A brand’s system of record usually lags behind the work. The PO has the shipping date that was true when someone entered it, but now a supplier email says the trim is late and the costing sheet still has the old freight assumption. And even though a buyer may have already agreed to move the floor set, that note is buried in WhatsApp and never made it back to PLM.
So the working plan lives across spreadsheets, supplier folders, email threads, chat, calls, and the person who keeps “the spreadsheet” who everyone asks when the tools disagree.
That person is the real operating system in a lot of companies. They know which “final” artwork file is final. They know which supplier is buying time. They know when a late charge is worse than air freight. They know that a spec change on one style probably affects three other POs because the same fabric is running through all of them.
Factory Twelve is built for that layer of work. We know teams won’t replace PLM or ERP. Those systems still matter. Instead, we are focused on the work around them: finding the latest version, checking what changed, tying the change back to affected orders, pulling supplier history, preparing the update, and keeping the follow-up from disappearing.
We could not build this system until now. LLMs got good enough to work with the info and tools teams already use: supplier emails, PDFs, spreadsheet changes, chat threads, old notes. Factory Twelve pulls that context together, shows the sources, and recommends the likely next move with a score. Experienced people still make the call whether to push the supplier, split the order, accept the margin hit, or escalate the customer risk.
That gives experienced teams more coverage. They can watch more styles, catch stale costs or slipped dates earlier, and spend their time on supplier judgment instead of file-chasing. Product development gets less fragile when the working plan is not trapped in one person’s memory.
If you are the person everyone asks which spreadsheet, file, or supplier update to trust, I’d love to hear from you.