“I want to generate product imagery”
Staged product shots, seasonal backgrounds and PDP variants generated per SKU. What matters: faithful product staging, composition that survives a listing grid, resolution for zoom, and clean cut-outs for composite layouts.
Recommended models
| Use-case score | Criteria covered | $ / image | |
|---|---|---|---|
| 1. Muse Image Best fit | 4.00 / 5 | 100% | $0.010 |
| 2. Seedream 5.0 Lite | 3.96 / 5 | 100% | $0.035 |
| 3. Nano Banana 2 Lite | 3.92 / 5 | 100% | $0.042 |
| 4. Seedream 5.0 Pro | 3.90 / 5 | 100% | $0.135 |
| 5. Seedream 4.5 | 3.88 / 5 | 100% | $0.040 |
| 6. Recraft V4.1 | 3.81 / 5 | 100% | $0.035 |
| 7. GPT Image 1.5 | 3.75 / 5 | 100% | $0.140 |
| 8. FLUX.2 | 3.73 / 5 | 100% | $0.012 |
| 9. FLUX.2 [dev] Turbo | 3.68 / 5 | 100% | $0.008 |
| 10. Nano Banana 2 | 3.66 / 5 | 100% | $0.080 |
| 11. Grok Imagine Image 2.0 | 3.62 / 5 | 100% | $0.060 |
| 12. Gemini 2.5 Flash Image | 3.60 / 5 | 100% | $0.040 |
| 13. GPT Image 2.5 Sunburst | 3.58 / 5 | 100% | $0.036 |
| 14. GPT Image 2.5 Flare | 3.54 / 5 | 100% | $0.042 |
| 15. FLUX.2 [pro] | 3.48 / 5 | 100% | $0.030 |
| 16. Luma Photon | 3.44 / 5 | 100% | $0.021 |
| 17. Qwen-Image | 3.44 / 5 | 100% | $0.020 |
| 18. Qwen Image 3.0 | 3.40 / 5 | 100% | $0.040 |
| 19. Nano Banana Pro | 3.35 / 5 | 100% | $0.150 |
| 20. GPT Image 2 | 3.34 / 5 | 100% | $0.155 |
| 21. Ideogram 3.0 | 3.31 / 5 | 100% | $0.060 |
| 22. Recraft V3 | 3.12 / 5 | 100% | $0.040 |
| 23. Stable Diffusion 1.5 | 2.57 / 5 | 100% | $0.002 |
How this is weighted
The product has to stay the product, so prompt adherence leads: a staged shot that subtly alters the SKU is a return waiting to happen. Composition and resolution follow because PDP images crop across breakpoints and zoom on hover. Cost matters at catalog scale, while alpha only covers the occasional cut-out treatment.
- Prompt Adherence 25%
- Composition 20%
- Resolution 15%
- Cost 15%
- Color Accuracy 10%
- Latency 10%
- Transparency 5%
The evidence: Muse Image
Muse Image takes the top spot where this job puts its weight: prompt adherence at 4.8 / 5 (25% of the matrix), composition at 4.3 / 5 (20% of the matrix) and cost at 5.0 / 5 (15% of the matrix).
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The last mile: what no model delivers
Product staging is one of the most mature capabilities in the suite: the leaders hit five out of five on our cosmetics and sneaker prompts. The gaps are on either side of the shot. Real product fidelity requires compositing your actual product photo, not trusting a generated lookalike, and cut-outs need background removal because almost no model emits a real alpha channel. The shipping pattern is generate the scene, composite the SKU photo and price text as layers, and export per marketplace spec.
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