Quotes once priced by digging back through dozens of messages — now the system drafts them

Customers speak in outcomes; factories listen in specs. “Logo on the chest” and “about A3 size” sit at one end; dimensions, ink counts and color standards at the other. That translation took up much of the operating conversation. The same item carries different rates and expertise at each factory, so where to send it was a judgment call every time, and context was scattered across request forms, consultations and phone calls — what was agreed on the phone existed in no record at all. The bottleneck was not calculation. It was translation.

1. Built items into a structure a machine reads — item → meaningful dimension → value. Complex specs are flattened rather than nested.
2. Preserve two values from one measurement — the actual figure production uses, and the band pricing uses. The same fact demands a different language at each layer.
3. Rules and a dictionary are the source of truth for classification; AI only proposes. The same input must produce the same result whenever it's recomputed — that's what makes it auditable. What AI doesn't know is brought to a person; only what a person approves enters the dictionary — and from then on it's settled without AI.
4. The system sorts what it can do, what it must ask about, and what it can't. Without enough grounds it produces a question instead of a quote; failing that, it says it can't. Where a factory publishes a rate table, that always takes precedence over statistical estimation.
5. The system never edits the source of truth directly. It raises changes as proposals in an approval queue, each attached to real order examples. As observations accumulate and deviation falls, “this can be automatic now” surfaces on its own.

• Specs a person confirmed accumulate as a source of truth, not as scattered sheets.
• Quote lines once picked apart by hand are decomposed into structure, so price is explained item by item, dimension by dimension.
• The more it's used, the less it depends on AI — what's approved becomes the dictionary, and the dictionary becomes deterministic.
• A person still issues the quote. Unattended issuing is not in the design.