查看購物車
  • Simplified Chinese
  • English
  • Japanese
封面
市場調查報告書
商品編碼
1784115

全球語意知識圖譜市場

Semantic Knowledge Graphing
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 215 Pages | 商品交期: 最快1-2個工作天內

價格

※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

簡介目錄

到 2030 年，全球語意知識圖譜市場規模將達到 39 億美元

全球語意知識圖譜市場規模預計在 2024 年達到 18 億美元，預計到 2030 年將達到 39 億美元，2024 年至 2030 年的複合年成長率為 13.4%。結構化知識圖譜是本報告分析的細分市場之一，預計其複合年成長率為 12.1%，到分析期結束時規模將達到 21 億美元。非結構化知識圖譜市場在分析期間的複合年成長率預計為 14.6%。

美國市場規模估計為 4.849 億美元，中國市場預計複合年成長率為 12.6%

美國語意知識圖譜市場規模預計在2024年達到4.849億美元。預計到2030年，作為世界第二大經濟體的中國市場規模將達到6.109億美元，在2024-2030年的分析期內，複合年成長率為12.6%。其他值得關注的區域市場包括日本和加拿大，預計在分析期間內，這兩個市場的複合年成長率分別為12.1%和11.6%。在歐洲，預計德國市場的複合年成長率約為9.9%。

全球語意知識圖譜市場—主要趨勢與促進因素摘要

為什麼語意知識圖譜會改變資料智慧

語意知識圖譜透過使機器能夠理解概念、實體和資料點之間的複雜關係，正在徹底改變資料智慧。與將資訊存儲在結構化表中的傳統資料庫不同，語意知識圖譜在資料元素之間創建相互關聯的上下文關係，從而實現更深入的洞察和更準確的預測。隨著企業產生大量非結構化數據，語意知識圖譜已成為改善搜尋功能、建議系統和詐欺偵測的關鍵。金融、醫療保健、電子商務和其他行業的公司正在利用這項技術來增強決策能力並自動化知識發現。隨著人工智慧 (AI) 和機器學習 (ML) 在企業資料策略中發揮核心作用，對語意知識圖譜的需求正在快速成長。

哪些技術創新推動了語意知識圖譜的採用？

自然語言處理 (NLP)、人工智慧資料分析和知識表示領域的進步正在增強語義圖譜系統的功能。主導的實體識別和關係提取工具正在提高自動化知識圖譜建構的準確性，使企業能夠有效地建立非結構化資料。圖神經網路 (GNN) 的整合實現了更智慧的資料整合，幫助企業做出更明智的決策。雲端基礎的知識圖譜平台提供可擴展的即時知識發現解決方案，使企業更容易實現語義搜尋、上下文建議和自動推理。此外，人們正在探索區塊鏈技術，以創建去中心化、不可變的知識圖譜，從而實現跨產業的安全資料共用。

哪些產業正在引領語意知識圖譜的採用？

金融業是語意知識圖譜的最大應用產業之一，將其用於詐欺偵測、風險評估和法規遵循。醫療保健產業正在使用知識圖譜來改善醫學研究、藥物發現和臨床決策支援系統。電子商務平台正在使用語意圖譜來增強產品推薦、最佳化客戶體驗並防止非法貿易。科技業也將語意知識圖譜整合到人工智慧虛擬助理和智慧搜尋引擎中。此外，政府和執法機構正在使用知識圖譜進行威脅情報、網路安全和調查分析。

哪些因素推動了語意知識圖譜市場的成長？

語義知識圖譜市場的成長得益於人工智慧數據分析的日益普及、企業知識管理需求的不斷成長以及巨量資料應用的不斷擴展。向可解釋人工智慧 (XAI) 和可解釋機器學習模型的轉變進一步刺激了對知識圖譜的需求，因為它們能夠提高人工智慧決策的透明度和推理能力。各行各業數位轉型的不斷推進，以及對即時、情境感知洞察日益成長的需求，正在推動市場的成長。隨著企業持續優先考慮智慧自動化和數據主導策略，語意知識圖譜市場預計將大幅擴張。

部分

資料來源（結構化、非結構化、半結構化）、知識圖譜類型（上下文豐富知識圖譜、外部感知知識圖譜、NLP知識圖譜）、任務類型（連結預測、實體解析、基於連結的叢集）、應用（語意搜尋、QnA機器、資訊搜尋、電子閱讀、其他）

受訪公司範例

  • Amazon Web Services（AWS）
  • ArangoDB
  • Baidu, Inc.
  • Bitnine
  • Cambridge Semantics
  • Diffbot
  • Fluree
  • Franz Inc.
  • Google LLC
  • GraphAware
  • GraphBase
  • IBM Corporation
  • MarkLogic Corporation
  • Memgraph
  • Metaphacts GmbH
  • Microsoft Corporation
  • Neo4j, Inc.
  • Onlim
  • Ontotext
  • OpenLink Software
  • Oracle Corporation
  • PoolParty（Semantic Web Company）
  • RelationalAI
  • SAP SE
  • Semantic Web Company
  • Smabbler
  • Stardog Union
  • TigerGraph
  • Wisecube
  • Yandex

人工智慧整合

全球產業分析師利用可操作的專家內容和人工智慧工具改變市場和競爭情報。

Global Industry Analysts 並未遵循查詢LLM 或特定產業SLM 的典型規範，而是建立了一個來自世界各地領域專家的精選內容庫，其中包括視訊錄影、部落格、搜尋引擎研究以及大量的公司、產品/服務和市場數據。

關稅影響係數

全球產業分析師根據公司總部所在國家、製造地和進出口（成品和原始設備製造商）情況預測其競爭地位的變化。這種複雜而多面的市場動態預計將以多種方式影響競爭對手，包括銷貨成本(COGS) 上升、盈利下降、供應鏈重組以及其他微觀和宏觀市場動態。

目錄

第1章調查方法

第2章執行摘要

  • 市場概覽
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 比賽

簡介目錄
Product Code: MCP32897

Global Semantic Knowledge Graphing Market to Reach US$3.9 Billion by 2030

The global market for Semantic Knowledge Graphing estimated at US$1.8 Billion in the year 2024, is expected to reach US$3.9 Billion by 2030, growing at a CAGR of 13.4% over the analysis period 2024-2030. Structured, one of the segments analyzed in the report, is expected to record a 12.1% CAGR and reach US$2.1 Billion by the end of the analysis period. Growth in the Unstructured segment is estimated at 14.6% CAGR over the analysis period.

The U.S. Market is Estimated at US$484.9 Million While China is Forecast to Grow at 12.6% CAGR

The Semantic Knowledge Graphing market in the U.S. is estimated at US$484.9 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$610.9 Million by the year 2030 trailing a CAGR of 12.6% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 12.1% and 11.6% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 9.9% CAGR.

Global Semantic Knowledge Graphing Market - Key Trends & Drivers Summarized

Why Is Semantic Knowledge Graphing Transforming Data Intelligence?

Semantic knowledge graphing is revolutionizing data intelligence by enabling machines to understand complex relationships between concepts, entities, and data points. Unlike traditional databases that store information in structured tables, semantic knowledge graphs create interlinked, contextual relationships between data elements, allowing for deeper insights and more accurate predictions. As enterprises generate vast amounts of unstructured data, semantic knowledge graphing is becoming essential for improving search capabilities, recommendation systems, and fraud detection. Businesses in finance, healthcare, and e-commerce are leveraging this technology to enhance decision-making and automate knowledge discovery. With artificial intelligence (AI) and machine learning (ML) playing a central role in enterprise data strategies, the demand for semantic knowledge graphs is rapidly increasing.

What Technological Innovations Are Driving The Adoption Of Semantic Knowledge Graphs?

Advancements in natural language processing (NLP), AI-powered data analytics, and knowledge representation are enhancing the capabilities of semantic graphing systems. AI-driven entity recognition and relationship extraction tools are improving the accuracy of automated knowledge graph construction, allowing organizations to structure unstructured data effectively. The integration of graph neural networks (GNNs) is enabling more intelligent data linkages, helping businesses make more informed decisions. Cloud-based knowledge graph platforms are providing scalable and real-time knowledge discovery solutions, making it easier for organizations to implement semantic search, contextual recommendations, and automated reasoning. Additionally, blockchain technology is being explored to create decentralized and immutable knowledge graphs for secure data sharing across industries.

Which Industries Are Leading The Adoption Of Semantic Knowledge Graphing?

The finance industry is one of the largest adopters of semantic knowledge graphing, using it for fraud detection, risk assessment, and regulatory compliance. The healthcare sector is leveraging knowledge graphs to improve medical research, drug discovery, and clinical decision support systems. E-commerce platforms are utilizing semantic graphing to enhance product recommendations, optimize customer experiences, and prevent fraudulent transactions. The technology sector is also integrating semantic knowledge graphs into AI-powered virtual assistants and intelligent search engines. Additionally, government agencies and law enforcement bodies are using knowledge graphs for threat intelligence, cybersecurity, and investigative analysis.

What Factors Are Fueling The Growth Of The Semantic Knowledge Graphing Market?

The growth of the semantic knowledge graphing market is driven by the increasing adoption of AI-driven data analytics, rising demand for enterprise knowledge management, and the expansion of big data applications. The shift toward explainable AI (XAI) and interpretable machine learning models is further accelerating demand for knowledge graphs, as they enable better transparency and reasoning in AI decision-making. The expansion of digital transformation initiatives across industries, along with the growing need for real-time and context-aware insights, is propelling market growth. As organizations continue to prioritize intelligent automation and data-driven strategies, the semantic knowledge graphing market is set for significant expansion.

SCOPE OF STUDY:

The report analyzes the Semantic Knowledge Graphing market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Data Source (Structured, Unstructured, Semi-structured); Knowledge Graph Type (Context-rich Knowledge Graphs, External-sensing Knowledge Graphs, NLP Knowledge Graphs); Task Type (Link Prediction, Entity Resolution, Link-based Clustering); Application (Semantic Search, QnA Machines, Information Retrieval, Electronic Reading, Others)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 47 Featured) -

  • Amazon Web Services (AWS)
  • ArangoDB
  • Baidu, Inc.
  • Bitnine
  • Cambridge Semantics
  • Diffbot
  • Fluree
  • Franz Inc.
  • Google LLC
  • GraphAware
  • GraphBase
  • IBM Corporation
  • MarkLogic Corporation
  • Memgraph
  • Metaphacts GmbH
  • Microsoft Corporation
  • Neo4j, Inc.
  • Onlim
  • Ontotext
  • OpenLink Software
  • Oracle Corporation
  • PoolParty (Semantic Web Company)
  • RelationalAI
  • SAP SE
  • Semantic Web Company
  • Smabbler
  • Stardog Union
  • TigerGraph
  • Wisecube
  • Yandex

AI INTEGRATIONS

We're transforming market and competitive intelligence with validated expert content and AI tools.

Instead of following the general norm of querying LLMs and Industry-specific SLMs, we built repositories of content curated from domain experts worldwide including video transcripts, blogs, search engines research, and massive amounts of enterprise, product/service, and market data.

TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by increasing the Cost of Goods Sold (COGS), reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Tariff Impact on Global Supply Chain Patterns
    • Semantic Knowledge Graphing - Global Key Competitors Percentage Market Share in 2025 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Increasing Demand for Data-Driven Decision Making Drives Growth in Semantic Knowledge Graphing Solutions
    • The Surge in Big Data Analytics Expands Market Opportunity for Semantic Knowledge Graphing Technologies
    • Growth of Artificial Intelligence (AI) and Machine Learning Applications Strengthens the Business Case for Semantic Knowledge Graphs
    • Increasing Need for Real-Time Data Integration and Analysis Expands the Addressable Market for Semantic Knowledge Graphing Tools
    • The Rise of Natural Language Processing (NLP) Applications Drives Adoption of Semantic Knowledge Graphing in Text Analysis
    • Growing Complexity of Data Ecosystems and Knowledge Management Strategies Accelerates Demand for Knowledge Graphing Solutions
    • Expansion of Semantic Web Technologies and Linked Data Propels Growth in Semantic Knowledge Graphing Solutions
    • The Growing Focus on Personalization and Customer Experience Drives Adoption of Knowledge Graphs in Marketing and Sales
    • Advancements in Cloud Computing and SaaS Models Strengthen the Adoption of Semantic Knowledge Graphing Tools for Scalable Data Integration
    • Surge in Cross-Industry Data Sharing and Collaboration Creates Opportunities for Interoperable Semantic Knowledge Graphs
    • Regulatory Compliance, Such as GDPR, Drives Demand for Semantic Knowledge Graphs in Data Privacy and Governance
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Semantic Knowledge Graphing Market Analysis of Annual Sales in US$ Thousand for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for Semantic Knowledge Graphing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Structured by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for Structured by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for Unstructured by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for Unstructured by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Semi-structured by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Semi-structured by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Semantic Search by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Semantic Search by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for QnA Machines by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for QnA Machines by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Information Retrieval by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Information Retrieval by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Electronic Reading by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for Electronic Reading by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 18: World Recent Past, Current & Future Analysis for Others by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 19: World 6-Year Perspective for Others by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Context-rich Knowledge Graphs by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 21: World 6-Year Perspective for Context-rich Knowledge Graphs by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for External-sensing Knowledge Graphs by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 23: World 6-Year Perspective for External-sensing Knowledge Graphs by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 24: World Recent Past, Current & Future Analysis for NLP Knowledge Graphs by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 25: World 6-Year Perspective for NLP Knowledge Graphs by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Link Prediction by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 27: World 6-Year Perspective for Link Prediction by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for Entity Resolution by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 29: World 6-Year Perspective for Entity Resolution by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 30: World Recent Past, Current & Future Analysis for Link-based Clustering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 31: World 6-Year Perspective for Link-based Clustering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 32: USA Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 33: USA 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 34: USA Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 35: USA 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 36: USA Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 37: USA 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 38: USA Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 39: USA 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • CANADA
    • TABLE 40: Canada Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 41: Canada 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 42: Canada Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 43: Canada 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 44: Canada Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 45: Canada 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 46: Canada Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 47: Canada 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • JAPAN
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 48: Japan Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 49: Japan 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 50: Japan Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Japan 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 52: Japan Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 53: Japan 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 54: Japan Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 55: Japan 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • CHINA
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 56: China Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 57: China 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 58: China Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 59: China 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 60: China Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 61: China 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 62: China Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 63: China 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • EUROPE
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 64: Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 65: Europe 6-Year Perspective for Semantic Knowledge Graphing by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 66: Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 67: Europe 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 68: Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 69: Europe 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 70: Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 71: Europe 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 72: Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 73: Europe 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • FRANCE
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 74: France Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 75: France 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 76: France Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 77: France 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 78: France Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 79: France 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 80: France Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 81: France 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • GERMANY
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 82: Germany Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 83: Germany 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 84: Germany Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 85: Germany 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 86: Germany Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 87: Germany 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 88: Germany Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 89: Germany 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • ITALY
    • TABLE 90: Italy Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 91: Italy 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 92: Italy Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Italy 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 94: Italy Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 95: Italy 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 96: Italy Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 97: Italy 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • UNITED KINGDOM
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 98: UK Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 99: UK 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 100: UK Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 101: UK 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 102: UK Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 103: UK 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 104: UK Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 105: UK 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 106: Rest of Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 107: Rest of Europe 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 108: Rest of Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 109: Rest of Europe 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 110: Rest of Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 111: Rest of Europe 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 112: Rest of Europe Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 113: Rest of Europe 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • ASIA-PACIFIC
    • Semantic Knowledge Graphing Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 114: Asia-Pacific Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 115: Asia-Pacific 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 116: Asia-Pacific Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Asia-Pacific 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 118: Asia-Pacific Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 119: Asia-Pacific 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 120: Asia-Pacific Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 121: Asia-Pacific 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 122: Rest of World Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Data Source - Structured, Unstructured and Semi-structured - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Rest of World 6-Year Perspective for Semantic Knowledge Graphing by Data Source - Percentage Breakdown of Value Sales for Structured, Unstructured and Semi-structured for the Years 2025 & 2030
    • TABLE 124: Rest of World Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Application - Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 125: Rest of World 6-Year Perspective for Semantic Knowledge Graphing by Application - Percentage Breakdown of Value Sales for Semantic Search, QnA Machines, Information Retrieval, Electronic Reading and Others for the Years 2025 & 2030
    • TABLE 126: Rest of World Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Knowledge Graph Type - Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 127: Rest of World 6-Year Perspective for Semantic Knowledge Graphing by Knowledge Graph Type - Percentage Breakdown of Value Sales for Context-rich Knowledge Graphs, External-sensing Knowledge Graphs and NLP Knowledge Graphs for the Years 2025 & 2030
    • TABLE 128: Rest of World Recent Past, Current & Future Analysis for Semantic Knowledge Graphing by Task Type - Link Prediction, Entity Resolution and Link-based Clustering - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Rest of World 6-Year Perspective for Semantic Knowledge Graphing by Task Type - Percentage Breakdown of Value Sales for Link Prediction, Entity Resolution and Link-based Clustering for the Years 2025 & 2030

IV. COMPETITION