Which AI image model makes the best product shot on white
A product on white is the most common commercial image and the least forgiving of invention. We asked 36 models for the same dripper and compared lighting, shadow and whether the object stayed the object. The grid includes the September 18 additions; each model page dates its own run.
Anvisha Pai, Co-founder & CEO, Voyager
What the side-by-side shows
GPT Image 2.5 Sunburst and Flare produce the most catalogue-ready shots: ribbed body, handle, clean contact shadow. Nano Banana Pro, Seedream 4.5 and FLUX.2 Max are all usable straight out. The redesigns are the story: Recraft V4.1 put a stick handle on top, Seedream 5.0 Pro cut a hole through the base, FLUX.2 Pro rendered the object tiny in the frame, Ideogram 4.0 went glossy and dark, and Grok Imagine 2.0 dropped the base entirely. Of the 22 October additions, Krea 3's ribbed dripper with a handle is catalogue-ready; Seedream 5.0 Flash drew a footed bowl with slots cut through it, Muse Image a cone balanced on its spout, and MAI-Image-2.5 Pro filled its cone with a paper filter and coffee grounds. Ideogram Vector makes a flat illustration with a handle, not the requested photograph. Grok Imagine Pro's historical shot was also usable, but Pro retired on 2 November 2026 and is no longer a pick.
- 1.GPT Image 2.5 Sunburst catalogue lighting, a handle and a clean contact shadow.
- 2.GPT Image 2.5 Flare the same shot from the faster OpenAI tier.
- 3.Nano Banana Pro clean, matte and correctly proportioned.
- 4.Seedream 4.5 a believable studio shot with soft shadow.
- 5.Krea 3 a ribbed dripper with handle and base, lit for a catalogue.
Every image model on this prompt, 35 pictures
One try each, nothing re-rolled or retouched, generated by us. Ranked models come first; the rest follow in family order. Open a model for the rest of its set.
›The prompt every model got
Studio product photograph of a matte black ceramic pour-over coffee dripper on a seamless white background, soft top light, subtle contact shadow, centred, catalogue style.
Catalogue lighting, a clean seamless background and a believable contact shadow.
catalogue lighting, a handle and a clean contact shadow.
the same shot from the faster OpenAI tier.
clean, matte and correctly proportioned.
a believable studio shot with soft shadow.
a ribbed dripper with handle and base, lit for a catalogue.
The other prompts
- Which AI image model holds an art style
- Which AI image model handles a busy scene best
- Which AI image model draws an accurate chart
- Which AI image model edits a picture best
- Which AI image model does faces and hands best
- Which AI image model makes the best food photo
- Which AI image model follows a hard composition
- Which AI image model makes the best infographic
- Which AI image model makes the best logo
- Which AI image model renders text best
- Which AI image model makes the best wide banner
Frequently asked questions
Which AI is best for product photography?
On a plain object on white, GPT Image 2.5 in both tiers, Nano Banana Pro and Seedream 4.5 gave catalogue-grade results. The risk with any model is a redesigned product; check handles, bases and proportions before shipping.
Voyager
Run supported models inside Voyager
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