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Runflow
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Product ImageryAd Creative

Lifestyle product imagery, no studio booking

AI Product Photography API

Place a product SKU into a lifestyle scene without a real shoot. Kitchen, desk, bathroom shelf, hand-held. Wherever your buyer would see it, the API places it there with the label legible and the geometry exact.

Launch partners get priority onboarding and credits.

In private testing

Built on Runflow’s Reference Inpainting workflow. Live shortly. Drop your email above to get notified at launch.

$3K–$15K
Avoided per shoot
Identity-preserving
Label and color stay exact
Reflection-aware
Glass, metal, screens
Coming soon
Get notified at launch

How it works

No pipeline to build, no models to configure.

1

Send a clean product image and a scene

POST a product image (typically on white) plus a reference scene image or a scene prompt.

2

AI composites with lighting matched

The pipeline segments the product, generates or selects the scene, and inpaints with lighting, shadows, and reflections matched to the new environment.

3

Get lifestyle imagery

Receive the product placed in scene with label legibility and product geometry preserved. Ready for catalog, ad creative, or organic content.

Your real product, in any scene

A generic image generator hallucinates a product. The API segments your real product image, places it in the new scene, and matches lighting, shadows, and reflections to ground it. Your label stays legible. Your color stays accurate. Your geometry stays exact.

Real product segmentation, not regeneration
Label legibility preserved under new lighting
Color and geometry stay exact

Reflective and transparent products handled

Glass, metal, screens, and transparent packaging are the failure case for vanilla scene-replacement. The pipeline regenerates reflections to match the new environment so the product reads as photographed in scene, not pasted in.

Reflection regeneration for glass, metal, screens
Transparent products keep natural transparency
Contact shadows that ground the product in scene

Replaces a $3K–$15K shoot

A real lifestyle shoot is studio booking, product styling, photographer fees, retoucher fees, and 2–4 week turnaround. The API delivers comparable assets in seconds at API pricing. Useful when reshoot economics don't work: smaller SKU sets, A/B variants, refresh cycles.

Seconds, not weeks
API pricing, not shoot pricing
Run on every SKU instead of a hero subset

Product photography for every category

If your category lives on lifestyle context, this is the layer that delivers it without a shoot.

DTC home goods

Furniture, decor, kitchenware, bath. Lifestyle context is the buying-decision asset. Generate it without scheduling a shoot every refresh.

Beauty and skincare

Bathroom shelf, vanity, hand-held shots. Beauty buyers want to see the product in their context. The API delivers that without a styling team.

Food and beverage

Kitchen counter, table setting, lifestyle hand. Food brands need scene context for ad creative and listings. Reshoots are the bottleneck.

Tech and gadgets

Desk, hand-held, in-use scenes. Tech brands run heavy lifestyle imagery. The API removes the shoot dependency.

Your data stays yours

Images are processed in isolated environments with automatic cleanup. Zero data retention by default.

SOC 2 Type II
ISO 27001· In progress (Q3 2026)
GDPR

SOC 2 Type II compliant.

AES-256 encryptionIsolated processingEU data residency available
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Frequently asked questions

Lifestyle product imagery, no studio booking.

AI Product Photography is in private testing. Drop your email and we'll notify you at launch with onboarding credits.

Launch partners get priority onboarding and credits.

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