Solutions · Luxury brands

Generate on-model photos under your own art direction

Use Uwear MCP to prepare a Product page set pilot from garment photos. Reuse your art direction and send result URLs to your brand team before publishing.

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Model wearing a suede zip jacket, full-body front on the Pure White studio, generated with nano-banana-pro through the Product page set template
Front hero from the Product page set template: suede jacket on the Pure White studio, generated with nano-banana-pro through the Uwear MCP.

Who this is for

For fashion houses with owned channels and selected retail partners. Collection, style and creative usage determine the image brief; financial scale does not measure photo volume.[1][2][3]

Who this is for
OperatorPublished context and limits
BurberryIts 2025/26 report describes an outerwear and scarf focus with retail and wholesale distribution.[1]
Prada GroupIts group profile describes owned operations and selective wholesale. Group figures do not count Prada-brand products.[2]
Louis VuittonLVMH lists Louis Vuitton among its Fashion & Leather Goods houses.[3]

How teams produce photos today

  1. Coordinate capture and brand review

    Photoroom’s Palm Angels case describes models, stylists, studio coordination and post-production, followed by a capsule PDP project using product files and brand guidelines.[4]

  2. Separate catalog and campaign production

    Spring Studios offers ecommerce, stills, video, creative retouching and AI work. No representative luxury PDP unit cost was established in this research.[5]

Where the images must land

Where the images must land
SpecificationRequirement or guidance
Owned product pagesThe Palm Angels case identifies PDP delivery. Proposed workflow: your brand team reviews master assets before your own system publishes them.[4]
Zalando designer profileJPEG portrait images have a designer-brand minimum of 1800 × 2600 px. Check partner backgrounds, category views and AI provenance separately from brand approval.[7]
JOOR Lite exampleJPEG/PNG product images use style, color and order naming with a shared-folder link. This is a destination example, not proof that the named houses use JOOR.[8]

Assistant workflow

How do you run this from your assistant?

Proposed workflow: your assistant runs Uwear MCP; your own systems handle asset matching, destination checks and publishing.[13]

  1. Prepare the brand’s garment references

    Supply source views, your chosen avatar and approved art direction. Ask the assistant to identify missing views and focus review on texture, hardware, prints and silhouette.[13]

  2. Approve the Product page set brief

    Load Product page set on Pure White with the AI reviewer on. Review the chosen avatar, saved art direction and cost in credits before generation. The template makes front, upper-body and back photos plus a 360 video per garment.[13]

  3. Send URLs for brand approval

    Your team owns the publishing decision and partner exports. Request Instagram drop separately if an approved lifestyle capsule needs three lifestyle photos and a clip per garment.[13]

Model wearing the same suede zip jacket, full-body back camera edit on the Pure White studio, generated with nano-banana-pro through the Product page set template
Back view from the same Product page set run: a camera edit of the front hero, so the model, light, and studio carry over. Generated with nano-banana-pro through the Uwear MCP.

Run it from your assistant

Run this photoshoot from your AI assistant with a Uwear template.

Connect the Uwear MCP server to ChatGPT, Claude, or Codex and ask for the Product page set template. It is a batch workflow that runs once per garment: front, upper-body, and back product-page shots on a white studio background, plus a 360-degree video, from one garment photo. Any Uwear account can load it by name, and the assistant shows a costed brief in credits before generation starts.

Proposed prompt: adapt the supplied identifiers and destination checks to your own systems. A delivery manifest is a workflow request, not a native publishing connector.

Copy this prompt into your assistant

Use the Uwear MCP to prepare Product page set for the supplied capsule. Use our selected avatar and approved art direction. Ask for missing product views before drafting. Show the costed brief and wait for approval. Enable automatic QA with retries, paying attention to fabric texture, hardware, prints and silhouette. Return result URLs by style and view for our brand team's review. Prepare a separate Instagram drop brief for lifestyle use only after we approve the PDP direction. Use the Pure White studio setup with nano-banana-pro and turn the AI reviewer on. Keep any delivery manifest in our own workflow; do not publish yet.

Set up the MCP server

What one run does, per garment

  1. Generate the front hero

    One full-body front photo of the garment on the template model, in the Basic white photoshoot art direction on the Pure White studio location.

  2. Edit to the upper-body crop

    A camera edit that reframes the front result to an upper-body front frame instead of generating a new image, so the crop comes from the same session as the hero.

  3. Edit to the back view

    A second camera edit of the front result to a full-body back frame, so the product page gets the back of the garment from the same session.

  4. Render the 360 turn

    A 5-second Kling 3 Pro video from the front photo: the model turns a slow, full 360 degrees in place, garment readable throughout.

Outputs per garment

  • Full-body front photo, 2K, 2:3
  • Upper-body front photo, 2K, 2:3
  • Full-body back photo, 2K, 2:3
  • 5-second 360-degree video

The setup the template pins

Template kind
Batch workflow: runs once per garment row
System key
demo_full_pdp_test_white_studio
Art direction
Basic white photoshoot (system art direction)
Location
Pure White (system studio location)
Model
The Uwear system model by default; the assistant can swap in one of your saved models when it proposes the brief
Image model
nano-banana-pro, 2K, 2:3
Video model
Kling 3 Pro, 5 seconds
QA
Optional. With the AI reviewer on, each result is checked against the source product photo and flagged results are retried
Approval
The assistant shows a costed brief in credits before anything generates

Pure automation

Run it without an assistant

  1. Run asynchronous generation

    Use REST jobs with polling or webhook callbacks. Production Automation can instead start from garment-processed, tag-added or outfit-created events, with published versions, idempotent runs and upfront credit reservation.[13]

  2. Deliver through your brand’s asset system

    Your service sends result URLs to the brand’s review and DAM or commerce workflow. Brand approval does not establish partner acceptance, and no native DAM connector is assumed.[7][13]

Tools that target this operator

Documented features from the linked sources. These are not independent quality tests.

  • Photoroom

    Its Palm Angels case documents a luxury/streetwear PDP project. A fit for teams seeking a named capsule example; the reported delivery time is specific to that case.[4]

  • Rawshot

    Markets luxury imagery and creative controls. A fit for evaluating model and detail adjustment tools; the cited page’s claims are vendor descriptions, not tested results.[9]

  • Browzwear / Lalaland

    Shows digital garments on generated avatars through VStitcher. A fit for teams already working with 3D garments, a different input path from product photos.[12]

Frequently asked questions

Yes. Connect Uwear MCP to a supported assistant, supply actual garment photos, and request a costed Product page set proposal. Approve the brief before generation. Uwear returns result URLs; delivery to your catalog needs your own tools and permissions.[13]

Start with a small PDP pilot and supplied detail views. The AI reviewer compares results with those photos and retries flagged results when on. Your brand team decides whether the outputs meet its publishing standard; no fidelity or approval rate is promised.[13]

Reuse saved art direction for the product pilot. Instagram drop is a separate option for three lifestyle photos and a clip per garment after you approve the direction. It is not an unrestricted bespoke campaign service.[13]

Uwear uses credits at $0.10 per credit; see /models for model rates. The assistant shows a costed brief before generation. QA is automatic and toggleable: when on, an AI reviewer compares results with source photos and retries flagged results.[13]

Yes. Studio is the manual path: select the garment photos and generation setup, then download the results. Your team checks destination rules and uploads the files with its own catalog tools.[13]

Research

Sources and access dates

  1. [1]
  2. [2]
  3. [3]
  4. [4]
  5. [5]
  6. [7]
  7. [8]
  8. [9]
  9. [12]
  10. [13]

Next step

Connect your catalog to Uwear.

Start with an assistant-led test, then build the API delivery your catalog needs.

Get a demoSet up Uwear MCP