AI for ecommerce sellers: which model fits which listing task — tested on one product

Roundups of “30 AI tools for sellers” list services but don’t show which one handles a specific listing image best. We started from the task instead: we took one product — a serum bottle shot on a phone in a bathroom — and turned it into a hero shot, an infographic, a photo with a person and a seasonal background. We sent the same infographic prompt to three models to compare the results side by side. This article covers visuals only: descriptions and review replies are a job for text models and a separate topic.

1. Which seller tasks AI can handle

Task	What you get	Which model
Hero shot	the product on white from an amateur snapshot	Nano Banana 2, for complex backgrounds Nano Banana Pro
Infographics and dimensions	a slide with a headline, benefits, dimension lines	GPT Image 2.5
Product in an interior	the product in use at home, in an office, outdoors	Nano Banana 2
Product on a person, try-on	clothes on a model, cosmetics in hand, scale	Nano Banana Pro
Backgrounds and seasonal sets	the same product in a holiday, summer or sale setting	Seedream
Exact brand colors	a background or labels strictly in brand colors by hex code	FLUX
Video cover	a short clip from the hero shot	Kling, Veo 3.1, Seedance

Every task in the table follows the same pattern: the product photo as a reference, a line saying “keep the product exactly as is”, and a description of one slide. Ready-made prompts for each slide are in our AI product photography prompts. A step-by-step test that turns one lamp photo into a full set of slides is in the guide to AI product images for ecommerce.

2. Best AI for listing images: one prompt, three models

We sent one infographic prompt — the bottle, the headline «Сыворотка с витамином C» (“Vitamin C serum”) and three benefits with icons — to GPT Image 2.5, Nano Banana 2 and Seedream 5.0 Pro, with the same reference photo.

	GPT Image 2.5	Nano Banana 2	Seedream 5.0 Pro
Russian text	no errors	no errors	no errors
Extra elements	none	copied the «» quotes from the prompt into the headline	none
Layout	dense, large bold font, icons in circles	large icons, text below them	thin font, lots of white space
Bottle	matches the original	matches	matches
Readability as a thumbnail	best	good	weaker: the thin font gets lost on a phone

Our takeaway: in 2026 all three models handle Cyrillic text, and the difference is in the details. GPT Image 2.5 follows text instructions most precisely and produces the layout that sells best. Nano Banana 2 got the text right but took the quotes literally, so that slide would need a rerun. Seedream is neat, but its small font is too weak for a marketplace.

Results from our tests on the other tasks:

Model	Strongest at	Weak spot
GPT Image 2.5	infographics, dimensions, any lettering	overkill for photos without text
Nano Banana 2	hero shot, interiors, details — fast and faithful to the reference	may keep the old background if the instruction is too soft
Nano Banana Pro	people, hands, try-on, complex product cutouts	a simpler model will do for basic slides
Seedream 5.0 Pro	backgrounds and series in one style	small text is harder to read
FLUX.2	exact brand colors by hex	text and people aren’t its strength
Kling, Veo 3.1, Seedance	a video cover from the hero shot	the product may warp if it rotates

3. Dedicated listing tools or general-purpose models

Dedicated listing tools wrap generation in buttons: upload a photo, pick a template, get a set of slides. That’s fast, but under the hood they run the same models, and you usually can’t choose which one works best for a given slide.

General-purpose models need a prompt, but in return you get:

• a model per slide — text in GPT Image, people in Nano Banana Pro, backgrounds in Seedream;
• any style — you aren’t limited to a set of templates;
• iterative edits — “move the headline down” without regenerating the whole slide;
• video in the same place — the video cover is made from the finished photo in the same generator.

If you have many similar listings, templates save time. If quality and a recognizable style matter, use the models directly. You write the prompt once and then change one line for each new product.

4. Marketplace image rules: what Ozon and Yandex Market require

The AI is the same for any platform; what changes is the aspect ratio and the rules for text on images. As an example, here’s what two of Russia’s largest marketplaces say in their official help pages:

	Ozon	Yandex Market
Aspect ratio	vertical 3:4 in all categories	photos are fitted to 3×4 in the storefront
Resolution	clothing, shoes, accessories — from 900 × 1200 px	from 300 × 300 px
File	up to 10 MB, JPEG, PNG, HEIC, WEBP	up to 10 MB, JPG, PNG, HEIC, WEBP
Background	—	white or transparent preferred

Wildberries. Photo requirements are in the seller dashboard help — check the format and minimum size there before generating a series. State the format explicitly in the prompt: “vertical 3:4” or whatever the platform requires.

Yandex Market specifically bans price tags, discounts, store or marketplace logos, watermarks, contact details, links and delivery information on photos. The on-image text can’t say “best”, “perfect”, “original” or make comparisons like “alternative to”. State benefits as facts — “30 ml”, not “The best serum”.

Avito is a classifieds site, not a marketplace storefront: the photo must show the product itself and match the description. Check the format and size in Avito’s help; here AI is most useful for a clean hero shot and a scene of use.

5. AI for Amazon, AliExpress, Kaspi and other marketplaces

The models aren’t tied to a country: the same bottle for Amazon, AliExpress, Kaspi or Uzum is made with the same prompts. Three things differ:

1. Aspect ratio and image size — every platform has its own, listed in its seller help. Set the ratio right in the prompt.
2. Language of the text. Write on-slide text in the buyer’s language and in quotes. GPT Image 2.5 and Nano Banana render lettering in many languages, not just English.
3. Rules for text and backgrounds. Requirements for the main image, watermarks and on-image text vary between platforms — check them before generating a series, not after.

If you sell on several platforms at once, make one series of slides and change only the aspect ratio and the language of the text: the product, scene and style stay the same.

6. Free AI for ecommerce sellers: what’s realistic

Quality models don’t run fully free and unlimited: generation costs money on the developer’s side. Realistic options:

• starter credits — AI2Face gives them after sign-up, enough for a few slides of your product;
• check before paying — the cost of each generation is shown before you run it, and credits from packs don’t expire;
• save on iterations — edit a finished slide with one sentence instead of generating it again.

7. How to make a listing image with AI: 5 steps

1. Photograph the product with your phone in daylight. The background doesn’t matter — the AI will remove it — but the product must be sharp and fully in frame.
2. Make the hero shot — “cut out the product, place it on a clean white background, remove everything else”.
3. Add an infographic in GPT Image 2.5: a headline and 3–4 benefits of 2–4 words each, all in quotes.
4. Show the product in real life — an interior in Nano Banana 2, a person with the product in Nano Banana Pro, a seasonal background in Seedream.
5. Check every slide — shape, color, text, numbers — and match the format to the platform’s requirements.

8. Limitations and risks

• The product changes unless you forbid it. Without a line like “keep exactly: shape, color, details”, models “improve” the product.
• Details get invented. Mechanisms, labels and textures may be redrawn the model’s way — compare against the real product.
• Numbers must be yours. The AI doesn’t know the volume, dimensions or ingredients and will write anything.
• Platform moderation. A slide with banned elements — a price tag, someone else’s logo, the word “best” — won’t pass Yandex Market’s review, however good the generation.
• People. For shots with a person, use models that draw hands and faces well, and check the fingers.

Bottom line

The best AI for ecommerce sellers isn’t one model but a toolkit split by task: GPT Image 2.5 for infographics and any text, Nano Banana 2 for the hero shot and interiors, Nano Banana Pro for people and complex cutouts, Seedream for backgrounds, FLUX for exact brand colors, Kling or Veo 3.1 for a video cover. In our test all three models rendered Cyrillic without errors, but GPT Image 2.5 produced the best marketplace layout. Dedicated tools are handy for a stream of similar listings; models used directly win when quality and your own style matter. In AI2Face all these models live in one generator: the cost is shown before each run, and the starter credits are enough to test the whole toolkit on your own product.