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Artificial Intelligence Association
Metadata Society
We architect the intelligence that scales enterprise value.
An association of leaders in unifying data science with robust enterprise knowledge management, we transform fragmented digital ecosystems into high-velocity engines of growth—powered by AI and engineered at the apex of deep learning.
We build, design and support AI infrastructure.
Epistemological Transparency in Deep Learning
Metadata Society operates at the critical intersection of digital governance, strategic foresight, and stochastic optimization. We formulate the frameworks that bridge the gap between theoretical machine learning and ethical deployment.
By leveraging decades of expertise in technocratic strategy and enterprise architecture, we facilitate the rigorous evaluation of neural architectures during their nascent training phases.
Our service offerings span the practical, theoretical, and ethical dimensions for all industries including CPG, Digital Media, Arts & Entertainment, GLAMP (Galleries, Libraries, Archives, and Museums), and Government
INNOVATION, STRATEGY & TRANSFORMATION
INNOVATION, STRATEGY & TRANSFORMATION
INNOVATION, STRATEGY & TRANSFORMATION
We aim to engage in vital policy projects, diligently monitoring regulatory landscapes to keep leaders in government, business the AI community well informed and empowered to align narrative from first principles. Ensuring that the voice of reason makes industry led responsible decisions, rooted in innovation; heard and respected.
DEV/OPS & EMERGING TECHNOLOGY
INNOVATION, STRATEGY & TRANSFORMATION
INNOVATION, STRATEGY & TRANSFORMATION
We led as aThink Tank for Artificial Intelligence for data governance in training data research, now we are at the forefront of exploring critical questions and developing impactful solutions. We provide the intellectual leadership necessary to navigate the complexities of this evolving field of reinforced learning.
AI EDUCATION & WORKFORCE
DATA GOVERNANCE & AI POLICY
DATA GOVERNANCE & AI POLICY
Metadata Society understands that the future of Digital and Artificial Intelligence depends on the creative,and experienced talent we nurture today. That's why we're deeply invested in AI education, training & development for Workforce Initiatives for upskilling and apprenticeship programs that reduce cost of future hiring and training.
DATA GOVERNANCE & AI POLICY
DATA GOVERNANCE & AI POLICY
DATA GOVERNANCE & AI POLICY
We are dedicated to advancing the very foundations of learning machines by prioritizing the development of innovative, high-quality datasets for algorithms at best for minimum risk. Our focus is on evaluating and creating systems aligned with intelligence, with an eye toward civic betterment for humans.
AI+ GLAMP: Digital Preservation by Tess McCarthy, MLIS // Metadata Society
Join Us
Transform Your Knowledge Base.
In the complex world of AI Content Systems, Predictive Intelligence and managing RAG (Retrieval-Augmented Generation) pipelines that feed brand data into generative AI tools like Digital Asset Management and Creative Operations, one name stands as the undisputed gold standard:
Henry Stewart Events (HSE).
Metadata Society: A Blueprint for a Better Future
Lex Aeterna, Lex Scientia: The Metacausal Nexus of Digital Practice
The Metadata Society and its AI Lab is the leading artificial intelligence trade association community for dedicated data, engineering practitioners building infrastructure, tools and processes from niched reserach and real world professional and academic experience. We offer exclusive access to educational virtual workshops and in-person events at reduced rates to the enterprise and civic sector. Our offerings span the practical, theoretical, and ethical dimensions of cognitive and licensing advanced architectural solutions for industries including CPG, Digital Media, Arts & Entertainment, GLAMP (Galleries, Libraries, Archives, and Museums), Government, and Life Sciences.
Sovereignty Council of AI + Digital Practitioning Members
Sovereign Calculus: Epistemic Authority and Risk Modalities by Kym Coffey
We provide experienced insights and strategic guidance, ensuring the AI community remains aligned in cognitive data reporting for business and risk management. We champion human and technical societal benefit of training data that harmonize creativity, vision, and advanced technology.
Pedagogy: Advancing Internalized Cognitive Diversity Frameworks & AI Literacy
We are committed to advancing AI literacy through education for business professionals and communities. We offer robust frameworks and toolkits designed to empower organizations to build and enhance in-house practitioner capabilities.This includes establishing and promoting best practices for designing cognitive-bias datasets, robust data pipelines, that lead to reasoning algorithms.
The Exclusive Cohort: Synthesizing Praxis with Vanguard Practitioners
Whether you are looking for exclusive matching with rock-star practitioners who have years of data storytelling real world use case experience, or ready to start building or licensing advanced architecture solutions for autonomous solutions, business productivity or creative innovations, join us. We are the essential community for business leaders and technical members alike.
Jurisprudence: Principle Theories of the Machine: Informing the Legislative Vector
Explore ways to conduct internal data governance frameworks to better inform policymakers with accurate, interest-aligned truths in Ai Data Governance Toolkits
Aesthetic-Techné:
"Aesthetic-Techné" refers to a philosophical concept, particularly prominent in modern discussions of technology and art, that emphasizes the intrinsic and often intertwined relationship between aesthetics (the appreciation of beauty and sensory experience) and techné (the Greek word for art, craft, skill, and technique).
Deep Syntex Semantics: R&D in Generative Architectures and Training Model Integrity
Metadata Society Members in
Research & Analysis encompasses a broad spectrum of AI, including Large Language Models, Neural Networks, Reinforcement Learning, Machine Learning Operations, and various generation technologies, with a focus on Training Model Data and Digital Asset Management (DAM).
Announcing Metadata Society's educational partnership with Henry Stewart Online Educational Series
Mastering Taxonomy & Metadata Series by Sara James.
Presented by Henry Stewart: "Build smart systems, empower users, drive success"
02/12/2026
Session 1: Fundamentals of Taxonomy and Metadata by Sara James
8AM PST / 11AM EST / 4PM GMT / 5PM CET
Event Details
02/12/2026
Session 1: Fundamentals of Taxonomy and Metadata by Sara James
Objective:
Establish a foundational understanding of taxonomy and metadata within the context of content and marketing technology.
8AM PST / 11AM EST / 4PM GMT / 5PM CET
02/19/2026
Session 2: Building Taxonomies for Users
8AM PST / 11AM EST / 4PM GMT / 5PM CET
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Event Details
02/19/2026
Session 2: Building Taxonomies for Users
Objective:
Learn how to create taxonomies that prioritize usability and user interaction
8AM PST / 11AM EST / 4PM GMT / 5PM CET
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02/26/2026
Session 3: Governing Your Taxonomy by Sara James, presented by Henry Stewart DAM
8 AM PST / 11AM EST / 4PM GMT / 5PM CET
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Event Details
02/26/2026
Session 3: Governing Your Taxonomy by Sara James, presented by Henry Stewart DAM
Objective:
Explore governance frameworks to ensure taxonomy and metadata remain effective over time.
8 AM PST / 11AM EST / 4PM GMT / 5PM CET
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03/05/2026
Session 4: Change Management and Adoption of Taxonomies by Sara James, presented by Henry Stewart DA
8 AM PST / 11AM EST / 4PM GMT / 5PM CET
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Event Details
03/05/2026
Session 4: Change Management and Adoption of Taxonomies by Sara James, presented by Henry Stewart DA
Objective:
Equip participants with strategies to implement and promote taxonomy adoption effectively.
8 AM PST / 11AM EST / 4PM GMT / 5PM CET
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Mastering Taxonomy + Metadata Session Series
Pioneering Algorithmic Integrity Since 2022
Architecting Ontological Alignment
Metadata Society serves as the definitive nexus for institutional leaders and leading practitioners dedicated to the stewardship of artificial intelligence through transparency and rigorous data governance.
Beyond Bias: The Ontological Solution to Alignment
Metadata Society Challenges the Status Quo of AI Governance
Metadata Society Challenges the Status Quo of AI Governance
Metadata Society Challenges the Status Quo of AI Governance
Authored by Kym Coffey
As advanced large language models scale, the entire AI lifecycle, from data curation to deployment, it is increasingly vulnerable to embedded human and systemic biases, threatening equitable outcomes and eroding public trust. Traditional, post-training audits are insufficient against the sheer complexity of modern AI.
In our latest report, we unveil a transformative solution for ethical AI governance: Ontological Alignment.
This proactive strategy uses ontological frameworks and knowledge graphs as a diagnostic tool, meticulously designed to detect and correct fundamental human data cognitive biases before model training even begins.
AI Governance Toolkit
Metadata Society Challenges the Status Quo of AI Governance
Metadata Society Challenges the Status Quo of AI Governance
We led the introduction and framework methods of cognitive reporting. Now we are unveil a transformative solution used by AI developer community and leading world models for AI governance:
Introducing
Metadata Society
Ontological Alignment Framework with Toolkit
Intelligent Cities | Government
Infra & Computer Vision Initiative
Chief of Technology | Artificial Intelligence Pioneer | Policy Affairs
Co-Founder Sotiris Karagiannis of Metadata Society
Intelligent Cities | Government
Infra & Computer Vision Initiative
Chief of Technology | Artificial Intelligence Pioneer | AI Policy Affairs
Co-Founder Sotiris Karagiannis of Metadata Society
HSE / Session 1: Fundamentals of Taxonomy and Metadata
Session 4: Change Management and Adoption of Taxonomies by Sara James, presented by Henry Stewart DAM.
HSE / Session 1: Navigating the DAM for GLAMP Technology Landscape - On-Demand
Session 1: Navigating the DAM for GLAMP Technology Landscape - On-Demand
Session Leader: Jarrod Gingras, Managing Director & Analyst at Real Story Group
The session will help participants to:
- Develop an understanding of the unique DAM technology landscape specific to cultural heritage institutions
- Critically evaluate different DAM platforms and their suitability for various GLAMP contexts
- Identify key technological features essential for effective digital collections management
- Understand integration strategies between DAM systems and existing institutional infrastructure
- Recognize emerging technologies and their potential impact on digital asset preservation and access
AI Education + Workforce
Leading AI analysis for critical compliance and process automation with Actionable Intelligence and Reporting.
Evaluating the Future State Focus of Technology Apprenticeship Programs for transforming old disciplines and roles into an Artificial Intelligence driven workforce for the new economy. Founder Case Study: City of San Francisco, SalesForce Workflow Automation Task.
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