How Mathical 1.0 works, in the open.

Mathical 1.0 is the engineered model behind Patterns — it turns one design into the exact machine file your factory runs, in your house’s own look, with nothing redrawn on the way to the floor. This report lays it out plainly: what the model is, what it makes, how it’s built, and how every design and file is verified before it ships — and how your work and your catalogue are handled.

Model report · Mathical 1.0 · Updated July 2026

Mathical 1.0 — summary

Model: Mathical 1.0 — the engineered model behind Patterns.
What it is: A design core paired with a native digitiser for each production technique. It composes a design from a real design grammar, then writes the machine file directly — rather than generating an opaque image and leaving the file to a person.
What it does: Turns one design into the exact machine file your factory runs — in your house’s own look, with nothing redrawn between the design and the floor.
Inputs: A text prompt, your own uploaded artwork, or a live trend — with your Brand DNA applied so the result reads as your house’s work.
Outputs: A finished design and the native production file for the chosen technique — for example a .DST stitch file, print-ready separations, a jacquard card, a knitout program, a longarm path, a stone map, or a graded .DXF with a cut marker.
Techniques: Embroidery
Print
Weave
Knit
Quilt
Embellishment
Pattern-cut
Schiffli
Approach: Designs are built from named, explicit parts — motif, colour, scale, layout, border, zone. Because nothing is left to an opaque roll of the dice, the same inputs give the same design, and any one axis can be steered without disturbing the rest.
Fidelity: Where a machine format has been validated against real sample files, the emitted file is byte-identical to that format — so a machine runs it unedited.
Access surfaces: PatternAI web app
PatternAI API
Verification: Every design passes an accept-gate for both match and quality, and every file is validated against its real format before it can leave. Physical production — a sew-out, a loom run, a cut — is confirmed on your floor: the file is machine-ready, and the final physical sign-off stays with you and your factory.

Your work, your data, your floor.

The commitments that sit under everything Patterns makes.

Your work is yours

The designs you create and the production files they compile to are yours to make, produce and sell. See the Subscription Agreement for the full terms.

Your catalogue serves your account

Brand DNA is learned from the catalogue you upload so that Patterns can return designs in your house’s look. How your uploads and data are handled is set out in the Privacy Policy.

Verified before it ships

A design has to clear an accept-gate for match and quality, and a file has to validate against its real format, before either is delivered — so what you receive is something a machine can actually run.

Reproducible and explainable

A design grammar means every choice is named and the same inputs give the same design. There is no black box between your prompt and the file on the floor.

Made for the floor, signed off by you

Files are machine-ready, but physical production is a partnership: the sew-out, loom run or cut is confirmed on your own equipment before a run scales.

Acceptable use

What may and may not be made with PatternAI is set out in our policies. We enforce them through warning, suspension and termination pathways based on severity and recurrence.

Go deeper on the engineering in Research, read the full policies, or see it end to end on the Patterns page.