Global Graph Neural Networks Market Growth (Status and Outlook) 2026-2032

May 2026 | 93 pages | ID: G02BDE7D5054EN
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The global Graph Neural Networks market size is predicted to grow from US$ 2876 million in 2025 to US$ 15445 million in 2032; it is expected to grow at a CAGR of 27.3% from 2026 to 2032.

Graph Neural Networks (GNNs) are a class of deep learning models designed to operate directly on graph-structured data by learning representations of nodes, edges, and entire graphs through iterative message passing among connected entities. Unlike traditional neural networks that assume fixed-grid inputs, GNNs exploit the relational topology of graphs, aggregating and transforming information from each node's neighbors to capture both local structure and global context. This enables GNNs to model complex dependencies in non-Euclidean domains such as social networks, molecular structures, knowledge graphs, transportation systems, and recommendation engines, making them particularly effective for tasks like node classification, link prediction, graph clustering, and graph-level inference.

This report presents a comprehensive overview, market shares, and growth opportunities of Graph Neural Networks market by product type, application, key players and key regions and countries.

Segmentation by Type:
  • Homogeneous GNNs
  • Heterogeneous GNNs
Segmentation by Learning Paradigm:
  • Transductive GNNs
  • Inductive GNNs
Segmentation by Application:
  • IT & Telecom
  • Autonomous Driving
  • Industrial Automation
  • Others
This report also splits the market by region:
  • United States
    • China%li%
  • Europe
  • Other regions
    • Japan
    • South Korea
    • Southeast Asia
    • Rest of world
The report also presents the market competition landscape and a corresponding detailed analysis of the major players in the market. The key players covered in this report:
  • Google
  • OpenAI
  • Anthropic
  • Meta
  • Baidu
  • IBM
  • Tesla
  • Micropsi
  • Corti
  • Blackbird.AI
1 SCOPE OF THE REPORT

1.1 Market Introduction
1.2 Years Considered
1.3 Research Objectives
1.4 Market Research Methodology
1.5 Research Process and Data Source
1.6 Economic Indicators
1.7 Currency Considered

2 EXECUTIVE SUMMARY

2.1 World Market Overview
  2.1.1 Global Graph Neural Networks Market Size 2026-2032
  2.1.2 Graph Neural Networks Market Size CAGR by Region
2.2 Graph Neural Networks Segment by Type
  2.2.1 Homogeneous GNNs
  2.2.2 Heterogeneous GNNs
  2.2.3 Graph Neural Networks Market Size by Type
    2.2.3.1 Global Graph Neural Networks Market Size Market Share by Type (2026-2032)
    2.2.3.2 Global Graph Neural Networks Market Size Growth Rate by Type (2026-2032)
2.3 Graph Neural Networks Segment by Learning Paradigm
  2.3.1 Transductive GNNs
  2.3.2 Inductive GNNs
  2.3.3 Graph Neural Networks Market Size by Learning Paradigm
    2.3.3.1 Global Graph Neural Networks Market Size Market Share by Learning Paradigm (2026-2032)
    2.3.3.2 Global Graph Neural Networks Market Size Growth Rate by Learning Paradigm (2026-2032)
2.4 Graph Neural Networks Segment by Application
  2.4.1 IT & Telecom
  2.4.2 Autonomous Driving
  2.4.3 Industrial Automation
  2.4.4 Others
  2.4.5 Graph Neural Networks Market Size by Application (2026-2032)
    2.4.5.1 Global Graph Neural Networks Market Size Market Share by Application (2026-2032)
    2.4.5.2 Global Graph Neural Networks Market Size Growth Rate by Application (2026-2032)

3 GRAPH NEURAL NETWORKS KEY PLAYERS

3.1 Date of Key Players Enter into Graph Neural Networks
3.2 Key Players Graph Neural Networks Product Offered
3.3 Key Players Graph Neural Networks Funding/Investment Analysis
3.4 Funding/Investment
  3.4.1 Funding/Investment by Regions
  3.4.2 Funding/Investment by End-Industry
3.5 Key Players Graph Neural Networks Valuation & Market Capitalization
3.6 Key Players Mergers & Acquisitions, Expansion Plans
3.7 Market Ranking
3.8 New Product/Technology Launches
3.9 Partnerships, Agreements, and Collaborations
3.10 Mergers and Acquisitions

4 GRAPH NEURAL NETWORKS BY REGIONS

4.1 Graph Neural Networks Market Size by Regions (2026-2032)
4.2 United States Graph Neural Networks Market Size Growth (2026-2032)
4.3 China Graph Neural Networks Market Size Growth (2026-2032)
4.4 Europe Graph Neural Networks Market Size Growth (2026-2032)
4.5 Rest of World Graph Neural Networks Market Size Growth (2026-2032)

5 UNITED STATES

5.1 United States Graph Neural Networks Market Size by Type (2026-2032)
5.2 United States Graph Neural Networks Market Size by Application (2026-2032)

6 EUROPE

6.1 Europe Graph Neural Networks Market Size by Type (2026-2032)
6.2 Europe Graph Neural Networks Market Size by Application (2026-2032)

7 CHINA

7.1 China Graph Neural Networks Market Size by Type (2026-2032)
7.2 China Graph Neural Networks Market Size by Application (2026-2032)

8 REST OF WORLD

8.1 Rest of World Graph Neural Networks Market Size by Type (2026-2032)
8.2 Rest of World Graph Neural Networks Market Size by Application (2026-2032)
8.3 Japan
8.4 South Korea
8.5 Southeast Asia

9 MARKET DRIVERS, CHALLENGES AND TRENDS

9.1 Market Drivers & Growth Opportunities
9.2 Market Challenges & Risks
9.3 Industry Trends

10 KEY INVESTORS IN GRAPH NEURAL NETWORKS

10.1 Company A
  10.1.1 Company A Company Details
  10.1.2 Company Description
  10.1.3 Companies Invested by Company A
  10.1.4 Company A Key Development and Market Layout
10.2 Company B
  10.2.1 Company B Company Details
  10.2.2 Company Description
  10.2.3 Companies Invested by Company B
  10.2.4 Company B Key Development and Market Layout
10.3 Company C
  10.3.1 Company C Company Details
  10.3.2 Company Description
  10.3.3 Companies Invested by Company C
  10.3.4 Company C Key Development and Market Layout
10.4 Company D
10.5 ……

11 KEY PLAYERS ANALYSIS

11.1 Google
  11.1.1 Google Company Details
  11.1.2 Google Graph Neural Networks Product Offered
  11.1.3 Google Graph Neural Networks Market Size (2025 VS 2031)
  11.1.4 Google Main Business Overview
  11.1.5 Google News
11.2 OpenAI
  11.2.1 OpenAI Company Details
  11.2.2 OpenAI Graph Neural Networks Product Offered
  11.2.3 OpenAI Graph Neural Networks Market Size (2025 VS 2031)
  11.2.4 OpenAI Main Business Overview
  11.2.5 OpenAI News
11.3 Anthropic
  11.3.1 Anthropic Company Details
  11.3.2 Anthropic Graph Neural Networks Product Offered
  11.3.3 Anthropic Graph Neural Networks Market Size (2025 VS 2031)
  11.3.4 Anthropic Main Business Overview
  11.3.5 Anthropic News
11.4 Meta
  11.4.1 Meta Company Details
  11.4.2 Meta Graph Neural Networks Product Offered
  11.4.3 Meta Graph Neural Networks Market Size (2025 VS 2031)
  11.4.4 Meta Main Business Overview
  11.4.5 Meta News
11.5 Baidu
  11.5.1 Baidu Company Details
  11.5.2 Baidu Graph Neural Networks Product Offered
  11.5.3 Baidu Graph Neural Networks Market Size (2025 VS 2031)
  11.5.4 Baidu Main Business Overview
  11.5.5 Baidu News
11.6 IBM
  11.6.1 IBM Company Details
  11.6.2 IBM Graph Neural Networks Product Offered
  11.6.3 IBM Graph Neural Networks Market Size (2025 VS 2031)
  11.6.4 IBM Main Business Overview
  11.6.5 IBM News
11.7 Tesla
  11.7.1 Tesla Company Details
  11.7.2 Tesla Graph Neural Networks Product Offered
  11.7.3 Tesla Graph Neural Networks Market Size (2025 VS 2031)
  11.7.4 Tesla Main Business Overview
  11.7.5 Tesla News
11.8 Micropsi
  11.8.1 Micropsi Company Details
  11.8.2 Micropsi Graph Neural Networks Product Offered
  11.8.3 Micropsi Graph Neural Networks Market Size (2025 VS 2031)
  11.8.4 Micropsi Main Business Overview
  11.8.5 Micropsi News
11.9 Corti
  11.9.1 Corti Company Details
  11.9.2 Corti Graph Neural Networks Product Offered
  11.9.3 Corti Graph Neural Networks Market Size (2025 VS 2031)
  11.9.4 Corti Main Business Overview
  11.9.5 Corti News
11.10 Blackbird.AI
  11.10.1 Blackbird.AI Company Details
  11.10.2 Blackbird.AI Graph Neural Networks Product Offered
  11.10.3 Blackbird.AI Graph Neural Networks Market Size (2025 VS 2031)
  11.10.4 Blackbird.AI Main Business Overview
  11.10.5 Blackbird.AI News

12 RESEARCH FINDINGS AND CONCLUSION

LIST OF TABLES

Table 1. Graph Neural Networks Market Size CAGR by Region (2026-2032) ($ millions)
Table 2. Major Players of Homogeneous GNNs
Table 3. Major Players of Heterogeneous GNNs
Table 4. Global Market Size by Type (2026-2032) ($ millions)
Table 5. Global Graph Neural Networks Market Size Market Share by Type (2026-2032)
Table 6. Major Players of Transductive GNNs
Table 7. Major Players of Inductive GNNs
Table 8. Global Market Size by Learning Paradigm (2026-2032) ($ millions)
Table 9. Global Graph Neural Networks Market Size Market Share by Learning Paradigm (2026-2032)
Table 10. Global Graph Neural Networks Market Size by Application (2026-2032) ($ millions)
Table 11. Global Graph Neural Networks Market Size Market Share by Application (2026-2032)
Table 12. Date of Global Key Players Enter into Graph Neural Networks Market
Table 13. Global Key Players Graph Neural Networks Product Offered
Table 14. Key Players Graph Neural Networks Funding/Investment (Million USD)
Table 15. Funding/Investment by Regions
Table 16. Funding/Investment by End-Industry
Table 17. Key Players Graph Neural Networks Valuation & Market Capitalization (Million USD)
Table 18. Key Players Mergers & Acquisitions, Expansion Plans
Table 19. Graph Neural Networks New Product/Technology Launches
Table 20. Graph Neural Networks Industry Partnerships, Agreements, and Collaborations
Table 21. Graph Neural Networks Industry Mergers and Acquisitions
Table 22. Global Graph Neural Networks Market Size by Regions 2026-2032 ($ millions)
Table 23. Global Graph Neural Networks Market Size Market Share by Regions 2026-2032
Table 24. United States Graph Neural Networks Market Size by Type (2026-2032) ($ millions)
Table 25. United States Graph Neural Networks Market Size Market Share by Type (2026-2032)
Table 26. United States Graph Neural Networks Market Size by Application (2026-2032) ($ millions)
Table 27. United States Graph Neural Networks Market Size Market Share by Application (2026-2032)
Table 28. Europe Graph Neural Networks Market Size by Type (2026-2032) ($ millions)
Table 29. Europe Graph Neural Networks Market Size Market Share by Type (2026-2032)
Table 30. Europe Graph Neural Networks Market Size by Application (2026-2032) ($ millions)
Table 31. Europe Graph Neural Networks Market Size Market Share by Application (2026-2032)
Table 32. China Graph Neural Networks Market Size by Type (2026-2032) ($ millions)
Table 33. China Graph Neural Networks Market Size Market Share by Type (2026-2032)
Table 34. China Graph Neural Networks Market Size by Application (2026-2032) ($ millions)
Table 35. China Graph Neural Networks Market Size Market Share by Application (2026-2032)
Table 36. Rest of World Graph Neural Networks Market Size by Type (2026-2032) ($ millions)
Table 37. Rest of World Graph Neural Networks Market Size Market Share by Type (2026-2032)
Table 38. Rest of World Graph Neural Networks Market Size by Application (2026-2032) ($ millions)
Table 39. Rest of World Graph Neural Networks Market Size Market Share by Application (2026-2032)
Table 40. Key Market Drivers & Growth Opportunities of Graph Neural Networks
Table 41. Key Market Challenges & Risks of Graph Neural Networks
Table 42. Key Industry Trends of Graph Neural Networks
Table 43. Company A Company Details
Table 44. Companies Invested by Company A
Table 45. Company A Key Development and Market Layout
Table 46. Company B Company Details
Table 47. Companies Invested by Company B
Table 48. Company B Key Development and Market Layout
Table 49. Company C Company Details
Table 50. Companies Invested by Company C
Table 51. Company C Key Development and Market Layout
Table 52. Google Basic Information, Head Office, Major Market Areas and Its Competitors
Table 53. Google Graph Neural Networks Market Size (2025 VS 2031)
Table 54. OpenAI Basic Information, Head Office, Major Market Areas and Its Competitors
Table 55. OpenAI Graph Neural Networks Market Size (2025 VS 2031)
Table 56. Anthropic Basic Information, Head Office, Major Market Areas and Its Competitors
Table 57. Anthropic Graph Neural Networks Market Size (2025 VS 2031)
Table 58. Meta Basic Information, Head Office, Major Market Areas and Its Competitors
Table 59. Meta Graph Neural Networks Market Size (2025 VS 2031)
Table 60. Baidu Basic Information, Head Office, Major Market Areas and Its Competitors
Table 61. Baidu Graph Neural Networks Market Size (2025 VS 2031)
Table 62. IBM Basic Information, Head Office, Major Market Areas and Its Competitors
Table 63. IBM Graph Neural Networks Market Size (2025 VS 2031)
Table 64. Tesla Basic Information, Head Office, Major Market Areas and Its Competitors
Table 65. Tesla Graph Neural Networks Market Size (2025 VS 2031)
Table 66. Micropsi Basic Information, Head Office, Major Market Areas and Its Competitors
Table 67. Micropsi Graph Neural Networks Market Size (2025 VS 2031)
Table 68. Corti Basic Information, Head Office, Major Market Areas and Its Competitors
Table 69. Corti Graph Neural Networks Market Size (2025 VS 2031)
Table 70. Blackbird.AI Basic Information, Head Office, Major Market Areas and Its Competitors
Table 71. Blackbird.AI Graph Neural Networks Market Size (2025 VS 2031)

LIST OF FIGURES

Figure 1. Picture of Graph Neural Networks
Figure 2. Graph Neural Networks Report Years Considered
Figure 3. Research Objectives
Figure 4. Research Methodology
Figure 5. Research Process and Data Source
Figure 6. Global Graph Neural Networks Market Size Growth Rate 2026-2032 ($ millions)
Figure 7. Graph Neural Networks Market Size by Region (2025 & 2032) ($ millions)
Figure 8. Global Graph Neural Networks Market Size Market Share by Type (2026-2032)
Figure 9. Global Homogeneous GNNs Market Size Growth Rate
Figure 10. Global Heterogeneous GNNs Market Size Growth Rate
Figure 11. Global Graph Neural Networks Market Size Market Share by Learning Paradigm (2026-2032)
Figure 12. Global Transductive GNNs Market Size Growth Rate
Figure 13. Global Inductive GNNs Market Size Growth Rate
Figure 14. Graph Neural Networks in IT & Telecom
Figure 15. Global Graph Neural Networks Market: IT & Telecom (2026-2032) ($ millions)
Figure 16. Graph Neural Networks in Autonomous Driving
Figure 17. Global Graph Neural Networks Market: Autonomous Driving (2026-2032) ($ millions)
Figure 18. Graph Neural Networks in Industrial Automation
Figure 19. Global Graph Neural Networks Market: Industrial Automation (2026-2032) ($ millions)
Figure 20. Graph Neural Networks in Others
Figure 21. Global Graph Neural Networks Market: Others (2026-2032) ($ millions)
Figure 22. Global Graph Neural Networks Market Size Market Share by Application (2026-2032)
Figure 23. Global Graph Neural Networks Market Size in IT & Telecom Growth Rate
Figure 24. Global Graph Neural Networks Market Size in Autonomous Driving Growth Rate
Figure 25. Funding/Investment
Figure 26. Global Graph Neural Networks Market Size Market Share by Regions 2026-2032
Figure 27. United States Graph Neural Networks Market Size 2026-2032 ($ millions)
Figure 28. China Graph Neural Networks Market Size 2026-2032 ($ millions)
Figure 29. Europe Graph Neural Networks Market Size 2026-2032 ($ millions)
Figure 30. Rest of World Graph Neural Networks Market Size 2026-2032 ($ millions)
Figure 31. United States Graph Neural Networks Consumption Market Share by Type in 2030
Figure 32. United States Graph Neural Networks Market Size Market Share by Application in 2030
Figure 33. Europe Graph Neural Networks Consumption Market Share by Type in 2030
Figure 34. Europe Graph Neural Networks Market Size Market Share by Application in 2030
Figure 35. China Graph Neural Networks Consumption Market Share by Type in 2030
Figure 36. China Graph Neural Networks Market Size Market Share by Application in 2030
Figure 37. Rest of World Graph Neural Networks Consumption Market Share by Type in 2030
Figure 38. Rest of World Graph Neural Networks Market Size Market Share by Application in 2030


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