Flux 2 vs Seedream 4.5
Product-only shots, flat lays, and unboxing — see how these models compare with real AI-generated outputs.
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For product photography on Influencer Studio—clean product-only shots, crisp flat lays, and believable unboxing frames—image quality is only half the story. The real differentiators are how well a model preserves brand details (logos, labels, materials), how reliably it repeats the same product across variations, and how quickly you can iterate with edits.
Below is a practical comparison of Flux 2 and Seedream 4.5 for product-focused workflows, including editing strength, consistency, resolution, and cost per image.
Product Photography — Side-by-Side Results
Prompt
"A 20s woman with shoulder-length wavy brown hair in a casual hoodie and leggings holds a sleek skincare serum bottle up near her face, looking toward the phone camera with a natural half-smile like she’s filming an Instagram story in her messy-but-cozy bedroom. Natural window light from the side, handheld front-camera feel, slightly imperfect framing, but the product is sharply lit with dramatic studio-style contrast and crisp shadow against a clean light backdrop within the scene. High-end commercial product clarity (like a cosmetics ad) while still feeling like real UGC."
Feature Comparison
| Feature | Flux 2 | Seedream 4.5 |
|---|---|---|
| Provider | Black Forest Labs | ByteDance |
| Subcategories | text-to-image, image-to-image | text-to-image, image-to-image |
| 1080p / 2k Mode | Yes | Yes |
| 4k Mode | Yes | No |
| NSFW Rating | Low | Low |
| Aspect Ratio | 1:1, 16:9, 9:16, 3:4, 4:3 | 1:1, 16:9, 9:16, 3:4, 4:3 |
| Model Variant | Standard, Klein 9B | — |
| Starting Price | 22 credits | 16 credits |
Flux 2 Strengths
- LoRA support for brand and SKU consistency across campaigns (useful for repeatable packaging, labels, and colorways)
- Up to 4MP output for sharper listings and tighter crops on product-only hero shots
- Versatile image-to-image editing for controlled changes (background swaps, lighting tweaks, composition adjustments) while keeping the product intact
- Style transfer to explore multiple commercial looks (studio white, lifestyle-but-product-only, premium dark setups) without rebuilding prompts from scratch
- Face-swap support when unboxing content includes hands/people and you need continuity (while keeping the product as the focal point)
Seedream 4.5 Strengths
- Strong all-around text-to-image quality for clean product-only shots with minimal setup
- High-resolution output suitable for ecommerce and marketplace imagery (especially when you need legibility and crisp edges)
- Versatile styles for quickly generating variations of flat lays and unboxing scenes (different surfaces, lighting moods, and props)
- Cost-efficient at 16 credits per image for rapid iteration and A/B testing of compositions
Verdict
Choose Flux 2 when product accuracy and repeatability matter most—especially if you need a dependable “same product, many variations” workflow via LoRA, plus more structured editing control and up to 4MP output for sharper hero images.
Choose Seedream 4.5 when you want a fast, cost-efficient model for high-quality product concepts, flat lays, and unboxing variations at a steady 16 credits per image—ideal for broad exploration and quick creative rounds.
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