Seedance 2.5 from ByteDance is officially available on Apiframe.

Studio product shots,
without the studio

Turn a single product photo into an entire catalog of on-brand imagery. New backgrounds, angles, lighting, and seasonal scenes, generated on demand through one API.

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image
AI-generated product photo of an amber glass serum bottle on a dark slate plinth Studio
amber glass serum bottle with a blank cream label on a dark slate plinth, charcoal seamless backdrop, single soft key light from the right

Photoshoots don't scale. Your catalog does.

Booking studios, stylists, and reshoots for every SKU, season, and marketplace is slow and expensive. With Apiframe you send a product image and a prompt and get back publish-ready shots in any setting, so your catalog keeps up with your merchandising, not the other way around.

Any scene, on brand

Place products in lifestyle scenes, on seamless backdrops, or in seasonal sets while keeping the item true to source.

Every marketplace size

Render each shot in the exact aspect ratios your storefronts, ads, and email need in a single batch.

Consistent lighting

Lock a look across a whole line so your PDPs feel like one cohesive shoot.

Minutes, not weeks

Skip studio bookings and reshoots. Iterate on a background the moment marketing asks for it.

The recipe

One request runs it

Send a single call and receive a job. Poll it or catch it on your webhook. The response shape is identical across every model.

Recommended models

Midjourney logo Midjourney GPT Image 2 logo GPT Image 2 FLUX 2 Pro logo FLUX 2 Pro
POST /v2/images/generate 
{
  "model": "gpt-image-2",
  "image": "sku_884.png",
  "prompt": "on white marble, morning window light"
}

How it works

1

Send the product

POST the SKU image and a prompt describing the scene you want.

2

Pick your models

Route to Midjourney, GPT Image 2, or FLUX per look. Same request shape.

3

Receive publish-ready shots

Get finished images on your webhook, sized for every placement.

See what you can make

Browse all models
Amber serum bottle on a sandstone pedestal against a warm grey seamless backdrop Seamless
the same amber serum bottle on a warm grey seamless backdrop, sandstone pedestal, soft directional daylight, clean e-commerce packshot
Amber serum bottle on a white marble vanity beside a folded linen towel Marble vanity
the same amber serum bottle on a white marble vanity, folded linen towel behind it, morning window light, soft shadows
Amber serum bottle on a wet granite slab under cool blue lighting Wet stone
the same amber serum bottle on a wet granite slab, water droplets, cool blue spa lighting, faint mist in the background
Amber serum bottle resting on dried autumn leaves and cinnamon bark Autumn set
the same amber serum bottle on dried autumn leaves and cinnamon bark, warm amber key light, long soft shadow
Amber serum bottle on a frosted stone tile in snow with a pine sprig Winter set
the same amber serum bottle on a frosted stone tile in fresh snow, single pine sprig, deep midnight blue background, winter campaign
Amber serum bottle on woven linen next to a eucalyptus sprig in hard sunlight Linen set
the same amber serum bottle on woven natural linen, eucalyptus sprig to the left, hard afternoon sun and a graphic shadow

Frequently asked questions

Can I keep the product looking exactly like the original?

Yes. Pass your product image as a reference so the generated scenes preserve the item while changing only the setting, lighting, and composition.

Which models are best for product shots?

GPT Image 2 and FLUX 2 Pro excel at photorealistic, controllable scenes; Midjourney is great for editorial, stylized looks. You can route per shot without changing your integration.

Can I generate every marketplace size at once?

Yes. Request multiple aspect ratios in a batch and receive each variant back on your webhook.

Related use cases

image video

Ad creative

One brief in, a full campaign out. Generate on-brand statics and spots in every placement size, then keep only what converts.

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image

Thumbnails

Legible text, bold composition, high click-through. Render title cards and cover art for every upload the moment it's published.

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image video music

In-app generation

Put the whole catalog behind your own UI. Users pick a model and prompt; your webhook receives the finished media. No queues to run, no GPUs to babysit.

Explore

Power your next AI product with Apiframe.

Instant access to 70+ media models through a single API. Start free and scale when you're ready.

Get API Key Talk to sales