Drop in a messy tech pack, a few reference photos, or a plain description of what you want made. The AI structures it into a clean, manufacture-level spec sheet: measurements and grading notes, materials and weights, stitching and construction, trims, tolerances, and artwork placement, in the format a factory can quote from.
navy hoodie thing heavyweight?? ~400 gsm maybe fleece inside, the soft one kangaroo pocket, front drawcord = flat not round double needle hem (i think) embroidery, left chest, small ribbed cuffs + waist size M sample first tolerances?? no idea lol
Your idea rarely starts as a tidy document. It starts as phone notes, a screenshot, a paragraph you typed on the train. Paste in whatever you have and the AI reads it, groups it into the fields a factory expects, and writes each one in clean, unambiguous language.
Where a detail is missing, it marks the gap to confirm instead of guessing a number.
A factory cannot quote a mood board. It needs numbers. The spec sheet lands at manufacture level: fabric composition and weight, seam and stitch construction, stitch density, trims down to the drawcord and label, and a point-of-measure table with grading and tolerances.
Every field reads the way a pattern maker reads, so nothing gets lost in translation on the factory floor.
| Point of measure | Size M | Grade |
|---|---|---|
| Body length (HPS) | 71.0 cm | +2.0 |
| Chest, 2.5cm below armhole | 58.0 cm | +2.5 |
| Sleeve length | 62.0 cm | +1.5 |
| Cuff opening | 9.0 cm | +0.5 |
| Bottom rib height | 8.0 cm | 0 |
A clean spec is the difference between a vague reply and a firm price. When a factory can see exactly what you want made, quotes come back faster, closer to real, and with fewer rounds of back and forth.
Pair the spec with the outreach templates and send it straight to a manufacturer with direct contact on record.
298 of the 377 manufacturers on record have direct contact. A clean spec plus an outreach template goes straight to the factory that can quote it.
The analyzer parses messy input, notes, reference photos, or a plain description, and rebuilds it as one consistent, factory-ready spec. It keeps the details you gave, writes them in a factory's format, and flags anything it cannot determine rather than inventing a value.
Notes, reference photos, or a plain description become labeled spec fields in a clean, readable layout.
The same sections in the same order every time, written the way a pattern maker and a quoting team read.
Missing measurements, materials, or trims are marked to confirm, never filled with a guessed number.