Inspired by Palantir's ontology-driven success, a developer built a lightweight system using Claude Code to transform natural language queries into SQL insights—no triple stores or SPARQL required. By pairing a virtual ontology with database schemas, this approach democratizes semantic reasoning for everyday data workflows, as shown in a manufacturing case study.