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business semantic modeling

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Jul 21, 2026 · Artificial Intelligence

Building High-Quality AI Datasets: From Business Scenarios to Semantic Data Products

This article outlines a six-step methodology for building high-quality AI datasets as semantic data products, starting from business scenario definition through semantic modeling, evidence mapping, task-specific processing, multi-dimensional validation, and continuous iteration via runtime feedback.

AI datasetsAgentRAG

0 likes · 12 min read

Building High-Quality AI Datasets: From Business Scenarios to Semantic Data Products

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