E-Commerce · Virtual Try-On
Your flat-lays. On real,
consented models. In seconds.
Stop shooting every colorway. Upload a product shot and let our enterprise try-on engine drape it onto legally cleared human talent. No hallucinated seams. No rights violations.
01 · See It Work
This is an actual sample —
not a concept render.
One generated flat-lay went through our production engines: background removed, draped onto a model, then recolored with a single semantic edit. Toggle the colorway — the model, pose, light and gold buttons hold. Only the fabric changes. That's the entire promise, demonstrated.
02 · The Difference
Consumer try-on toys redraw your product.
An e-commerce factory can't afford that.
Generic vision models are clever — and they hallucinate garment geometry and borrow faces nobody licensed. For a brand, that's a returns problem and a legal problem. StudioMunich was architected around both: the product is write-protected, and the human is compensated.
| Consumer try-on tools | StudioMunich | |
|---|---|---|
| Garment accuracy | Generic vision model redraws the product — hallucinated seams and straps | Layer-4 Garment Lock write-protects structural geometry |
| The face | Synthetic faces with unclear provenance and no usage rights | Real, consented talent — biometric consent verified via VoiceIDVault |
| Consistency across colorways | Every generation re-rolls the model, pose, and lighting | MIRE locks environment, light, and pose across the set |
| Who gets paid | Nobody — there is no one to pay | Approval fires a royalty event; the XMP certificate proves it |
| Output | A fun image | Channel-preset, provenance-stamped e-commerce assets at catalog scale |
03 · The Pipeline
Flat-lay in. Modeled colorway set out.
Five stages, each one a deployed subsystem — not a roadmap slide.
01
Ingest & Isolate
birefnetUpload a standard flat-lay or mannequin shot. birefnet runs silently and performs high-precision background removal — your garment becomes a clean digital asset, edges intact, no clipping-path contractor in the loop.
02
Cast Rights-Cleared Talent
Gate 1 · VoiceIDVaultYou don't dress a random AI face. You cast a real, rights-managed model from partner agencies. Casting pings VoiceIDVault to verify her biometric consent token — you hold the commercial license before a single pixel renders.
03
Lock the DNA
MIRE · 7-layer profileThe MIRE sub-engine locks environment, light, and pose as a rigid constraint. Across every colorway, the model's stance and your studio background stay identical — the aesthetic cannot drift between shots.
04
Virtual Try-On
HY-WU + Layer-4 Garment LockThe HY-WU try-on engine drapes your extracted garment onto the model while IP-Adapter holds her face identical to her portfolio. The Layer-4 Garment Lock write-protects the product's structural geometry — the AI never invents seams, straps, or fabric details that don't exist.
05
Voice-Directed Colorways
FireRed semantic editSay “change the bikini to navy blue.” FireRed performs a semantic edit: the fabric color changes, the locked geometry and the locked scene don't. No re-render, no drift — three colorways, one shoot, seconds apart.
04 · One Sentence Per Colorway
The second and third colors cost a sentence, not a shoot.
The first render establishes the scene. Every colorway after it is a semantic edit against locked geometry — the model, the light, and the product's structure are carried over exactly. Your SKU set stays visually identical where it must, and changes only where you said.
voicebar · update intent
you › “Change the bikini to navy blue.”
intent: UPDATE → engine: fire-red
layer-4 lock: geometry preserved
mire profile: scene + pose held
✓ colorway 2 of 3 — no re-render of model or scene
05 · Delivery
Exported for e-commerce.
Provenance in every file.
Approve the set and the Delivery Engine packages it on the eCommerce preset — while Gate 4 fires the royalty event that pays the talent whose likeness sold your product.
Channel-ready files
Standard crop ratios, clean white background on request, web-optimized 72 DPI sRGB — named and filed for direct Shopify or Zalando upload.
XMP birth certificate
Every deliverable carries immutable provenance metadata: which model, which consent token, which approval — embedded in the file itself.
Talent gets paid
Hitting Approve fires a royalty event to the talent ledger. Rights-managed means compensated — and your certificate proves it.
| Crop ratios | Standard e-commerce presets per channel |
| Background | Clean white on request — preset, not Photoshop |
| Files | Web-optimized 72 DPI sRGB |
| Provenance | Immutable XMP birth certificate in every file |
| Compensation | Gate-4 approval fires the talent royalty event |
| Destination | Named, filed, ready for Shopify / Zalando upload |
Restyle a production
Shot one story?
You shot every collection.
Upload a scene from a production you own the rights to, and the engine re-dresses the model in any garment from your collection — same light, same pose, same story. Rights attestation is enforced server-side before a single frame renders, and it's stamped into the file's provenance.
45 credits per scene
One flat rate to restyle an owned scene with a new garment — colorways from there at 20 credits each.
Owner-verified, always
You attest ownership when the scene enters your library, and the server re-checks it at render time. No attestation, no render — a hard 403, not a checkbox.
Talent stays paid
If the original shoot used licensed talent, approval fires their royalty event just like a fresh production. Restyling never bypasses the people in the picture.
Three Steps To Your First Set
You've seen it work.
Now price it and start.
Step 1 · Done
See the sample
The blazer above traveled flat-lay → model → colorway on our production engines. That's the functionality you're buying.
Step 2
Price your collection
Set your SKU count and colorways, compare against what a shot costs you today — credits, euros, and CO₂e.
Open the calculatorStep 3
Create your studio
Free account, guided setup, credits when you're ready. Your first flat-lay can be in production this afternoon.
Sign up freePrefer us to run the first one? Send one flat-lay and get back a modeled colorway set — cutout, casting, try-on, delivery included.
Start the pilotVoiceCosmos — Design Director
Tap to speak