01
Ground New Concepts in Your Own Commercial Winners
Start capsule planning from your store's actual sell-through, price bands, colour performance and return feedback rather than generic moodboards.
← All appsFashion Design Agent Overview
01 / PRODUCT OVERVIEW · Catalog & campaigns
Turn sales and return signals into reviewed garment specs and Shopify drafts.
Translating past collection winners, return reasons and fabric references into new garment concepts, consistent multi-view visuals, measurement specs and structured Shopify drafts requires repetitive handoffs across merchandising, design and catalog teams.
Discovery — category pilotWho this is for
Independent fashion brands with recurring collection launches, a named technical design approver and an established pattern maker or manufacturer.
How it works in practice
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.
KEY OPERATIONAL BENEFITS
Why teams onboard Fashion Design Agent
02
Keep Visuals, Base Patterns & Spec Sheets in Sync
Front, back and detail concept views link directly to approved base blocks, grading rules and bill-of-materials fields for technical designer review.
03
Prepare Complete Shopify Product Drafts Before Launch
Carry verified fabric composition, care instructions, size guides and option structures straight into draft Shopify products and metafields.
SAMPLE WORKFLOW INSPECTOR
Read-first guardrails active
Fashion Design Agent / sample exception & output view
| 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 |
THE OPERATIONAL SHIFT
Before vs. after Fashion Design Agent
Without Fashion Design Agent · Manual status quo
Where your team loses hours
- Design briefs are assembled manually across disconnected sales spreadsheets, return notes and slide decks.
- Visual concept sketches drift away from approved base patterns, causing preventable sample revisions.
- Catalog teams re-key fabric, care and size-guide specifications from PDF tech packs into Shopify by hand.
With Fashion Design Agent · Agreed workflow
How your workflow runs after onboarding
- Commercial brief combines authorized SKU velocity, return reasons and target margin bands for one apparel category.
- Measurement tables and BOM drafts inherit directly from approved base patterns with explicit field provenance.
- Approved specs export to Shopify in `DRAFT` status with complete variant options and structured metafields.
What we configure during 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.
Fast-track setup: request a guided onboarding call when you apply so we can configure your rules and mappings without requiring production credentials upfront.
Operational guardrails
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.
Common questions
How does concierge onboarding work?
Rather than dropping you into a generic self-serve setup, we configure rules, field mappings and exception thresholds directly against your store’s workflow before you go live.
Will requesting access create a charge?
No. Requesting access starts your onboarding review. Any paid deployment begins only after you approve the exact scope, deliverables and fee.
Do we need to grant full Shopify admin access right away?
No. Initial rule calibration works with standard exports or a live workflow walkthrough. Marketing updates are completely separate and optional.
MORE IN CATALOG & CAMPAIGNS
View all Catalog & campaigns apps ↗
Pair Fashion Design Agent with related workflows
Metafield Gate
Catch catalog gaps before products go live.
✓ SKU-level launch readiness report
SizeRun Guard
Stop paying to promote products with broken size runs.
✓ Reallocate spend to full-curve winners
Promotion Checker
Verify complex discount, bundle and stacking rules before launch.
✓ Stop unintended discount stacking