What is fashionINSTA

The fashion operating system that learnsyour brand and builds itself around it.

fashionINSTA is a platform where AI agents trained on real .DXF pattern geometry handle product development — from market research to manufacturer handover. We train on your production archive, preserve your fit DNA, and return a working AI your product development team can actually use.

Not an image generator. Not a 3D tool. A product development system built on real garment making.

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Pattern intelligence + autonomous AI agents+ real garment making.

fashionINSTA is three things working together. Connect them and you have an autonomous product development pipeline from market research to manufacturer handover.

Pattern intelligence

Extracts 750+ features from your .DXF patterns - construction methods, fit philosophy, derivation trees, geometric relationships - and turns your archive into a living intelligence that understands your brand's DNA.

40+ autonomous AI agents

A node-based workflow engine where every smart node handles a stage of product development: design generation, pattern matching, fabric sourcing, cost estimation, feasibility scoring, tech pack compilation, visuals, and video.

A self-building system

Gets smarter with every interaction, every correction, every workflow you run. Your agents learn your preferences. Your pattern intelligence grows with each upload. The system adapts to how your team works.
Why nodes

Why a node-based systeminstead of a linear flow.

Built for product development at scale.one platform, three ways to work.

Pattern Intelligence + nodes — for established brands at scale

You launch 1,000+ SKUs a year and need AI that speaks your brand's language. Custom training turns your .DXF archive into a pattern intelligence system. Every node generates from your blocks, costs from your construction methods, sources fabrics to your specifications. For carryovers, the full pipeline runs autonomously: design, pattern, BOM, cost, feasibility, tech pack, manufacturer handover.

Fashion Nodes — the self-serve workbench

Designers and indie teams can explore the node workflows directly, without custom training: upload a sketch, get back a real .DXF starting point from the demo dataset, source real fabric, and pull real production costs. The same engine that powers the enterprise platform — a place to see how AI product development actually works before a full engagement.

MCP — from your own AI chat

Call fashionINSTA workflows directly from ChatGPT, Gemini, Claude, or your company's own AI platform via the ready MCP server. Same engine, no new UI — generate garments, run workflows, and produce tech packs from the assistant your team already uses.
Autonomous agents

Meet your AI agents.they reason, self-correct, and learn.

The core productdevelopment nodes.

Every smart node in fashionINSTA is powered by an autonomous AI agent. These are 6 of 40+ specialized nodes.

Pattern generator

Connects to the demo dataset or your private pattern library to retrieve the closest pattern geometries matching your design. A real .DXF you can download and develop further.

BOM agent

Analyzes the generated garment and autonomously finds real fabric from a connected fabric shop that matches its physical and visual properties. Actual fabric you can buy.

Cost estimator

Takes fabric and pattern data to analyze consumption with live nesting markers and calculates precise production costs. Real numbers for real decisions.

Feasibility analyzer

Scores projected costs and market relevance against your required margin. Never waste time on garments that will be dropped.

Tech pack compiler

Collects all intelligence about your garment into a unified tech pack or a beautiful catalog to showcase to buyers.

Media and render nodes

Generate images for e-commerce, front/back/side views, 360 spins, and cinematic runway videos.

Full CAD. inside the platform.connected to real-time AI preview.

fashionINSTA includes a full CAD interface - not a plugin, not an integration, built in. Run CAD operations manually or tell the AI chat what you need and it executes them for you.

Every operation connects to a real-time AI preview. Adjust a dart on the pattern, see how it changes the garment silhouette. Modify a collar on the visual, see the pattern pieces update. Pattern and image stay in sync - both directions.

For pattern makers who think in flat geometry: work on the pattern, see it on the body. For designers who think visually: work on the garment, see it on the pattern. Both workflows are supported.

Self-building system

A system that gets smarterthe more you use it.

Everything we buildleads to a real garment.

This is the principle behind every decision we've made. Pattern intelligence is built on .DXF geometry because that's what factories cut. The BOM agent connects to a real fabric shop because you need real fabric, not a swatch render. Cost estimates use real nesting markers because approximate doesn't help you negotiate with a manufacturer.

Whether you're an indie designer downloading a .DXF starting point and buying fabric to stitch your first sample, or an enterprise brand automating carryovers with zero manual intervention - every output is designed to end up as a real garment.

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.
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"We didn't build an AI image generator with a fashion skin. We built a fashion product development system with AI inside."
fashionINSTACore philosophy
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40+

Specialized AI nodes

750+

Features per pattern

10,000+

Patterns generated

80+

MCP tools available

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
Request a Scoped PoC

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
Book a Roadmap Call
What is fashionINSTA? | FashionINSTA