Fashion automation

Fashion image automation for catalog teams

Move from one-off edits to a repeatable production workflow. Convert flat-lays into on-model shots, reuse model directions, swap models, and prepare visuals for PDPs, marketplaces, and campaigns.

Generate freeSee workflow
Flat-lay inputFlat-lay input
On-model outputOn-model output
Model swapModel swap
Edit passEdit pass
Catalog systemCatalog system
Workflow-firstFlat-lay, try-on, swap, crop, and publish
Team-readyRepeatable rules for catalog and content teams
Scale-fitUseful for drops, back catalogs, and seasonal refreshes
Industry fit

Build a repeatable fashion content pipeline

Fashion teams need more than a single generated image. They need a system that can take messy product inputs, choose the right image treatment, create on-model results, and keep the output consistent enough for real catalog operations.

Launch on-model photos from product inputs
Launch on-model photos from product inputs
Flat-lay to model

Launch on-model photos from product inputs

Turn flat-lays, hanger shots, and ghost-mannequin images into realistic model photos without waiting for a studio shoot.

  • Use product photos as the source of truth
  • Control model, pose, background, and framing
  • Create PDP, marketplace, and catalog assets from one workflow
Reuse the same product across more audiences
Reuse the same product across more audiences
Model swap

Reuse the same product across more audiences

Adapt imagery for markets, campaigns, and customer segments by changing the model while preserving the garment.

  • Change model identity while keeping the product intact
  • Localize catalog visuals for different audiences
  • Avoid reshooting every SKU for every campaign
Create rules that keep output consistent
Create rules that keep output consistent
Catalog production

Create rules that keep output consistent

Combine image generation with catalog rules so every output has the right crop, model style, background, and channel fit.

  • Standardize image style across categories
  • Create repeatable outputs for new drops
  • Support ecommerce, marketplaces, and ads from the same asset base

Choose the scene behind the workflow

Each industry page maps the same AI model engine to a different production job.

Flat-lay to model
Flat-lay to modelA product input becomes a realistic on-model image.

Related workflows

Move from industry strategy to the exact product, platform, or tool page.

Flat-lay to on-model

Flat-lay to on-model

The core automation step for product inputs.

Model swap

Model swap

Change the model while keeping the garment intact.

Virtual try-on

Virtual try-on

Dress a model in catalog garments.

Workflow comparison

Workflow comparison

Choose the right AI image processing path.
Start with one automated fashion image workflow

Start with one automated fashion image workflow

Upload a garment photo and create your first on-model output before you scale the process.

Generate free

FAQ

What parts of fashion image production can be automated?+

Flat-lay to on-model generation, virtual try-on, model swap, background choices, crop direction, and channel-specific image preparation can all become repeatable workflows.

Can this support catalog teams, not just solo sellers?+

Yes. The pages and tools are designed around repeatable catalog needs: consistent models, product fidelity, category-level rules, and fast refresh cycles.

Does automation replace product photography?+

It can replace many repetitive product image tasks, but brands can still use original photography for hero campaigns and use AI generation to expand PDP and catalog coverage.