Structured data uses a spreadsheet-like format that machines read with speed and confidence. AI agents, regulators, and customers need truth. Each field can have clear context, structure, and meaning. Data formats determine what comes out. Legacy ERP and Ethereum-style systems use JSON/JSON-RPC to capture transactions. Only JSON-LD cab capture the messy physical reality of work, culture, and daily life.



