How Fashion Design Agent works.

Follow the inputs, review rules and handoffs — from your first sample to a human-approved output.

Discovery — category pilot

Discuss a category design pilot ↗ See the benefits →

01Lock category brief & authorized inputsGrounded Category Design Brief
02Generate & select constrained garment conceptsReviewed Multi-View Concept Pack
03Compile spec sheet from approved base patternSigned Sample Specification Package
04Export field-verified Shopify product draftDraft-Only Shopify Product & Metafield Pack

INSIDE THE ENGINE

Step-by-step operational pipeline

Analyze authorized brand sales, return signals, approved base patterns and fabric references for one selected apparel category; generate constrained front/back/detail concept views, editable measurement specs from approved grading rules and field-verified Shopify product drafts.

Lock category brief & authorized inputs

Deliverable: Grounded Category Design Brief

Select one apparel category and ingest authorized historical sales, return reasons, target price/COGS bands and approved fabric references.

Generate & select constrained garment concepts

Deliverable: Reviewed Multi-View Concept Pack

Produce three silhouette/detail concepts with front, back and detail views checked against category construction rules.

Compile spec sheet from approved base pattern

Deliverable: Signed Sample Specification Package

Populate point-of-measure tables, grading rules and BOM fields from your approved base block for technical designer sign-off.

Export field-verified Shopify product draft

Deliverable: Draft-Only Shopify Product & Metafield Pack

Generate a draft-only Shopify product with verified title, options, size guide, fabric/care metafields and media attachments.

SAMPLE WORKFLOW INSPECTOR

Fashion Design Agent / sample exception & output view

Read-first guardrails active

Item / Record	Rule Observation	Decision Status
Concept 01 / Belted Midi Dress	Silhouette & fabric grounded in Q3 top seller	Approved
Spec Sheet / Grading Table	Populated from approved base pattern (S–XL)	Mapped
Shopify Draft / Care & Cost	Awaiting verified mill composition input	Review

DATA FLOW & SAFETY ARCHITECTURE

Read-first setup and agreed change controls

1. Read-First Input

One selected apparel category (such as dresses, shirting, outerwear or modestwear/abayas), authorized sales/returns export, approved base pattern/grading table and fabric reference sheet.

2. Rule & Guardrail Engine

Discovery and bounded category pilot only — requires technical designer, factory and merchant sign-off before sampling or production. Never infers production measurements, fabric composition or care rules from images, and never auto-publishes live products.

3. Concierge Scope

Bounded category pilot for one brand and one apparel category: three grounded concepts, one selected design, two revision rounds and one reviewed specification and draft-only Shopify export.

What your team brings to onboarding

One selected apparel category (such as dresses, shirting, outerwear or modestwear/abayas), authorized sales/returns export, approved base pattern/grading table and fabric reference sheet.

Ready to calibrate Fashion Design Agent on your store? Request access to walk through a sample export or staging workflow directly with our team.

Discuss a category design pilot ↗ Next: See benefits & use cases →

CONCIERGE ONBOARDING

Initial rollout scope

Bounded category pilot for one brand and one apparel category: three grounded concepts, one selected design, two revision rounds and one reviewed specification and draft-only Shopify export.