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CITED Relevance LLC
Sovereign Data Manufacturing
“We do not sell AI. We manufacture the intelligence that makes AI trustworthy.”
The Sovereign Gold Pipeline
CITED Relevance operates a proprietary manufacturing process for regulated industries. We mint Sovereign Gold Data—structured, mathematically validated, and cryptographically signed training corpora that teach AI models to reason through physical consequences rather than guess at them.
SAGE: The Neuro-Symbolic Engine
Our flagship architecture, SAGE, enforces symbolic constraints—including causal graph routing and mathematical confidence traces—to ensure every output is deterministic, verifiable, and safe for critical infrastructure.
The Factory Workflow
| Stage | Process | Output |
|---|---|---|
| 01 | Grounding | Domain-specific Knowledge Graphs & ICS Standards |
| 02 | Minting | Causal reasoning JSON under strict physical logic |
| 03 | Audit | Math-validated, SHA-512 signed Sovereign Nodes |
| 04 | Deployment | Fine-tuned, air-gapped models (SAGE) |
Founder
Joshua Brian Hayes | Founder and Lead Architect 27 years of network operations with a major telecommunications company. Expert in ICS/SCADA causal reasoning and the alignment of neural networks with physical-world constraints.
Intellectual Property
Patent Pending. USPTO Provisional Application CRL-001-PROV. Filed March 24, 2026.
Contact and Licensing
📧 joshua@citedrelevance.com 🌐 citedrelevance.com 📍 Jefferson, Georgia | Founded 2026 | Privately Held
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