Skip to content
VITRINA.

How it works

Five steps, one guarantee

Two clicks for you; a five-step pipeline underneath, built around a single rule — the product never changes. Here's what every shot goes through before it reaches you.

Open studio

Before → After

Raw source photo of a serum bottleDelivered storefront shot of the same serum bottleBeforeAfter

The pipeline

The pipeline, step by step

  1. 01

    Upload your product

    A plain warehouse photo — any lighting. The ground truth.

    • One clean photo — any angle, any phone
    • JPG · PNG · WEBP, up to ~12 megapixels
    • Auto-classified into a photographic archetype
    Raw source

  2. 02

    Generate variants

    A subject-preserving model returns several candidates at once.

    • Four candidate shots per scene, in parallel
    • The product is preserved — only the world changes
    • About 30 seconds a shot
    Candidates
    Pastel macarons on a white marble stand

  3. 03

    Check fidelity

    Each is scored against your source — colour, structure, logos.

    • Shape, colour (ΔE) and packaging text are scored
    • Every shot compared against your original
    • Below threshold? It never reaches you
    Fidelity gate
    Gold watch coiled on black marble

  4. 04

    Re-generate failures

    Anything below threshold re-runs — on our cost, not yours.

    • Rejected shots re-render automatically
    • Text failures escalate to the text-safe tier
    • The retries are on us — never your credits
    Auto-regen
    Amber serum bottle glowing on a dark set

  5. 05

    Deliver & download

    Only passing shots reach you, metered per delivered shot.

    • Only passing shots reach your set
    • Metered per delivered shot — nothing else
    • Download singly or the whole set as a ZIP
    Delivered
    White leather sneaker over black reflective glass

The fidelity gate

Before you ever see a shot, it clears three checks

The model relights your product but is never allowed to redraw it. An automated gate proves that on every single shot — silently, every time.

Pass

Identity

Shape and structure segmented and matched against your source.

cos≥ 0.95
Pass

Colour · ΔE

Per-region CIEDE2000 delta — the exact hue, held under threshold.

≤ 2.0
Pass

Text · OCR

Every logo and label read back and matched, letter for letter.

matchOCR

Any check below threshold? The shot silently re-renders. The retries are on our cost, never yours — you’re metered only on delivered, passing shots.

The architecture

One path for a single shot — and for a whole catalog

SourceYour photo
ClassifyArchetype
RenderEdit model
ΔE GateFidelity
DeliverMetered

Batch · one SKU fans out to its shot set

Batch SKUCSV · folder
Hero
White-BG
Macro

One product, start to finish

From warehouse shelf to storefront

01

Your photo — a moka pot on a warehouse shelf

02

Pick a scene — marble, forest or café

03

Delivered — the same pot, Mediterranean morning

How it works

The product is the point

A redrawn product is worthless — the seller spots the fake in a second, and so does the customer. So every step bends to one thing: shipping your exact product, only better lit.

← Before · After →

BeforeAfterBeforeAfter

Two clicks for you

Your product, only better lit

A redrawn product is worthless — the seller spots the fake in a second, and so does the customer. So every step bends to one thing: shipping your exact product, only better lit.

colour-fidelity gate
logo & text match
0
charged for re-renders
Try it in the studio