Six agents, one job each. Follow a single bearing from the PDF it arrived in to the record your ERP will accept — and what Claro can prove about it at every step.
128 pages of Italian price list, a scan with no text layer, and a spreadsheet where the same bearing is written four ways. Nothing is pre-cleaned, because nothing ever is. Three fields in this batch are unusable and one is blocked outright.
No template and no mapping file. The Decoder reads the layout as it stands and returns structured records, keeping the source page against every field so the provenance survives the conversion.
ETIM, eCl@ss or your own taxonomy. The Classifier reads the whole record rather than the title, scores every level of the hierarchy on its own, and sends the borderline ones to a human instead of guessing.
DN25 is one inch nominal bore. PN40 is a 40 bar rating. Both bodies are AISI 316. Three attributes decided this match and the title similarity was not one of them — which is exactly why a cross-catalog link still waits for review.
Seven of thirty-two fields arrived populated. The Enricher completes eleven more from the documents you already have, cites the document, page and value for each, and leaves a genuine gap empty rather than inventing a value to look complete.
Four supplier spellings became one master record with a confidence score, the evidence behind it, and a clear statement of what needed review and what did not. The Monitor keeps watching: a changed price or spec is flagged before it reaches a quote.
Day 0 is one genuine supplier file walked through together — messy is the normal case. A matched, enriched, sourced sample comes back on your own data within the week.