Tags written by a vision model, not by hand. Every image was read automatically — material, element, typology, condition. That is how 34,000 images become searchable without anyone tagging one.
Read straight off the file names and PDF text. Project number, sheet number, title, revision and status all come out of the naming convention the studio already uses — no re-filing, no new discipline required.
The only part with manual upkeep. Roughly ten minutes a week — but it's the one that turns a twenty-minute hunt for a sample into a lookup.
Lead times are the live field. Every time a supplier quotes a date it gets written back, so the number on screen reflects what they're actually doing now — not what the website claims.