 10 and 5 Players Market Share by Knowledge Graph Revenue in 2024
 Figure 21. North America Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 22. North America Knowledge Graph Market Share by Country (2020-2031)
 Figure 23. United States Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 24. Canada Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 25. Europe Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 26. Europe Knowledge Graph Market Share by Country (2020-2031)
 Figure 27. Germany Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 28. France Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 29. U.K. Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 30. Italy Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 31. Russia Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 32. Nordic Countries Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 33. Asia-Pacific Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 34. Asia-Pacific Knowledge Graph Market Share by Region (2020-2031)
 Figure 35. China Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 36. Japan Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 37. South Korea Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 38. Southeast Asia Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 39. India Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 40. Australia Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 41. Latin America Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 42. Latin America Knowledge Graph Market Share by Country (2020-2031)
 Figure 43. Mexico Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 44. Brazil Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 45. Middle East & Africa Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 46. Middle East & Africa Knowledge Graph Market Share by Country (2020-2031)
 Figure 47. Turkey Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 48. Saudi Arabia Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 49. UAE Knowledge Graph Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 50. Iflytek Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 51. Smartech Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 52. Tongdun Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 53. Data Grand Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 54. Knowlegene Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 55. Suoxinda Holdings Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 56. MingGlamp Technology Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 57. Star Graph Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 58. Utry Information Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 59. TAIJI Revenue Growth Rate in Knowledge Graph Business (2020-2025)
 Figure 60. Bottom-up and Top-down Approaches for This Report
 Figure 61. Data Triangulation
 Figure 62. Key Executives Interviewed
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