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Knowledge Graph Market worth $6,938.4 million by 2030 – Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Jan. 10, 2025 /PRNewswire/ — The Knowledge Graph Market is expected to reach USD 6,938.4 million by 2030 from USD 1,068.4 million in 2024, at a Compound Annual Growth Rate (CAGR) of 36.6% from 2024–2030, according to new research report by MarketsandMarkets™.

The knowledge graphs ensure enterprise knowledge management through the rebuilding of complex data with interconnected nodes and relationships by providing a simpler way to navigate and retrieve information. It helps businesses build a fully comprehensive knowledge graph uniting disparate data sources, enables complex semantic search, context-aware recommendations, and data discovery. Knowledge graphs support better decision-making, foster innovation, and improve cooperation across teams by mapping relationships between organizational knowledge. They are particularly useful for large organizations, which depend on accessing and utilizing vast amounts of structured and unstructured data to be productive and competitive.

Browse in-depth TOC on “Knowledge Graph Market “

344 – Tables
51 – Figures
359 – Pages

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Scope of the Report

Report Metrics

Details

Market size available for years

2019–2030

Base year considered

2024

Forecast period

2024–2030

Forecast units

Value (USD Million)

Segments Covered

(solutions (enterprise knowledge graph platform, graph database engine, knowledge management toolset) services ( professional services, managed services) by model type (Resource Description Framework (RDF) Triple Stores, Labeled Property Graph (LPG)) by applications (data governance and master data management, data analytics and business intelligence, knowledge and content management , virtual assistants, self-service data and digital asset discovery, product and configuration management, infrastructure and asset management,  process optimization and resource management, risk management, compliance, regulatory reporting, market and customer intelligence, sales optimization, other applications) by vertical (Banking, Financial Services, and Insurance (BFSI), retail and eCommerce, healthcare, life sciences, and pharmaceuticals telecom and technology, government, manufacturing and automotive, media & entertainment, energy, utilities and infrastructure, travel and hospitality, transportation and logistics, other vertical)

Region covered

North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

Companies covered

IBM Corporation (US), Oracle (US), Microsoft Corporation (US), AWS (US), Neo4j (US), Progress Software (US), TigerGraph (US), Stardog (US), Franz Inc (US), Ontotext (Bulgaria), Openlink Software (US), Graphwise (US), Altair (US), Bitnine ( South Korea) ArangoDB (US),  Fluree (US), Memgraph (UK), GraphBase (Australia), Metaphacts (Germany), Relational AI (US), Wisecube (US), Smabbler (Poland), Onlim (Austria), Graphaware (UK), Diffbot (US), Eccenca (Germany), Conversight (US), , Semantic Web Company (Austria), ESRI (US)

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By vertical, the BFSI segment to hold the largest market size during the forecast period.

The knowledge graphs serve as a strong foundation for relating customer data, transactions history, credit scores, and risk profiles within the BFSI (Banking, Financial Services, and Insurance) sector, allowing the exact relationship mapping and insights. These are also employed in fraud detection through real-time identification of hidden patterns and for regulatory compliance with standards such as AML (Anti Money Laundering) and KYC (know Your Customer), where data can be traced and is transparent. In banking, knowledge graphs facilitate credit risk analysis which makes the process of loan approval more efficient, in insurance by linking policies, claims data, and fraud indicators thus optimizing claims processing. All these will, when combined with other data points, produce AI-powered applications: personalized advice-based solutions on finances and intelligent virtual assistants, which will create operational efficiency and improved customer experience in BFSI.

Virtual assistants, self-service data, and digital asset discovery segment to have the highest growth during the forecast period.

Knowledge graphs are essential for building virtual assistants, self-service data platforms, and even digital asset discovery, for they build interconnected data networks that help in enhancing the searchability and insights. Virtual assistants use knowledge graphs to provide context-sensitive responses that improve user interactions and provide tailored recommendations. Self-service data platforms use knowledge graphs to allow business users to access and analyze complex datasets without technical help, which helps them to make better decisions. They make the identification and classification of digital resources, such as documents or media, easier through linking metadata and content relationships for the discovery of digital assets. This capability enables effective resource management, innovation, and improvement in user experience in areas such as content creation, research, and enterprise workflows.

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Asia Pacific is expected to witness the highest market growth rate during the forecast period.

The knowledge graph landscape is rapidly evolving in Asia Pacific, with initiatives across various domains. In December 2022, the National Library Board (NLB), Singapore, launched a Linked Data-based Semantic Knowledge Graph to merge resources from libraries and archives using BIBFRAME and Schema.org vocabularies for seamless updating and improved data quality. HydroKG in Australia merges hydrologic data from resources such as GeoFabric and HydroATLAS that allow for pinpoint queries on water bodies and river networks, enabling better environmental management. Japan uses knowledge graphs in manufacturing for supply chain optimization and South Korea uses it in telecommunications to enhance the customer experience through personalized AI.

Top Key Companies in Knowledge Graph Market

The major vendors covered in the Knowledge graph market are IBM Corporation (US), Oracle (US), Microsoft Corporation (US), AWS (US), Neo4j (US), Progress Software (US), TigerGraph (US), Stardog (US), Franz Inc (US), Ontotext (Bulgaria), Openlink Software (US), Graphwise (US), Altair (US), Bitnine ( South Korea) ArangoDB (US), Fluree (US), Memgraph UK), GraphBase (Australia), Metaphacts (Germany), Relational AI (US), Wisecube (US), Smabbler (Poland), Onlim (Austria), Graphaware (UK), Diffbot (US), Eccenca (Germany), Conversight (US), Semantic Web Company (Austria), ESRI (US), Datavid (UK), and SAP (Germany). These players have adopted various growth strategies, such as partnerships, agreements and collaborations, new product launches, enhancements, and acquisitions to expand their footprint in the Knowledge graph market.

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About MarketsandMarkets™

MarketsandMarkets™ has been recognized as one of America’s best management consulting firms by Forbes, as per their recent report.

MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. We have the widest lens on emerging technologies, making us proficient in co-creating supernormal growth for clients.

Earlier this year, we made a formal transformation into one of America’s best management consulting firms as per a survey conducted by Forbes.

The B2B economy is witnessing the emergence of $25 trillion of new revenue streams that are substituting existing revenue streams in this decade alone. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.

Built on the ‘GIVE Growth’ principle, we work with several Forbes Global 2000 B2B companies – helping them stay relevant in a disruptive ecosystem. Our insights and strategies are molded by our industry experts, cutting-edge AI-powered Market Intelligence Cloud, and years of research. The KnowledgeStore™ (our Market Intelligence Cloud) integrates our research, facilitates an analysis of interconnections through a set of applications, helping clients look at the entire ecosystem and understand the revenue shifts happening in their industry.

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Vertical IQ Will Expand Industry Intelligence Platform with Small Business Financial Exchange (SBFE) Small Business Credit Data

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RALEIGH, N.C., Oct. 27, 2026 /PRNewswire/ — Small Business Financial Exchange (SBFE), the trusted source for small business lending data and Vertical IQ, a nationally recognized provider of Industry Intelligence, today announced their partnership. Through the partnership, Vertical IQ will incorporate SBFE small business credit insights into its platform, providing financial institutions with deeper context to support commercial lending decisions.

The collaboration enables banks, credit unions, and other commercial lenders using Vertical IQ to gain access to SBFE small business credit insights within the Industry Intelligence platform. Default rates, delinquencies, and credit trends by industries are just a few of the SBFE features that will be included. These insights allow financial services professionals to better understand small business borrowers and support key commercial lending activities.

“At SBFE, we’re committed to helping lenders better understand and support small businesses. Extending access to SBFE insights through Vertical IQ is another way we can deliver value to the lending community and support greater access to capital.”

     – Elisabeth MacDonald, President and CEO, SBFE

“At Vertical IQ, we believe financial institutions make their best decisions when they have access to trusted, Verified Industry Intelligence powered by the highest-quality data available,” said Bobby Martin, co-founder and CEO of Vertical IQ. “Our partnership with SBFE represents another important step in that commitment by bringing highly respected small business credit insights into our platform. By combining SBFE’s credit data with Vertical IQ’s industry expertise, we’re helping lenders gain deeper context to strengthen credit analysis, improve risk assessment, and make more confident decisions throughout the commercial lending lifecycle.”

     – Bobby Martin, Co-founder and CEO, Vertical IQ

About SBFE

SBFE is the trusted data exchange where the small business lending industry comes together to strengthen access to capital for America’s small businesses. For more than 25 years, SBFE has united lenders in a member-driven community built on trust, collaboration, and the responsible use of data. Today, SBFE securely manages one of the nation’s largest repositories of small business credit data, contributed by more than 140 member institutions, including many of the country’s largest commercial banks. This data enables highly predictive credit reporting and portfolio management solutions that help lenders make more informed decisions, manage risk, and support the financial health and growth of small businesses. By transforming shared data into trusted lending intelligence, SBFE helps its members strengthen credit decisioning and promote greater access to capital. Learn more at www.SBFE.org

About Vertical IQ

Headquartered in Raleigh, North Carolina, Vertical IQ is a nationally recognized provider of Industry Intelligence. Whether discussing cash management with a local brewery or evaluating risk for a large manufacturing company, successful banks, credit unions, accounting firms, insurance organizations, and advisory firms use Vertical IQ to better understand a prospect’s or client’s business challenges before, during, and after meetings. Covering 100% of the industries that comprise the U.S. and Canadian economies, as well as more than 3,400 local economic reports, Vertical IQ equips professionals with the confidence and credibility to build stronger client relationships and make more informed decisions. Learn more at www.verticaliq.com

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CME Group Brazilian Real Futures Set New Daily Volume Record Following Election

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Record $9 billion notional traded, eleven times the year-to-date average daily volume (ADV) as market participants turned to CME Group to manage risk around the clock

CHICAGO, Oct. 27, 2026 /PRNewswire/ — CME Group, the world’s leading derivatives marketplace, today announced that its Brazilian real (BRL) futures reached a new daily volume record of 498,498 contracts (R$49.8 billion, ~$9.2 billion notional value) on October 26, surpassing the previous record of 191,325 contracts (~$3.7 billion notional value) traded on September 28, 2026.

“Following the results of the Brazilian presidential election, clients turned to our BRL futures market to immediately manage their risk outside of Brazilian trading hours, driving all-time record volume,” said Paul Houston, Global Head of FX Products, CME Group. “Even before the onshore market opened, $2.5 billion in notional value had already traded, roughly three times the year-to-date ADV for BRL futures. With liquidity in all timezones and contracts denominated in USD, our markets are fast becoming the main venue for Brazilian real price discovery and trading outside of onshore hours, giving global participants the liquidity they need around the clock.”

In the first half of 2026, Mexican peso and Brazilian real futures and options saw a record combined average daily volume of $2.94 billion.

For more information on CME Group BRL futures, please visit https://www.cmegroup.com/articles/faqs/latam-fx-futures-frequently-asked-questions.html

As the world’s leading derivatives marketplace, CME Group (www.cmegroup.com) enables clients to trade futures, options, cash and OTC markets, optimize portfolios, and analyze data – empowering market participants worldwide to efficiently manage risk and capture opportunities. CME Group exchanges offer the widest range of global benchmark products across all major asset classes based on interest rates, equity indexes, foreign exchange, cryptocurrencies, energy, agricultural products and metals.  The company offers futures and options on futures trading through the CME Globex platform, fixed income trading via BrokerTec and foreign exchange trading on the EBS platform.  In addition, it operates one of the world’s leading central counterparty clearing providers, CME Clearing. 

CME Group, the Globe logo, CME, Chicago Mercantile Exchange, Globex, and E-mini are trademarks of Chicago Mercantile Exchange Inc.  CBOT and Chicago Board of Trade are trademarks of Board of Trade of the City of Chicago, Inc.  NYMEX, New York Mercantile Exchange and ClearPort are trademarks of New York Mercantile Exchange, Inc.  COMEX is a trademark of Commodity Exchange, Inc. BrokerTec is a trademark of BrokerTec Americas LLC and EBS is a trademark of EBS Group LTD. The S&P 500 Index is a product of S&P Dow Jones Indices LLC (“S&P DJI”). “S&P®”, “S&P 500®”, “SPY®”, “SPX®”, US 500 and The 500 are trademarks of Standard & Poor’s Financial Services LLC; Dow Jones®, DJIA® and Dow Jones Industrial Average are service and/or trademarks of Dow Jones Trademark Holdings LLC. These trademarks have been licensed for use by Chicago Mercantile Exchange Inc. Futures contracts based on the S&P 500 Index are not sponsored, endorsed, marketed, or promoted by S&P DJI, and S&P DJI makes no representation regarding the advisability of investing in such products. All other trademarks are the property of their respective owners. 

CME-G 

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Vera Health Quietly Became One of the World’s Most Used Clinical Tools. Now It Has Raised $32 Million to Give Every Clinician in the World the Best Medical Knowledge in Seconds

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With a team of just 12 employees, the clinical AI company has grown largely through physician referrals, bringing total funding to $32 million

More than 800,000 clinicians across 190 countries use Vera Health, including approximately 1 in 4 physicians in Spain and Italy, with most discovering the platform through recommendations from colleagues.Threshold Ventures led Vera Health’s $28.5 million Series A, with participation from Mantis VC and SV Angel. Existing investors Y Combinator and Gradient tripled down, bringing total funding to $32 million.The investment will accelerate Vera Health’s evidence-focused clinical AI platform, expanding its ability to make global medical knowledge locally relevant and deepening partnerships with medical societies, publishers and health systems.

SAN FRANCISCO, Oct. 27, 2026 /PRNewswire/ — A year ago, a few thousand clinicians were using Vera Health. Today, more than 800,000 are, most having discovered the platform through a colleague. Every month since June, Vera has been the most downloaded clinical app in the world across the App Store and Google Play.¹ In September alone, it was downloaded more times than OpenEvidence and Doximity combined, while monthly downloads had more than tripled since February. With a team of just 12 employees, Vera has reached clinicians in 190 countries, including approximately 1 in 4 physicians in Spain and Italy, largely through word of mouth. Vera Health is a clinical AI search engine that reasons like a clinician, helping physicians find and evaluate medical evidence in seconds.

Today, Vera Health announced a $28.5 million Series A led by Threshold Ventures, with participation from Mantis VC and SV Angel. Existing investors Y Combinator and Gradient, tripled down in the round, bringing the company’s total funding to $32 million. The investment will accelerate Vera Health’s mission to close the gap between what medicine knows and what every patient receives.

Only a few months after raising its Series A, Vera already has more daily active users than it had monthly active users at the time of the raise. Clinicians went from asking Vera a few thousand questions a day to asking hundreds of thousands, every single day.

“Clinicians are the best data scientists I’ve ever met. They make the call in seconds, with more evidence than any human could ever read,” said Taieb Bennani, Co-Founder of Vera Health. “The secret to building for them is to live and breathe the problem like no one else. Everyone on our team is a clinician, or the child or sibling of one, like Maxime and me. That passion translates into every detail of the product, and when you build with that kind of obsession, the product speaks for itself, and clinicians share it with their colleagues. We don’t have the biggest team or the most money. We have the people who care the most about getting it right.”

How does Vera Health differ from general-purpose AI tools?
Clinical AI is increasingly being used to help physicians navigate complex medical questions, but the ability to generate an accurate-sounding answer does not necessarily establish whether the underlying research is reliable. Medicine now publishes a new scientific paper roughly every 20 seconds. Chatbots are built to sound confident. Vera is built to be accurate, and honest when the evidence is thin. Physicians are expected to keep up with an expanding body of research while interpreting guidelines, evaluating treatment options and making decisions for individual patients, sometimes within seconds.

Vera Health finds the evidence first, then writes the answer. Its technology searches more than 60 million peer-reviewed publications, clinical guidelines, consensus statements and drug labels, evaluating sources based on study design, level of evidence, cohort size, recency, journal quality and citation impact. Every claim is linked to its supporting research and color-coded to show the strength of the available evidence. Sometimes that color is red. A rare condition may have no large randomized trial or comprehensive guideline behind it, leaving only a small case series or a report involving a single patient. Vera Health surfaces that research while making its limitations visible, allowing physicians to assess how much weight the findings deserve.

“Medical knowledge moves too quickly for any one clinician to read, and general-purpose AI tools can make uncertain evidence sound settled,” said Maxime Allouch, co-founder, Vera Health. “Unlike other tools, we believe there’s value in making uncertainty visible. The grade shapes what Vera retrieves and writes, while the clinician brings the patient, the context and the judgment.”

Vera Health developed its approach alongside physicians who evaluate medical evidence and help write the guidelines other clinicians follow. Through its partnership with the American College of Emergency Physicians (ACEP), the platform integrates ACEP clinical policies with source attribution, bringing medical society guidance directly into clinical research workflows.

“In medicine, not all evidence is equal,” said Scott M. Silvers, MD, FACEP, Chair of the American College of Emergency Physicians’ Clinical Policies Committee and former Chair of Emergency Medicine at Mayo Clinic. “A large, randomized trial and a case report should never carry the same weight, yet most AI tools blend them into the same confident answer. Level of evidence is the foundation of every guideline we write, and Vera Health is built on it.”

For Dr. Bernard P. Chang, Vera Health’s Chief Scientific Advisor and Vice Chair of Research in the Department of Emergency Medicine at Columbia University, the importance of clinical evidence extends to how physicians evaluate patients.

“On a recent emergency-department shift, I saw a young woman with cough and shortness of breath. The symptoms could easily be attributed to a routine respiratory illness,” said Chang. “Vera Health surfaced evidence that raised my concern for pulmonary embolism, a potentially life-threatening blood clot in the lungs, and led me to broaden my evaluation. What interests me isn’t AI simply providing an answer. It’s whether it can reliably surface evidence that challenges our initial assumptions and improves clinical reasoning. That’s what we’re now evaluating rigorously, inside the academic medical centers where medicine is actually practiced.”

Vera Health’s clinical advisors also include Christopher Baugh, MD, MBA, FACEP, Vice Chair of Clinical Affairs in Emergency Medicine at Brigham and Women’s Hospital and Associate Professor of Emergency Medicine at Harvard Medical School. Its clinical council includes physician leaders affiliated with Mayo Clinic, Yale, Harvard, Columbia and Penn.

Why is Vera Health growing so quickly across international markets?
Bennani and Allouch grew up in families of physicians and initially developed Vera Health for their own fathers. What began with two users has since grown into a platform serving hundreds of thousands of clinicians, with physicians asking hundreds of thousands of questions each day. The company’s international growth reflects an approach built around a central reality of medicine. Medical knowledge is global, but clinical practice is local.

An emergency physician in France may follow different treatment guidelines than a physician in the United States. An oncologist reviewing a complex case may need an exhaustive evaluation of the available research, while an emergency physician needs a concise answer within seconds. Even physicians practicing the same specialty may follow different protocols depending on their institution.

Vera Health accounts for those differences by prioritizing locally relevant guidance while drawing on medical research from around the world. Through Vera Spaces, health systems can also integrate their own clinical protocols and pathways alongside national guidelines and international medical literature.

“Medicine is global, yet most tools in our space were built for a single geography,” said Allouch. “We went international from day one, because only a global view reveals what is truly local.”

The approach has helped Vera Health expand across Europe, where approximately 1 in 4 physicians in Spain and Italy and 1 in 7 in France use the platform, according to company data. Vera Health has achieved that international reach with a small team and a product that clinicians have largely discovered through their peers.

What will Vera Health’s Series A funding support next?
The financing will support further development of Vera Health’s clinical evidence infrastructure, expansion into additional healthcare markets and deeper partnerships with medical societies, publishers and health systems. The company will continue investing in locally relevant clinical guidance and tools that allow healthcare institutions to incorporate their own medical knowledge into the platform.

“In healthcare, trust is earned, not bought. Vera’s adoption among clinicians worldwide speaks to what Taieb and Maxime have built. By combining the most rigorous medical evidence with an understanding of each physician’s specialty, protocols and practice context, Vera makes the world’s medical knowledge relevant to how care is actually delivered. We believe that creates an enormous opportunity to improve global health,” said Andrew Brackin, Partner at Gradient.

“Vera is compelling because it starts with the evidence, not just an answer—helping clinicians find and assess the research behind a decision while making its strengths and limitations visible. By bringing that evidence to the point of care, Vera becomes a trusted clinical intelligence layer, not just another AI tool,” said Emily Melton, co-founder and managing partner of Threshold Ventures.

Vera Health will remain free for licensed clinicians and medical trainees worldwide as it expands access to medical evidence and locally relevant clinical guidance.

New medical knowledge takes an estimated 17 years to reach routine clinical practice, according to research published in the Journal of the Royal Society of Medicine. Vera Health aims to reduce the time physicians spend searching for and evaluating that knowledge, bringing relevant evidence closer to the moment clinical decisions are made.

“Our mission is to close the gap between what medicine knows and what every patient receives,” said Bennani. “Today, that gap is measured in years. We want it measured in seconds.”

About Vera Health
Vera Health is the search engine that reasons like a clinician, finding and grading evidence before showing the source, strength and limits behind every answer. More than 800,000 clinicians in 190 countries use Vera, which is free for licensed clinicians and trainees, never trains on clinicians’ questions, and is HIPAA and GDPR compliant and SOC 2 Type II certified. Founded in 2024 at Y Combinator by MIT graduates and sons of physicians Taieb Bennani and Maxime Allouch, Vera is headquartered in San Francisco and backed by Threshold Ventures, Gradient, Y Combinator, SV Angel and Mantis VC.

Learn more at verahealth.ai.

¹ Download data: Appark, worldwide App Store and Google Play downloads, June through [September] 2026.

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