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市场调查报告书
商品编码
1784115

全球语意知识图谱市场

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个工作天内

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简介目录

到 2030 年，全球语意知识图谱市场规模将达到 39 亿美元

全球语意知识图谱市场规模预计在 2024 年达到 18 亿美元，预计到 2030 年将达到 39 亿美元，2024 年至 2030 年的复合年增长率为 13.4%。结构化知识图谱是本报告分析的细分市场之一，预计其复合年增长率为 12.1%，到分析期结束时规模将达到 21 亿美元。非结构化知识图谱市场在分析期间的复合年增长率预计为 14.6%。

美国市场规模估计为 4.849 亿美元，中国市场预计复合年增长率为 12.6%

美国语意知识图谱市场规模预计在2024年达到4.849亿美元。预计到2030年，作为世界第二大经济体的中国市场规模将达到6.109亿美元，在2024-2030年的分析期内，复合年增长率为12.6%。其他值得关注的区域市场包括日本和加拿大，预计在分析期间内，这两个市场的复合年增长率分别为12.1%和11.6%。在欧洲，预计德国市场的复合年增长率约为9.9%。

全球语意知识图谱市场—主要趋势与驱动因素摘要

为什么语意知识图谱会改变资料智能

语意知识图谱透过使机器能够理解概念、实体和资料点之间的复杂关係，正在彻底改变资料智慧。与将资讯存储在结构化表中的传统资料库不同，语意知识图谱在资料元素之间创建相互关联的上下文关係，从而实现更深入的洞察和更准确的预测。随着企业产生大量非结构化数据，语意知识图谱已成为改善搜寻功能、建议系统和诈欺侦测的关键。金融、医疗保健、电子商务和其他行业的公司正在利用这项技术来增强决策能力并自动化知识发现。随着人工智慧 (AI) 和机器学习 (ML) 在企业资料策略中发挥核心作用，对语意知识图谱的需求正在快速成长。

哪些技术创新推动了语意知识图谱的采用？

自然语言处理 (NLP)、人工智慧资料分析和知识表示领域的进步正在增强语义图谱系统的功能。主导的实体识别和关係提取工具正在提高自动化知识图谱建构的准确性，使企业能够有效地建立非结构化资料。图神经网路 (GNN) 的整合实现了更智慧的数据集成，帮助企业做出更明智的决策。云端基础的知识图谱平台提供可扩展的即时知识发现解决方案，使企业更容易实现语义搜寻、上下文建议和自动推理。此外，人们正在探索区块链技术，以创建去中心化、不可变的知识图谱，从而实现跨产业的安全资料共用。

哪些产业正在引领语意知识图谱的采用？

金融业是语意知识图谱的最大应用产业之一，将其用于诈欺侦测、风险评估和法规遵循。医疗保健产业正在使用知识图谱来改善医学研究、药物发现和临床决策支援系统。电子商务平台正在使用语意图谱来增强产品推荐、优化客户体验并防止非法贸易。科技业也将语意知识图谱整合到人工智慧虚拟助理和智慧搜寻引擎中。此外，政府和执法机构正在使用知识图谱进行威胁情报、网路安全和调查分析。

哪些因素推动了语意知识图谱市场的成长？

语义知识图谱市场的成长得益于人工智慧数据分析的日益普及、企业知识管理需求的不断增长以及巨量资料应用的不断扩展。向可解释人工智慧 (XAI) 和可解释机器学习模型的转变进一步刺激了对知识图谱的需求，因为它们能够提高人工智慧决策的透明度和推理能力。各行各业数位转型的不断推进，以及对即时、情境感知洞察日益增长的需求，正在推动市场的成长。随着企业持续优先考虑智慧自动化和数据主导策略，语意知识图谱市场预计将大幅扩张。

部分

资料来源（结构化、非结构化、半结构化）、知识图谱类型（上下文丰富知识图谱、外部感知知识图谱、NLP知识图谱）、任务类型（连结预测、实体解析、基于连结的丛集）、应用（语意搜寻、QnA机器、资讯搜寻、电子阅读、其他）

受访公司范例

  • 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

人工智慧集成

全球产业分析师利用可操作的专家内容和人工智慧工具改变市场和竞争情报。

Global Industry Analysts 并未遵循查询LLM 或特定产业SLM 的典型规范，而是建立了一个来自世界各地领域专家的精选内容库，其中包括视讯录影、部落格、搜寻引擎研究以及大量的公司、产品/服务和市场数据。

关税影响係数

全球产业分析师根据公司总部所在国家、製造地和进出口（成品和原始设备製造商）情况预测其竞争地位的变化。这种复杂而多面的市场动态预计将以多种方式影响竞争对手，包括销货成本(COGS) 上升、盈利下降、供应链重组以及其他微观和宏观市场动态。

目录

第一章调查方法

第二章执行摘要

  • 市场概览
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 比赛

简介目录
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