The AI OS for Fashion Product Development
Your pattern archive,trained into AI that makes garments
We train on your production .DXF archive, preserve your fit DNA, and return a working AI your product development team can actually use.
Send us one category — we clean and train it in four weeks.
IMAGEStyle Reference
IMAGEFlat Lay
IMAGEFabric Swatch
AGENTDesign Generator
IMAGEFront / Back
Editorial
VIDEOLifestyle Video
Live Render
TECHNICALPattern Nesting
TECHNICALTech Pack
We work with:Limitless InnovationJD SportsMcKenzieSonnetiBrowzwearSDG GroupShunjia FashionNoahWe work with:Limitless InnovationJD SportsMcKenzieSonnetiBrowzwearSDG GroupShunjia FashionNoah
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"It's the first AI tool we evaluated that returned a .DXF our pattern room could actually grade and cut. Everything else was just parametric patterns that had right measurement but wrong shape."
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60+ combined years in patternmaking and product development. We were the bottleneck. Now we solve it.
Patternmaking is where product development stalls — especially at scale, for the brands shipping thousands of styles a year. We have lived inside it. Now we automate it end to end.
The whole tech pack
Patterns, technical sketches, callouts, and measurement charts — the full tech pack, not a render and not a starting point.
Matches the brief and your fit philosophy
We make sure there are no discrepancies between the pattern geometry and the design brief — and that it holds to your brand's fit philosophy. What is drawn is what gets cut.
Feasibility & margin check
We check whether a sketch is feasible to manufacture and whether it makes sense to develop from a margin standpoint — so unviable styles are caught before sampling.
Where we are today
4×
Faster PD cycle
10×
Faster first draft
750+
Features per pattern
50,000+
Patterns ingested
A graph of specialist agents - not a single model, not a render tool.
Every PD workflow is a sequence: reference → pattern → tech pack → render → video. Pattern Intelligence is the graph that connects them. Each node is a specialist your team already uses a specialist for.
Pattern Generator
Retrieves the closest matching .DXF pattern — or generates new patterns from your trained building blocks. Real files you can download and use.
BOM Agent
Connects to a real fabric shop. Returns actual fabric names, compositions, prices, and MOQs — not stock photos or generic swatches.
Cost Estimator
Calculates cost-of-goods based on fabric consumption, construction complexity, trims, and labor. Real numbers for real business decisions.
Feasibility Analyzer
Checks whether your design can be manufactured at your target price point. Flags construction issues before they become sampling disasters.
Tech Pack Compiler
Auto-generates tech packs with measurements, construction notes, fabric specs, and colorway details. Factory-ready documentation.
Media & Render Nodes
Front/back views, lifestyle shots, 360-degree spin videos, editorial imagery. E-commerce-ready visuals generated from your design data.
Run fashionINSTA fromChatGPT, Gemini, or Claude
fashionINSTA ships a ready MCP server that exposes its workflows to any AI chat — generate garments, run workflows, and produce tech packs without leaving the assistant your team already uses.
Straight from your AI chat
Generate garments, run workflows, and produce tech packs directly inside ChatGPT, Gemini, or Claude — powered by the ready fashionINSTA MCP server.
No new UI to learn
The same powerful tools, called from where your team already works. Nothing to migrate and no new app — just connect the server.
Any MCP client — including yours
Because it speaks MCP, any platform that supports MCP calls can use it. If your company runs its own AI platform, you're covered.
What You Get
From sketch to real garment.Not just renders.
One category. Your patterns. Your KPIs. A go/no-go at week ten.
Weeks 1–2 · Data Collection
Weeks 3–4 · Training & Setup
Weeks 5–10 · Active Trial with team
Week 10 · KPIs check and rollout
Three categories, *one that actually manufactures*.
Capability
fashionINSTA Pattern Intelligence
Generic AI image tools
Parametric sketch-to-pattern
Output
Graded .DXF in your fit DNA
Pretty picture — cannot be manufactured
Rule-based pattern from generic templates
Training data
Your archive, on your tenant
Public web images
Vendor's parametric rulebook
Fit accuracy
Measured against your fitting model
N/A — not a pattern
Industry-standard blocks, parametric edits
IP posture
Your data never trains another brand
Uploads train the vendor's model
Your rules, vendor's engine
Commercial model
€5–15k scoped PoC first; scale after
Monthly seat subscription
Per-seat SaaS
Built for
The pattern room
Marketing visuals
Fast sketching & iteration
Your patterns are the asset.We treat them that way.
Every procurement conversation asks the same questions. This section answers them before you're asked.
Dedicated tenant
Every customer runs on a dedicated AWS instance in the region of your choice. No shared inference, no cross-training, no pooled data.
Your data, your IP
Your patterns, sketches, and tech packs are never used to train or improve another brand's system. Contractual isolation. Outputs are contractually yours to use in production.
Enterprise controls
SSO, role-based access, full audit trail, encrypted transfer and storage. NDA and DPA signed before a single .DXF leaves your system.
Pattern traceability
Every generated pattern traces back to the blocks it was built from. No synthetic hallucinations — only recombination of your proven construction.
Opens where you work
Outputs open cleanly in CLO3D, Style3D, Tukatech, Gerber, Lectra, Marvelous Designer, VStitcher. No re-import rituals.
Operations that change design, not fit
We train on your already-approved patterns, so fit is built in. By default the platform only allows operations that change design. Fit parameters stay locked unless a technical designer unlocks them.
Fifteen years inside the processshe now automates.
fashionINSTA was founded by Sylwia Szymczyk — a former seamstress and product development lead who spent fifteen years inside the teams this platform is built for: blocks, fit sessions, tech packs, grading, sampling. She lived every bottleneck of the end-to-end process she now automates — which is exactly why the system reflects how product development really works.
Connect with the founder on LinkedIn.
Max Mara
Seamstress · Atelier & sampling
Timberland / VF Corp
Innovation Lead · Product development
fashionINSTA
Founder · Pattern Intelligence
Two ways in.Start where you are. Grow into what you need.
Popular
Enterprise PoC
€5–15k one-time · scoped by category & volume
Bounded 10-week engagement. One category, your patterns, three agreed KPIs. A measurable week-10 review to decide go/no-go together.
- 100–150 of your .DXF patterns trained
- ~750 construction tags per pattern
- Dedicated AWS tenant in your region
- Pattern search, matching & CAD ops
- Auto POM extraction & tech pack gen
- DXF for CLO3D, Gerber, Browzwear, Lectra
- Up to 10 seats: PD, PM, TD, designers
- Weekly calibration with the founder
- SSO, RBAC, audit log, NDA + DPA upfront
- Three-KPI scorecard · week-10 review
Fashion Complete OS
€23,900/year/seat · volume pricing available
Rollout after a successful PoC. The full pattern intelligence operating system, scaled across categories, connected to your PLM.
- Everything in the Enterprise PoC
- Unlimited categories & patterns
- Custom nodes & node-based workflows at scale
- API in & out — PLM, PIM, DAM integration
- Automatic carryover & seasonal scaling
- Full autonomous PD pipelines
- Feasibility & margin scoring · 500 → 50 ideas
- One-time training fee per new category
- Priority support & dedicated CSM
Next Step
See pattern intelligenceon your own archive.
Book a 30-minute call with the founder. Mutual NDA within 48 hours, a dedicated tenant in your region, and a scoped fee between €5–15k by category and volume. We reply within one business day.
Request a PoC