Graph Technology Institute | Advancing Graph Technologies for EveryoneSkip to main contentESCGTIGraph Technology InstituteAboutGraph of GraphsResearchEventsGet InvolvedCtrl+KJoin the ConsortiumHomeAboutGraph of GraphsResearchEventsGet InvolvedGraph Technologies
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How We WorkJoin the Consortium23Graph Disciplines6Research Domains11Strategic Pillars501(c)(3)Tax ExemptScrollKnowledge Graphs Graph Neural Networks Social Graphs Bayesian Networks RDF & Linked Data Causal Graphs Property Graphs Molecular Graphs DAGs Ontology Graphs Knowledge Graphs Graph Neural Networks Social Graphs Bayesian Networks RDF & Linked Data Causal Graphs Property Graphs Molecular Graphs DAGs Ontology Graphs Our PurposeEthically Advancing Graph
Technologies for Business & SocietyA central resource hub gathering highly skilled individuals with specialized knowledge in artificial intelligence and its applications.Financial Sustainability Through StewardshipThe Graph Technology Institute serves as an intermediary for corporate sponsors, individual contributors, and grant organizations to ensure the financial sustainability of software licenses under its authority.We actively identify, develop, and standardize best practices within our area of focus, optimizing processes and performance across the graph technology ecosystem.Build Expertise ConcentrationCentral resource hub for AI and graph technology specialistsBest Practice DevelopmentIdentify, develop, and standardize optimal methodologiesKnowledge SharingTraining, consulting, and support for partner organizationsHow We WorkFrom Graph Innovation to
Financial SustainabilityGTI operates as an intermediary — channeling contributions from sponsors, donors, and grants into the stewardship of licensed graph software for the public good.STEP 01Identify & LicenseEvaluate graph technologies across all 6 domains. Acquire or develop software licenses for tools that advance the field.STEP 02Fund via ConsortiumCorporate sponsors, individual donors, and grant organizations contribute through consortium donations to access licensed tools.STEP 03Steward & StandardizeDevelop best practices, ensure license compliance, protect IP, and maintain software quality through our 11 strategic pillars.STEP 04Educate & GrowDisseminate knowledge through training, hackathons, and research — growing the ecosystem for business and society.For Corporate SponsorsAccess licensed graph tools, influence roadmaps, and receive priority support. Your contributions fund the sustainability of software your organization depends on.For Individual ContributorsContribute code, earn recognition through annual awards and bug bounties, and join a community shaping the future of graph technology standards.For Grant OrganizationsFund specific graph technology domains — from drug discovery molecular graphs to financial fraud detection — with full transparency and impact measurement.Strategic Framework11 Pillars of ExcellenceA comprehensive framework for managing open source software in a nonprofit context, ensuring alignment with mission goals, community engagement, and long-term sustainability.PILLAR 01Mission AlignmentEnsure technology strategy aligns with the nonprofit's mission and values. The software license helps the institute become a center of excellence with exclusive licensing providing fundraising opportunities.StrategyLicensingFundraisingPILLAR 02Community EngagementBuild and nurture a strong community through clear contribution guidelines, open communication, forums, surveys, hackathons, meetups, and an inclusive environment for all experience levels.ForumsHackathonsAwardsPILLAR 03Development & MaintenanceEstablish clear development roadmaps with milestones. Use version control systems to manage contributions, implement rigorous testing protocols, and allocate resources for regular updates.RoadmapsTestingGitPILLAR 04Accessibility & InclusivityAdhere to accessibility standards (WCAG) in design and documentation. Provide multilingual support and engage with underrepresented communities for continuous feedback.WCAGi18nDiversityPILLAR 05Funding & ResourcesDevelop diversified funding strategies including grants, donations, sponsorships, and crowdfunding. Create detailed budgets and financial reports ensuring transparency and accountability.GrantsSponsorshipTransparencyPILLAR 06Partnerships & CollaborationCollaborate with nonprofits, tech companies, and academic institutions. Join industry networks and develop joint projects leveraging the strengths of each partner.AcademiaIndustryJoint ProjectsPILLAR 07Training & SupportDevelop comprehensive user manuals, tutorials, and FAQs. Offer training workshops for end-users and developers with responsive support channels and online communities.WorkshopsTutorialsHelp DeskPILLAR 08Data Management & SecurityImplement robust security measures including encryption and regular audits. Establish clear privacy policies, ensure GDPR compliance, and develop disaster recovery plans.EncryptionGDPRDisaster RecoveryPILLAR 09Impact MeasurementDefine key performance indicators and metrics to evaluate effectiveness and user satisfaction. Collect and analyze usage data to make informed, data-driven improvements.KPIsAnalyticsEvaluationPILLAR 10Sustainability & ScalabilityDevelop long-term sustainability plans including funding, volunteer management, and governance structures. Design for scalability to handle growing users and contributions.Long-termScalabilityGovernancePILLAR 11Cloud & Annual ReviewAssign release managers, develop detailed implementation timelines with milestones, monitor progress, and provide transparent reports on achievements to stakeholders and the community.Change MgmtMilestonesReportingCore CompetenciesCenters of ExcellenceEach center concentrates specialized expertise to maintain the quality, compliance, and evolution of licensed graph software under GTI's authority.Continuous ImprovementResponsible for monitoring performance, identifying areas for improvement, and driving ongoing innovation within licensed tools and graph technology platforms.Tool StandardizationEstablishing clear guidelines and methodologies to ensure consistency across different business verticals, internal departments, and applied projects.Knowledge DisseminationDisseminate knowledge, information, and data throughout partner organizations by providing training, consulting, and support to internal teams across the ecosystem.Open Source StewardshipManaging software licenses, ensuring contributor compliance, protecting intellectual property, and navigating copyleft implications across the foundation's portfolio.Licensed Software Ecosystem23 Graph Disciplines.
One Licensing Authority.Every graph technology we license is backed by consortium funding, governed by our 11 pillars, and sustained through transparent stewardship for the public good.Six Licensed DomainsEach domain encompasses licensed software tools, standardized best practices, and community-driven development — all funded through consortium contributions. Data & Knowledge 5 AI & ML 5 Social & Network 4 Infrastructure 3 Science & Research 3 Semantic Web 4Explore the Full Graph of GraphsLegal FrameworkGovernance & ComplianceEnsuring proper compliance with licenses, safeguarding intellectual property, and managing the legal responsibilities that come with open source software stewardship.License ComplianceMonitoring how software is used, modified, and distributed to ensure all users adhere to chosen license terms and avoid copyright infringement.Contribution DisputesManaging legal issues from contributions by different developers, ensuring proper attribution and addressing code ownership concerns.Patent InfringementNavigating potential patent issues where software components may be covered by third-party patents, requiring careful code review.Copyleft ImplicationsUnderstanding GPL and similar licenses where derivative works must also be open source, impacting integration with proprietary software.Trademark ProtectionProtecting the foundation's trademarks associated with the software to prevent misuse or unauthorized use by others.Security LiabilityManaging potential legal responsibility for security vulnerabilities or issues introduced by user contributions to the software license.Licensing PoliciesClearly defining chosen licenses and providing comprehensive documentation for developers and users of the ecosystem.EnforcementTaking legal action against entities that violate license terms, with established contribution guidelines and legal review processes.Sustain the Future of Graph TechnologyConsortium donations fund the licensing, maintenance, and education of graph software tools used across industry and academia. Every contribution directly sustains the open ecosystem.Join the ConsortiumContribute CodeApply for a GrantCommon QuestionsFrequently Asked QuestionsGTIGraph Technology InstituteA tax-exempt educational intermediary promoting transparency, trust, and collaboration while ethically advancing graph technologies for business and society.InstituteAbout GTIHow We WorkGraph of GraphsResearchGovernanceCommunityEventsJoin ConsortiumContributePartnersLegalPrivacy PolicyTerms of ServiceAccessibilityContact Us© Graph Technology Institute. All rights reserved.501(c)(3) Tax-Exempt Organization 40);
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