Flux 2 vs Seedream 4.5
Top-down arranged compositions and aesthetic product flat lays — see how these models compare with real AI-generated outputs.
Full comparisonCompare Models (select 4)
Flat lay content lives or dies by composition: clean top-down geometry, believable object scale, consistent shadows, and styling that feels intentionally arranged. In Influencer Studio, Flux 2 and Seedream 4.5 both handle text-to-image and image-to-image editing, making them strong options for creating aesthetic flat lays for product, lifestyle, and food-style layouts.
This comparison focuses on what matters most for flat lays: layout control, prop consistency, surface realism, typography/label clarity, and how efficiently you can iterate. We’ll also factor in pricing, since flat lays often require multiple variations to nail spacing, symmetry, and brand styling.
Flat Lay — Side-by-Side Results
Prompt
"Top-down flat lay on a light oak café table: a 20s woman with shoulder-length wavy dark brown hair leans into the frame from the edge, looking up toward the phone camera with a relaxed half-smile, wearing a cozy cream knit sweater and simple gold hoops. Neatly arranged around her are an iced latte, croissant on a small plate, a skincare serum bottle, lip balm, sunglasses, a paperback book, and an open planner with scribbled notes, all balanced and slightly “real” (a few crumbs, a receipt). Soft window daylight, casual Instagram story vibe, candid everyday moment rather than polished or editorial."
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 repeatable flat lay styling (e.g., consistent brand props, color palettes, and tabletop textures across a series)
- Versatile image-to-image editing for refining spacing, swapping props, adjusting backgrounds, and rebalancing top-down compositions without starting over
- Up to 4MP output for sharper product details, packaging edges, and small accessories in top-down shots
- Style transfer options that help match a specific flat lay aesthetic (minimalist, editorial, rustic, colorful) across multiple scenes
- Face-swap support if your flat lay concept includes hands/arms or lifestyle elements and you need identity consistency
Seedream 4.5 Strengths
- Strong all-around flat lay generation with high-quality output suited to clean top-down arrangements and lifestyle layouts
- Versatile styles for quickly exploring different flat lay moods (bright studio, warm natural light, seasonal themes) with fewer prompt changes
- Effective image-to-image editing for iterating on object placement, surface materials, and overall styling while keeping the core layout
- Good value for iteration-heavy flat lay workflows thanks to a simple 16-credits-per-image price point
Verdict
Choose Flux 2 when you need repeatability and control for flat lay series work—especially if you’re building a consistent brand look using LoRAs, or you require crisp 4MP detail for packaging, labels, and small accessories. It’s particularly well-suited to teams producing many coordinated flat lays where consistency matters as much as aesthetics.
Choose Seedream 4.5 when you want a streamlined, high-quality flat lay model that’s efficient to iterate with at a predictable cost. For creators who primarily need strong top-down compositions across varied styles—without the overhead of fine-tuning—Seedream 4.5 is a practical default.
Frequently Asked Questions
More Comparisons by Category
Try Both Models Free
Sign up and get credits to test Flux 2, Seedream 4.5, and all our other AI models for flat lay.
Join Influencer Studio Today
Start creating amazing AI-generated content for your brand

