What E-commerce Imagery Demands
Online stores need a lot of images, fast: clean product shots, background swaps, lifestyle scenes, size/color variants, and legible on-image text for badges and packaging — often across languages and marketplaces. Cost per image matters because catalogs are large. Here's how to match model to task. All are on LinkModel under one key.
Best by Task
- Bulk product generation / variants → Seedream. Cheapest premium option (~$0.0675–0.135/image), strong prompt following, batch up to 6/request, and separable-layer editing to swap colors or backgrounds without regenerating. Best for large catalogs.
- Background swap / precise edits → Seedream 5.0 Pro (region-precise editing) or GPT Image 2 (high-fidelity instruction edits). Keep the product, change the scene.
- Packaging / badges / on-image text → Nano Banana Pro (~94% text accuracy) or GPT Image 2 (near-perfect text). Multilingual detail in best multilingual image model.
- High-volume interactive (live previews) → Nano Banana 2 (fast, ~half Pro's cost).
The Catalog Cost Math
Say you generate 5,000 product images a month. At bulk pricing that's roughly:
| Model | ~Per image | ~5,000 images |
|---|---|---|
| Seedream (1K–1.5K) | ~$0.0675 | ~$340 |
| Nano Banana 2 (1K) | ~$0.067 | ~$335 |
| Nano Banana Pro (2K) | $0.134 | ~$670 |
| GPT Image 2 (med) | ~$0.05 | ~$250 |
Draft on a cheap tier, render hero/PDP images on a premium model, and use a discounted gateway (LinkModel, up to 30% below official). More in how to reduce AI API costs.
Generate a Product Shot
curl -X POST https://api.linkmodel.ai/api/v1/image-generation \
-H "Authorization: Bearer $LINKMODEL_API_KEY" -H "Content-Type: application/json" \
-d '{ "model": "seedream-5.0-pro", "prompt": "White ceramic mug on a clean white studio background, soft shadows, e-commerce product shot, 2K", "image_url": "https://your-cdn.com/mug.jpg" }'Then animate the winner into a product-motion clip — see best AI video API for ads.
Quick Picks
| Task | Model |
|---|---|
| Bulk catalog | Seedream |
| Background swap / edits | Seedream 5.0 Pro / GPT Image 2 |
| Packaging / text | Nano Banana Pro |
| Live previews | Nano Banana 2 |
Bottom Line
For e-commerce, Seedream is the value workhorse for bulk and edits, Nano Banana Pro / GPT Image 2 win on text and packaging, and Nano Banana 2 covers fast interactive use. Draft cheap, finish premium. Full field in best AI image generation APIs.
Start free with a $1 credit and generate your first product shots.