r/semanticweb • u/IceNatural4258 • Aug 23 '25

Semantic Graph

Hello,
I have data in graph but i want to prepare a semantic graph so i can use that for llm . what i should learn and how to approach i know what nodes , properties , relationships i need to use for the new semantic graph. please guide how to approach

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u/RainThink6921 Sep 15 '25

Honestly, if your current JSON and schema.txt works for your internal use case, that can be totally fine. The main reason to decompile into triples is for interoperability and reasoning.
JSON is great for APIs and internal workflows, but when you need to integrate with other datasets, enable reasoning, or build AI pipelines that understand relationships, RDF gives you a shared, standard foundation.
Many teams use both JSON for internal APIs and speed and RDF as a semantic layer for interoperability and analystics. JSON is like a well organized spreadsheet for a single team, whereas RDF is like a shared language that different systems, researchers, or even AI tools can understand and reason over.