How a construction-tech platform structures product specifications from weak-standard sources.

Specification data came from manufacturers, suppliers, PDFs and inconsistent exports with no shared structure. The information existed, but could not be reliably queried, because the same field meant different things across products and sources — blocking search, comparison and technical decision support.

Claro ingests product records and documents, aligns each source to the correct product entity, maps supplier-specific terminology to a shared schema, extracts and normalizes specification values with unit conversion, validates a confidence level on each one, and publishes the structured result through APIs or files.

A live, repeatable workflow turning weak-standard documentation into structured specifications.

Coverage that expands to new suppliers without rebuilding the extraction logic each time.

Software that can finally reason over specifications that used to live only inside a document.