E-Commerce · Virtual Try-On
Your knitwear flat-lays.
Every colourway, in seconds.
Stop shooting every colourway. Send us a knitwear flat-lay and the engine returns four views and three colourways, with 66.7–67.1% of the frame byte-identical across every pair. The model in our demo is generated. Where a campaign uses a real person, consent is enforced at the database — and today that ledger holds no rows, because no client campaign has run through it.
01 · Your Sector
Six paths, because the
hard problem differs.
Sectors
A house is not one business. The path from a photograph to a finished page differs by division, because the hard problem does — and we say which of them we have run.
Fashion & Leather Goods
The hard problem is the person: try-on engines quietly reshape the body they were given.
- Steps
- 9
- Per style
- 475 credits
- State
- Run end to end
Where it breaks — A ghost shot is enough, and a garment crumpled flat on a table is not — the drape has to be readable. HARDWARE AND MARKS ARE THE REAL FILTER: knit, drape, colour and length carry across, but a zip, a button or an embroidered logo does not — it is redrawn as an approximation. Compositing the real mark back over the render would fix it and is NOT BUILT, so today a style carrying a mark is not a candidate.
Every step in this sector02 · Two Pillars
Photographed and generated,
on one rail.
A house is not choosing between them. It keeps the shoot where its identity lives and hands over the volume that never justified a studio day — and the production sheet does not care which seat is which.
A real model, a real shoot — extended.
You cast the model, book the photographer and shoot the campaign the way you always have. The register that comes off that day is then held across everything that follows: the other colourways, the other styles, the other channels. The shoot is not replaced. It stops being repeated forty times.
- You bring
- Your session, your model, your photographer.
- We add
- Every variant afterwards, holding the register the shoot set.
Most houses run both, and the production sheet does not care which. Every seat on it — photographer, model, stylist, retoucher — is filled by a person you booked or a step we ran, and carries the same booking, licence, credit and payment either way.
Under both
Motion comes off either pillar once a frame is approved — the turn that yields four product views, the push that yields the macro, and the cut that becomes the spot. It is not a separate commission.
03 · Fashion & Leather Goods
One product photograph in.
A finished product page out.
One sector, shown in full. The render beside the flat shot came from that file — models wearing a garment they never wore, every colourway in the range, and the same person in more than one mood, from sessions that already existed. Nothing was reshot and nothing was cast for it.
What you send
One flat product shot. The file already sitting on your server — nothing to ship, nothing to schedule.
Cable structure, length, colour and drape carry across. Hardware and embroidered marks do not: a chest logo comes back as an approximation of itself, and rib detail shifts. Compositing the real mark back over the render is the fix and it is not built, so a garment carrying a mark is not a candidate today.
What comes back — From that file
the flat-lay on the left, dressed
Every colourway, from that same photograph
A single style can consume twenty to fifty assets once every colour needs its own set. Those are generated, not reshot — the cable structure, the zip, the ribbing and the embroidery carry across unchanged.
Navy
the input
Burgundy
recoloured
Camel
recoloured
Garment lock
The product's geometry is write-protected while the scene is generated around it. No invented seams, no drifted buttons, no borrowed detail — the customer receives what the photograph showed.
Model lock
Try-on engines quietly reshape the person to fit the garment — we measured one returning a model nineteen percent narrower in the shoulders. Here the silhouette is taken from the photograph itself, so the build, the pose and the face are the model's own.
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 constrains the product's structural geometry: engineered so generation does not invent seams, straps, or fabric details, with human review on every delivery.
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.
This is the live application
Every frame below is a screenshot of the production platform: the same screens you work in from day one of a pilot.
Your workspace
Log in and land in your studio workspace: credits, projects, and every module in one place.
Brief the job
Brief a catalog job in minutes: client, shoot code, crew roles, production mode.
The pipeline runs
Follow the production node by node: casting gate, garment lock, consistency checks, credit and CO₂e gauge live.
Your client signs off
Send one link: your client reviews the set and pins notes directly on the images, no account needed.
What producing your catalog costs
Set your SKU count and colorways: the estimate quotes the exact credit prices checkout charges.
65 credits dress the first render per product; each additional colorway is a 20-credit semantic edit on the locked scene.
Finished images
30
Credits needed
1.050
Your cost
€147
Per image
€4,9
Covered by 3× 500-credit pack. Packs never expire; prices are the same constants checkout charges.
Compare against your current shoot costs04 · 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 |
One frame, every variation
Approve one shot.
The rest are minutes away.
Every image below was produced by the platform from the single frame on the left: no reshoot, no retouching contractor. Accessories on, colour changed, turned around, re-lit — the model and the garment hold.
The approved shot
Styling pass
Colorway
Back view
New mood
In motion
This is what you get — walk it before you commit.
The screens below are the real application: pick a workflow, dress and vary your collection, follow every production to its signed-off, receipted delivery.
Pick your workflow
Dress, vary, publish
Delivered & receipted
Then make it move
Your catalog sells the product.
Motion sells the story.
The approved units you just produced are the raw material for social: the VID wing turns them into short scenario clips — storyboarded, cut, and formatted for Reels, TikTok, and Shorts — under the same locked look and the same licenses. Available as a pilot add-on; ask for the video lane when you book.
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 pilotTwo different products
Generators make content.
A production rail makes it safe to publish.
Self-serve AI generators
- Upload → select → generate, in minutes — genuinely fast for low-stakes SKU tests.
- Output rights granted; clearing garment, logo, and likeness rights stays your liability.
- No consent gate, no royalty trail, no named human review.
- Drape and fit are what the model guessed.
Studio Munich — the production rail
- Consent verified before generation — no active license, no render.
- Rights ship inside the asset: XMP passport, royalty event at approval, verifiable CO₂e certificate.
- Human art-director gate on every delivery — nothing ships unseen.
- Garment geometry write-protected. A pattern file is read in your browser — pieces, geometry, cut area — but that geometry does not yet constrain a render, and we say so rather than let it be assumed.
VoiceCosmos — Design Director
Tap to speak