AI media for e-commerce and retail. Turn one product image into a complete catalog of content.
Create product imagery, lifestyle visuals and video across your catalog without rebuilding the production process for every SKU.

Trusted by teams building with AI
Built for catalogs at scale.
ScaleCreate across your entire catalog.
Run repeatable workflows across products instead of producing each image individually.
AccuracyKeep products accurate.
Use product references throughout the workflow to maintain the product's visual identity.
ChannelsCreate for every channel.
Generate the formats and variations you need across product pages, campaigns and social.
What you can create. Input in, output out.
Product imagery
Turn a product photo into polished product visuals.
Backgrounds
Place products in new settings, seasons and campaigns.
Lifestyle imagery
Show products in realistic environments.
Product video
Turn still product imagery into short-form video.
Batch production
Apply repeatable workflows across a catalog.
How it works. From product to content, across your whole catalog.
- Reference · Style

- Reference · Casting

- Product photo

- Campaign shot

- 01
Input.Start with your product image or reference.
- 02
Build.Define the look, setting and output you need.
- 03
Produce.Generate product imagery and variations across your catalog.
Built for retail workflows. Everything your catalog needs to go from product photo to published content, in one platform.

Create repeatable production pipelines across products.
Build the look once and run it for every SKU.
Choose the capabilities that fit the visual output you need.
Switch models without rebuilding your pipeline.
Connect image generation directly to your catalog or commerce platform.
Generate content where your products already live.
Create product video alongside still imagery.
Turn the same product into short-form video.
Who it’s for. Teams with more SKUs than photoshoots.
Get started for free
Online storesLarge catalogs that need regular visual updates.
Marketplace sellersTeams producing product content at volume.
Retail brandsBrands creating catalog and campaign content.
Built for production.
From your first workflow to production at scale, each::labs gives your team the infrastructure and support to run AI media reliably.

Production workflows with routing and fallback, planned around your peak demand.
Controls and documentation for your team’s review.
Track usage, errors and workflow performance.
Work directly with the each::labs team as your production needs grow.
Questions retail teams ask
The short answers. For anything specific to your catalog, talk to the people who build the platform.
Yes. Build the workflow once, then run it across every product in your catalog through the API or in batches, with the same look applied to each SKU.
Your product photo is the reference in every step, so the product keeps its shape, color and details while the setting changes. Save the prompts that work in a workflow so every SKU gets the same treatment.
Yes. Send one product image through parallel branches in a workflow, each with its own background, season or style, and get every variation back from a single call.
Product images, lifestyle scenes and short product videos, in the aspect ratios each channel needs. Generate square images for product pages and vertical video for social, or reframe one video for every placement.
See a model's cost estimate before you run it and the actual cost of every run. Choose the model that fits each job, track spend per workflow and set spending alerts so catalog runs stay predictable.
Yes. Trigger workflows from your catalog or commerce platform through the API, or fetch product data with an HTTP step, and get each result back by webhook when it is ready.









