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AI data supply

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Jul 24, 2026 · Artificial Intelligence

Ontology-Driven Governance: Building AI-Ready Datasets from Business Semantics

The article explains how ontology-driven data governance establishes unified business semantics, which are then transformed into high-quality, task-specific datasets for AI training, RAG, and agents, with continuous feedback loops updating both semantic models and data products.

AI data supplybusiness semanticsdata quality

0 likes · 11 min read

Ontology-Driven Governance: Building AI-Ready Datasets from Business Semantics

Data Bricklaying Diary

Jul 11, 2026 · Industry Insights

Why AI-Era Data Governance Requires Ontology-Driven High-Quality Datasets

This article traces data governance evolution from master data consistency and metadata visibility to ontology-driven business semantic modeling, arguing that AI-era governance must produce high-quality datasets that are AI-usable, trustworthy, evaluable, and continuously optimized through explicit business object, process, rule, and evidence modeling.

AI data supplyDCMM 2.0Data Governance

0 likes · 14 min read

Why AI-Era Data Governance Requires Ontology-Driven High-Quality Datasets