Knowledge Graph Market Size & Share Analysis - Trends, Drivers, Competitive Landscape, and Forecasts (2026

Description

The knowledge graphs market stood at USD 1.4 billion in 2025 and is expected to grow at 25.1% between 2026 and 2032, reaching USD 6.7 billion by 2032. Much of that comes from a single job: acting as a contextual grounding layer for generative AI and large language models, cutting hallucination risk and making outputs explainable across semantic search, fraud detection, and customer intelligence.

Data complexity is the other force. Enterprises are pulling structured, semi-structured, and unstructured data together across production systems, cloud platforms, and customer touchpoints, and knowledge graphs turn that into relationship-rich, machine-readable representations. Relational architectures were never built to model or navigate those connections well.

The buying environment keeps widening. The U.S. Census Bureau's Business Trends and Outlook Survey found 18% of U.S. firms using AI in at least one business function during the November 2025 to January 2026 reference period, rising to 32% on an employment-weighted basis. Property graph architectures are also gaining ground in enterprise deployments, valued for flexible modelling and efficient traversal of interconnected data at scale.

Key Insights

Solutions hold the larger offering share at 70% in 2025, covering platforms and graph engines that build and query connected data. Services grow faster at 25.3% as firms buy in ontology skills.

Labeled property graph is the largest model type at 45%, favoured for modelling entities without triple-store ontology overhead. RDF and triple store grows fastest at 25.5%, pulled by regulated sectors needing standards-based rigour.

Unstructured data is the largest source at 60% and the fastest growing. Google Cloud estimates unstructured content at 70% to 90% of what businesses collect.

Cloud-based deployment leads at 65%. Eurostat put paid cloud use among EU enterprises at 52.7% in 2025, up 7.4 points from 2023 and 84.67% among large firms. On-premises grows fastest at 25.4%, on sovereignty grounds.

Data governance and master data management is the largest application at 25%, helped by the European Commission's Data Governance Act, in force EU-wide since 24 September 2023.

Virtual assistants and question answering grows fastest, as firms ground conversational systems in their own knowledge. Eurostat found 8.76% of EU enterprises using AI that generates language or code in 2025.

Large enterprises hold 75% of the market. Eurostat's Digital Intensity Index showed 96% of large EU enterprises at basic digital intensity or above in 2025. Smaller firms grow fastest as managed services cut entry cost.

BFSI is the largest end use, built on fraud detection, anti-money-laundering analysis, and model risk management. The Federal Reserve, Office of the Comptroller of the Currency, and Federal Deposit Insurance Corporation revised interagency model risk guidance in April 2026.

Healthcare and life sciences grows fastest at 25.8%. The National Institutes of Health's 2025 to 2030 Strategic Plan for Data Science names federated biomedical research infrastructure among its five goals.

North America holds the largest regional share at 40%, and the Business Trends and Outlook Survey found 37% of U.S. firms with 250 or more employees using AI as of May 2026. Stanford University's 2026 AI Index recorded USD 285.9 billion in U.S. private AI investment in 2025.

Asia-Pacific grows fastest at 26.0%. India's IndiaAI Mission carries a budget of INR 10,371.92 crore and plans public AI compute above 10,000 GPUs.

GraphRAG is the architectural story, suiting multi-hop reasoning across scattered sources. The National Institute of Standards and Technology lists confabulation among the 12 risks in its July 2024 Generative AI Profile.

Regulation pushes adoption while silos slow it. The EU Data Act applied from 12 September 2025, and the OECD calls organisational silos a persistent barrier to interoperability.

The market is fragmented. Microsoft, AWS, Google, IBM, Oracle, and Neo4j hold strong positions without any one dominating, while specialists compete on graph-native capability.

Stardog Union Inc. released Stardog 12.1 in June 2026, and Neo4j Inc. agreed to acquire GraphAware that month under a USD 100 million AI roadmap. SAP SE completed its Reltio Inc. acquisition in May 2026, TigerGraph Inc. took investment from Cuadrilla Capital in July 2025, and Amazon.com Inc. made GraphRAG generally available in Amazon Bedrock Knowledge Bases in March 2025.

Product Code: 14123

Chapter 1. Research Scope

1.1. Research Objectives
1.2. Market Definition
1.3. Analysis Period
1.4. Market Size Breakdown by Segments
- 1.4.1. Market Size Breakdown, by Offering
- 1.4.2. Market Size Breakdown, by Model Type
- 1.4.3. Market Size Breakdown, by Data Source
- 1.4.4. Market Size Breakdown, by Deployment Model
- 1.4.5. Market Size Breakdown, by Application
- 1.4.6. Market Size Breakdown, by Organization Size
- 1.4.7. Market Size Breakdown, by End Use
- 1.4.8. Market Size Breakdown, by Region
- 1.4.9. Market Size Breakdown, by Country
1.5. Market Data Reporting Unit
- 1.5.1. Revenue
1.6. Key Stakeholders

Chapter 2. Research Methodology

2.1. Secondary Research
- 2.1.1. Paid
- 2.1.2. Unpaid
- 2.1.3. P&S Intelligence Database
2.2. Primary Research
2.3. Market Size Estimation
2.4. Data Triangulation
2.5. Currency Conversion Rates
2.6. Assumptions for the Study
2.7. Notes and Caveats

Chapter 3. Executive Summary

Chapter 4. Market Indicators

Chapter 5. Industry Outlook

5.1. Industry Background
5.2. Market Dynamics
- 5.2.1. Trends
- 5.2.2. Drivers
- 5.2.3. Restraints/Challenges
- 5.2.4. Emerging Economies and Key Opportunities
- 5.2.5. Impact Analysis of Drivers/Restraints
5.3. Sociopolitical Impact
5.4. Porter's Five Forces Analysis
- 5.4.1. Bargaining Power of Buyers
- 5.4.2. Bargaining Power of Suppliers
- 5.4.3. Threat of New Entrants
- 5.4.4. Intensity of Rivalry
- 5.4.5. Threat of Substitutes
5.5. Lifecycle Analysis
5.6. Innovation and Technology Trends
5.7. Economic and Regulatory Impact
5.8. Market Entry Strategies

Chapter 6. Competitive Landscape

6.1. List of Market Players and their Offerings
6.2. Market Share of Key Players (2025)
- 6.2.1. Global
- 6.2.2. North America
- 6.2.3. Europe
- 6.2.4. Asia-Pacific
- 6.2.5. Latin America
- 6.2.6. Middle East & Africa
6.3. Competitive Benchmarking of Key Players
6.4. Product Benchmarking of Key Players
6.5. Recent Strategic Developments by Key Players
6.6. Company Leadership Matrix

Chapter 7. Global Market

7.1. Overview
7.2. Market Revenue, by Offering (2021-2032)
7.3. Market Revenue, by Model Type (2021-2032)
7.4. Market Revenue, by Data Source (2021-2032)
7.5. Market Revenue, by Deployment Model (2021-2032)
7.6. Market Revenue, by Application (2021-2032)
7.7. Market Revenue, by Organization Size (2021-2032)
7.8. Market Revenue, by End Use (2021-2032)
7.9. Market Revenue, by Region (2021-2032)

Chapter 8. North America Market

8.1. Overview
8.2. Market Revenue, by Offering (2021-2032)
8.3. Market Revenue, by Model Type (2021-2032)
8.4. Market Revenue, by Data Source (2021-2032)
8.5. Market Revenue, by Deployment Model (2021-2032)
8.6. Market Revenue, by Application (2021-2032)
8.7. Market Revenue, by Organization Size (2021-2032)
8.8. Market Revenue, by End Use (2021-2032)
8.9. Market Revenue, by Country (2021-2032)

Chapter 9. Europe Market

9.1. Overview
9.2. Market Revenue, by Offering (2021-2032)
9.3. Market Revenue, by Model Type (2021-2032)
9.4. Market Revenue, by Data Source (2021-2032)
9.5. Market Revenue, by Deployment Model (2021-2032)
9.6. Market Revenue, by Application (2021-2032)
9.7. Market Revenue, by Organization Size (2021-2032)
9.8. Market Revenue, by End Use (2021-2032)
9.9. Market Revenue, by Country (2021-2032)

Chapter 10. Asia-Pacific Market

10.1. Overview
10.2. Market Revenue, by Offering (2021-2032)
10.3. Market Revenue, by Model Type (2021-2032)
10.4. Market Revenue, by Data Source (2021-2032)
10.5. Market Revenue, by Deployment Model (2021-2032)
10.6. Market Revenue, by Application (2021-2032)
10.7. Market Revenue, by Organization Size (2021-2032)
10.8. Market Revenue, by End Use (2021-2032)
10.9. Market Revenue, by Country (2021-2032)

Chapter 11. Latin America Market

11.1. Overview
11.2. Market Revenue, by Offering (2021-2032)
11.3. Market Revenue, by Model Type (2021-2032)
11.4. Market Revenue, by Data Source (2021-2032)
11.5. Market Revenue, by Deployment Model (2021-2032)
11.6. Market Revenue, by Application (2021-2032)
11.7. Market Revenue, by Organization Size (2021-2032)
11.8. Market Revenue, by End Use (2021-2032)
11.9. Market Revenue, by Country (2021-2032)

Chapter 12. Middle East & Africa Market

12.1. Overview
12.2. Market Revenue, by Offering (2021-2032)
12.3. Market Revenue, by Model Type (2021-2032)
12.4. Market Revenue, by Data Source (2021-2032)
12.5. Market Revenue, by Deployment Model (2021-2032)
12.6. Market Revenue, by Application (2021-2032)
12.7. Market Revenue, by Organization Size (2021-2032)
12.8. Market Revenue, by End Use (2021-2032)
12.9. Market Revenue, by Country (2021-2032)

Chapter 13. U.S. Market

13.1. Overview
13.2. Economic Indicators
13.3. Demographics and Population Insights
13.4. Growth Drivers
13.5. Challenges and Barriers
13.6. Competitive Strategies
13.7. Emerging Players
13.8. Market Size and Forecast
- 13.8.1. Market Revenue, by Offering (2021-2032)
- 13.8.2. Market Revenue, by Model Type (2021-2032)
- 13.8.3. Market Revenue, by Data Source (2021-2032)
- 13.8.4. Market Revenue, by Deployment Model (2021-2032)
- 13.8.5. Market Revenue, by Application (2021-2032)
- 13.8.6. Market Revenue, by Organization Size (2021-2032)
- 13.8.7. Market Revenue, by End Use (2021-2032)

Chapter 14. Canada Market

14.1. Overview
14.2. Economic Indicators
14.3. Demographics and Population Insights
14.4. Growth Drivers
14.5. Challenges and Barriers
14.6. Competitive Strategies
14.7. Emerging Players
14.8. Market Size and Forecast
- 14.8.1. Market Revenue, by Offering (2021-2032)
- 14.8.2. Market Revenue, by Model Type (2021-2032)
- 14.8.3. Market Revenue, by Data Source (2021-2032)
- 14.8.4. Market Revenue, by Deployment Model (2021-2032)
- 14.8.5. Market Revenue, by Application (2021-2032)
- 14.8.6. Market Revenue, by Organization Size (2021-2032)
- 14.8.7. Market Revenue, by End Use (2021-2032)

Chapter 15. Germany Market

15.1. Overview
15.2. Economic Indicators
15.3. Demographics and Population Insights
15.4. Growth Drivers
15.5. Challenges and Barriers
15.6. Competitive Strategies
15.7. Emerging Players
15.8. Market Size and Forecast
- 15.8.1. Market Revenue, by Offering (2021-2032)
- 15.8.2. Market Revenue, by Model Type (2021-2032)
- 15.8.3. Market Revenue, by Data Source (2021-2032)
- 15.8.4. Market Revenue, by Deployment Model (2021-2032)
- 15.8.5. Market Revenue, by Application (2021-2032)
- 15.8.6. Market Revenue, by Organization Size (2021-2032)
- 15.8.7. Market Revenue, by End Use (2021-2032)

Chapter 16. U.K. Market

16.1. Overview
16.2. Economic Indicators
16.3. Demographics and Population Insights
16.4. Growth Drivers
16.5. Challenges and Barriers
16.6. Competitive Strategies
16.7. Emerging Players
16.8. Market Size and Forecast
- 16.8.1. Market Revenue, by Offering (2021-2032)
- 16.8.2. Market Revenue, by Model Type (2021-2032)
- 16.8.3. Market Revenue, by Data Source (2021-2032)
- 16.8.4. Market Revenue, by Deployment Model (2021-2032)
- 16.8.5. Market Revenue, by Application (2021-2032)
- 16.8.6. Market Revenue, by Organization Size (2021-2032)
- 16.8.7. Market Revenue, by End Use (2021-2032)

Chapter 17. France Market

17.1. Overview
17.2. Economic Indicators
17.3. Demographics and Population Insights
17.4. Growth Drivers
17.5. Challenges and Barriers
17.6. Competitive Strategies
17.7. Emerging Players
17.8. Market Size and Forecast
- 17.8.1. Market Revenue, by Offering (2021-2032)
- 17.8.2. Market Revenue, by Model Type (2021-2032)
- 17.8.3. Market Revenue, by Data Source (2021-2032)
- 17.8.4. Market Revenue, by Deployment Model (2021-2032)
- 17.8.5. Market Revenue, by Application (2021-2032)
- 17.8.6. Market Revenue, by Organization Size (2021-2032)
- 17.8.7. Market Revenue, by End Use (2021-2032)

Chapter 18. Italy Market

18.1. Overview
18.2. Economic Indicators
18.3. Demographics and Population Insights
18.4. Growth Drivers
18.5. Challenges and Barriers
18.6. Competitive Strategies
18.7. Emerging Players
18.8. Market Size and Forecast
- 18.8.1. Market Revenue, by Offering (2021-2032)
- 18.8.2. Market Revenue, by Model Type (2021-2032)
- 18.8.3. Market Revenue, by Data Source (2021-2032)
- 18.8.4. Market Revenue, by Deployment Model (2021-2032)
- 18.8.5. Market Revenue, by Application (2021-2032)
- 18.8.6. Market Revenue, by Organization Size (2021-2032)
- 18.8.7. Market Revenue, by End Use (2021-2032)

Chapter 19. Spain Market

19.1. Overview
19.2. Economic Indicators
19.3. Demographics and Population Insights
19.4. Growth Drivers
19.5. Challenges and Barriers
19.6. Competitive Strategies
19.7. Emerging Players
19.8. Market Size and Forecast
- 19.8.1. Market Revenue, by Offering (2021-2032)
- 19.8.2. Market Revenue, by Model Type (2021-2032)
- 19.8.3. Market Revenue, by Data Source (2021-2032)
- 19.8.4. Market Revenue, by Deployment Model (2021-2032)
- 19.8.5. Market Revenue, by Application (2021-2032)
- 19.8.6. Market Revenue, by Organization Size (2021-2032)
- 19.8.7. Market Revenue, by End Use (2021-2032)

Chapter 20. China Market

20.1. Overview
20.2. Economic Indicators
20.3. Demographics and Population Insights
20.4. Growth Drivers
20.5. Challenges and Barriers
20.6. Competitive Strategies
20.7. Emerging Players
20.8. Market Size and Forecast
- 20.8.1. Market Revenue, by Offering (2021-2032)
- 20.8.2. Market Revenue, by Model Type (2021-2032)
- 20.8.3. Market Revenue, by Data Source (2021-2032)
- 20.8.4. Market Revenue, by Deployment Model (2021-2032)
- 20.8.5. Market Revenue, by Application (2021-2032)
- 20.8.6. Market Revenue, by Organization Size (2021-2032)
- 20.8.7. Market Revenue, by End Use (2021-2032)

Chapter 21. India Market

21.1. Overview
21.2. Economic Indicators
21.3. Demographics and Population Insights
21.4. Growth Drivers
21.5. Challenges and Barriers
21.6. Competitive Strategies
21.7. Emerging Players
21.8. Market Size and Forecast
- 21.8.1. Market Revenue, by Offering (2021-2032)
- 21.8.2. Market Revenue, by Model Type (2021-2032)
- 21.8.3. Market Revenue, by Data Source (2021-2032)
- 21.8.4. Market Revenue, by Deployment Model (2021-2032)
- 21.8.5. Market Revenue, by Application (2021-2032)
- 21.8.6. Market Revenue, by Organization Size (2021-2032)
- 21.8.7. Market Revenue, by End Use (2021-2032)

Chapter 22. Japan Market

22.1. Overview
22.2. Economic Indicators
22.3. Demographics and Population Insights
22.4. Growth Drivers
22.5. Challenges and Barriers
22.6. Competitive Strategies
22.7. Emerging Players
22.8. Market Size and Forecast
- 22.8.1. Market Revenue, by Offering (2021-2032)
- 22.8.2. Market Revenue, by Model Type (2021-2032)
- 22.8.3. Market Revenue, by Data Source (2021-2032)
- 22.8.4. Market Revenue, by Deployment Model (2021-2032)
- 22.8.5. Market Revenue, by Application (2021-2032)
- 22.8.6. Market Revenue, by Organization Size (2021-2032)
- 22.8.7. Market Revenue, by End Use (2021-2032)

Chapter 23. South Korea Market

23.1. Overview
23.2. Economic Indicators
23.3. Demographics and Population Insights
23.4. Growth Drivers
23.5. Challenges and Barriers
23.6. Competitive Strategies
23.7. Emerging Players
23.8. Market Size and Forecast
- 23.8.1. Market Revenue, by Offering (2021-2032)
- 23.8.2. Market Revenue, by Model Type (2021-2032)
- 23.8.3. Market Revenue, by Data Source (2021-2032)
- 23.8.4. Market Revenue, by Deployment Model (2021-2032)
- 23.8.5. Market Revenue, by Application (2021-2032)
- 23.8.6. Market Revenue, by Organization Size (2021-2032)
- 23.8.7. Market Revenue, by End Use (2021-2032)

Chapter 24. Australia Market

24.1. Overview
24.2. Economic Indicators
24.3. Demographics and Population Insights
24.4. Growth Drivers
24.5. Challenges and Barriers
24.6. Competitive Strategies
24.7. Emerging Players
24.8. Market Size and Forecast
- 24.8.1. Market Revenue, by Offering (2021-2032)
- 24.8.2. Market Revenue, by Model Type (2021-2032)
- 24.8.3. Market Revenue, by Data Source (2021-2032)
- 24.8.4. Market Revenue, by Deployment Model (2021-2032)
- 24.8.5. Market Revenue, by Application (2021-2032)
- 24.8.6. Market Revenue, by Organization Size (2021-2032)
- 24.8.7. Market Revenue, by End Use (2021-2032)

Chapter 25. Brazil Market

25.1. Overview
25.2. Economic Indicators
25.3. Demographics and Population Insights
25.4. Growth Drivers
25.5. Challenges and Barriers
25.6. Competitive Strategies
25.7. Emerging Players
25.8. Market Size and Forecast
- 25.8.1. Market Revenue, by Offering (2021-2032)
- 25.8.2. Market Revenue, by Model Type (2021-2032)
- 25.8.3. Market Revenue, by Data Source (2021-2032)
- 25.8.4. Market Revenue, by Deployment Model (2021-2032)
- 25.8.5. Market Revenue, by Application (2021-2032)
- 25.8.6. Market Revenue, by Organization Size (2021-2032)
- 25.8.7. Market Revenue, by End Use (2021-2032)

Chapter 26. Mexico Market

26.1. Overview
26.2. Economic Indicators
26.3. Demographics and Population Insights
26.4. Growth Drivers
26.5. Challenges and Barriers
26.6. Competitive Strategies
26.7. Emerging Players
26.8. Market Size and Forecast
- 26.8.1. Market Revenue, by Offering (2021-2032)
- 26.8.2. Market Revenue, by Model Type (2021-2032)
- 26.8.3. Market Revenue, by Data Source (2021-2032)
- 26.8.4. Market Revenue, by Deployment Model (2021-2032)
- 26.8.5. Market Revenue, by Application (2021-2032)
- 26.8.6. Market Revenue, by Organization Size (2021-2032)
- 26.8.7. Market Revenue, by End Use (2021-2032)

Chapter 27. Saudi Arabia Market

27.1. Overview
27.2. Economic Indicators
27.3. Demographics and Population Insights
27.4. Growth Drivers
27.5. Challenges and Barriers
27.6. Competitive Strategies
27.7. Emerging Players
27.8. Market Size and Forecast
- 27.8.1. Market Revenue, by Offering (2021-2032)
- 27.8.2. Market Revenue, by Model Type (2021-2032)
- 27.8.3. Market Revenue, by Data Source (2021-2032)
- 27.8.4. Market Revenue, by Deployment Model (2021-2032)
- 27.8.5. Market Revenue, by Application (2021-2032)
- 27.8.6. Market Revenue, by Organization Size (2021-2032)
- 27.8.7. Market Revenue, by End Use (2021-2032)

Chapter 28. South Africa Market

28.1. Overview
28.2. Economic Indicators
28.3. Demographics and Population Insights
28.4. Growth Drivers
28.5. Challenges and Barriers
28.6. Competitive Strategies
28.7. Emerging Players
28.8. Market Size and Forecast
- 28.8.1. Market Revenue, by Offering (2021-2032)
- 28.8.2. Market Revenue, by Model Type (2021-2032)
- 28.8.3. Market Revenue, by Data Source (2021-2032)
- 28.8.4. Market Revenue, by Deployment Model (2021-2032)
- 28.8.5. Market Revenue, by Application (2021-2032)
- 28.8.6. Market Revenue, by Organization Size (2021-2032)
- 28.8.7. Market Revenue, by End Use (2021-2032)

Chapter 29. U.A.E. Market

29.1. Overview
29.2. Economic Indicators
29.3. Demographics and Population Insights
29.4. Growth Drivers
29.5. Challenges and Barriers
29.6. Competitive Strategies
29.7. Emerging Players
29.8. Market Size and Forecast
- 29.8.1. Market Revenue, by Offering (2021-2032)
- 29.8.2. Market Revenue, by Model Type (2021-2032)
- 29.8.3. Market Revenue, by Data Source (2021-2032)
- 29.8.4. Market Revenue, by Deployment Model (2021-2032)
- 29.8.5. Market Revenue, by Application (2021-2032)
- 29.8.6. Market Revenue, by Organization Size (2021-2032)
- 29.8.7. Market Revenue, by End Use (2021-2032)

Chapter 30. Company Profiles

Chapter 31. Appendix

31.1. Sources and References
31.2. Related Reports

Knowledge Graph Market Size & Share Analysis - Trends, Drivers, Competitive Landscape, and Forecasts (2026 - 2032)