Ask Your Factory Floor Anything: Structuring Industrial Data for AI Agents

A Unified Namespace organizes industrial data, but doesn’t make it queryable. By combining time-series data and context in PostgreSQL with TimescaleDB, manufacturers can run a single SQL query to answer complex operational questions. This architecture eliminates data stitching, enforces data quality, and enables AI-ready systems through structured, contextualized data.