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Welcome to the Semantic Backbone Council

The Semantic Backbone Council is a vendor-independent governance body dedicated to establishing a new standard for enterprise domain intelligence. We help organizations move beyond fragmented data lakes and single-purpose semantic wrappers to build a comprehensive, source-of-truth infrastructure for reliable AI.Traditional data governance focuses heavily on data structure (schemas, rows, and columns) while completely ignoring data meaning. This creates a massive disconnect that breaks autonomous AI agents.The fix? Move from an unorganized Data Lake to a deterministic, trusted Knowledge Fabric.

Why Traditional Systems Fail AI

Traditional data governance focuses heavily on data structure (schemas, rows, and columns) while completely ignoring data meaning. This creates a massive disconnect that breaks autonomous AI agents.

The fix? Move from an unorganized Data Lake to a deterministic, trusted Knowledge Fabric.

The 4 Core Principles

Semantic Integrity

Ontologies & Knowledge Graphs ensure every department and AI agent shares an identical logic contract

Goal: One language for the whole enterprise

Strict Deterministic Reasoning

Combines GraphRAG with machine-executable multi-hop reasoning for fully auditable AI answers

Goal: 0% guesswork, 100% trust

Interoperable Knowledge

Built on global publishing standards. The Backbone acts as the brain, while the Open Semantic Interchange (OSI) acts as the transport system

Goal: Effortless knowledge sharing

Semantic Independence

Acts as a non-proprietary middleware between storage (Data Lake/Fabric) and consumption (LLMs/Apps) using Linked Data and FAIR principles

Goal: Zero vendor lock-in

The Semantic Backbone Playbook

Our deliverable is a blueprint to transition your enterprise from fragmented data silos into a unified Knowledge Fabric. Existing, effective architecture, data, vocabulary and logic standards and/or specifications will inform the blueprint.

With our playbook, we ensure that both strategic business leaders and technical enterprise architects are fully aligned:

For Strategy Leaders: Business ROI models, TCO reduction framework for R&D, and change management strategies.

For Enterprise Architects: Logic thresholds, multi-hop reasoning validation rules, and technical guides for infrastructure-decoupled logic.

Learn more about our Playbook

How We Are Structured

The Core:

Chair & Founders maintaining the governance standards.

The Playbook:

Vice-Chair & Invited Members building the toolkits.

The Community:

Open to everyone. Advancing education, trends, and adoption.