Seedream 5.0 Flash vs FLUX.2 Klein 4B

Seedream 5.0 Flash and FLUX.2 Klein 4B side by side: specs, capabilities, parameters, and live pricing from the EmpirioLabs catalog.

ByteDance Black Forest Labs Image Generation

Seedream 5.0 Flash vs FLUX.2 Klein 4B at a glance

Seedream 5.0 Flash from ByteDance and FLUX.2 Klein 4B from Black Forest Labs are both in the Image Generation category, available through the EmpirioLabs API.

Key differences

  • Seedream 5.0 Flash is the newer release (Sep 28, 2026); FLUX.2 Klein 4B was released on Jan 15, 2026.
  • Capabilities listed only for Seedream 5.0 Flash: layer decomposition, interactive editing, multi reference, text rendering, multilingual text, transparent background.
  • Capabilities listed only for FLUX.2 Klein 4B: reference images, seed control.
  • FLUX.2 Klein 4B lists the lower rate for Image generation (per image).

Seedream 5.0 Flash vs FLUX.2 Klein 4B: specs

SpecSeedream 5.0 FlashFLUX.2 Klein 4B
Model IDseedream-5-0-flashflux-2-klein-4b
AuthorByteDanceBlack Forest Labs
ReleasedSep 28, 2026Jan 15, 2026
Input
Text Image
Text Image
Output
Image
Image
RegionMalaysia-
Endpoints
POST /v1/images/generations
POST /v1/images/generations
Capabilities
image generation image editing layer decomposition interactive editing multi reference text rendering multilingual text transparent background
image generation image editing reference images seed control

Seedream 5.0 Flash vs FLUX.2 Klein 4B: API pricing

Live rates from the EmpirioLabs catalog for both models. Each rate card always matches what the API charges.

Seedream 5.0 Flash vs FLUX.2 Klein 4B: API parameters

Request parameters each model lists on EmpirioLabs, with the allowed values or range where one applies. A dash marks a parameter the model does not list.

ParameterSeedream 5.0 FlashFLUX.2 Klein 4B
promptstringstring
imagearray-
imagesarrayarray
aspect_ratioauto, 1:1, 16:9, 9:16, 4:3, 3:4, 3:2, 2:3, 21:9 Default: auto1:1, 16:9, 9:16, 4:3, 3:4, 3:2, 2:3 Default: 1:1
layer_decompositionboolean Default: false-
quality1K, 1.5K, 2K Default: 2K-
sizestringstring
use_custom_sizeboolean Default: false-
custom_width15 to 8600-
custom_height15 to 8600-
watermarkboolean Default: false-
output_formatjpeg, png Default: png-
backgroundopaque, transparent Default: opaque-
response_formaturl, b64_json Default: urlurl, b64_json Default: url
width-256 to 2048
height-256 to 2048

Seedream 5.0 Flash vs FLUX.2 Klein 4B: limits and notes

Seedream 5.0 Flash

Modes

  • Text to image
  • Single or multi-image to image
  • Interactive editing with coordinate or sketch markers
  • Layer decomposition into a base image plus up to 16 layers

Interactive editing

Mark the region to change directly on the input image with a sketch, circle, or arrow, then describe it in the prompt. For exact placement, use coordinate tags on a 0 to 1000 normalized grid:

Place the subject from image 1 <bbox>179 283 796 986</bbox> at the position in image 2 <bbox>118 331 933 871</bbox>.

Layer decomposition

Set layer_decomposition to true with exactly one input image to split it into a base image plus up to 16 transparent PNG layers. Every returned image carries its stacking order as z_index, and each layer also carries its position in the base image as bounding_box.absolute and bounding_box.normalized, plus a name and a description. Leave the prompt empty to let the model choose the elements, or name the elements or coordinate regions to separate. Resolution accepts 1K, 1.5K, or 2K, and matches the input image when unset.

Limits

  • One output image per request, except layer decomposition, which returns the base image plus its layers
  • Up to 10 reference images, and exactly one for layer decomposition or a transparent background
  • 1K, 1.5K, and 2K resolution tiers
  • PNG or JPEG output, and layers are always PNG
  • A transparent background needs one input image that already has an alpha channel, and PNG output
  • No grouped output, streaming, or web search

Billing

Every resolution tier bills at the same per-image rate, and reference images are free. Layer decomposition bills every returned image, the base image and each layer, at that same rate.

Content safety

Generated images pass an automated content-safety check. An image flagged as explicit is not returned. Because the image is generated before the check runs, a flagged generation is still billed.

FLUX.2 Klein 4B

Defaults

  • 1024x1024 image
  • 4 inference steps
  • Guidance scale 1.0
  • WebP output

Controls

Supports prompt, size/aspect ratio or explicit width/height, seed, n/num_images, and reference images. Width x height must be at most 1,048,576 pixels. Examples: 1024x1024, 1344x768, 768x1344, or 2048x512. Billing is per returned image, so num_images: 4 creates and bills 4 images.

Content safety

  • Generated images pass an automated content-safety check. An image flagged as explicit is not returned. Because the image is generated before the check runs, a flagged generation is still billed.

How to call Seedream 5.0 Flash and FLUX.2 Klein 4B

Seedream 5.0 Flash runs through POST /v1/images/generations. The request returns a job_id right away; poll GET /v1/jobs/{job_id} until the job completes and read the output URLs from the result. Or add "sync": true to skip polling: the request stays open and returns the finished OpenAI-style image response directly, so OpenAI SDKs work as-is. Both models are called through the same endpoint. Set model to seedream-5-0-flash or flux-2-klein-4b. Get an API key from the EmpirioLabs dashboard.

cURL: submit the job
curl https://api.empiriolabs.ai/v1/images/generations \
  -H "Authorization: Bearer $EMPIRIOLABS_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "seedream-5-0-flash",
    "prompt": "Describe what you want Seedream 5.0 Flash to generate."
  }'

Seedream 5.0 Flash vs FLUX.2 Klein 4B: tests and guides

Prompt tests and comparison runs that cover both models.

Seedream 5.0 Flash vs FLUX.2 Klein 4B: common questions

What is the difference between Seedream 5.0 Flash and FLUX.2 Klein 4B?

Seedream 5.0 Flash is the newer release (Sep 28, 2026); FLUX.2 Klein 4B was released on Jan 15, 2026. Capabilities listed only for Seedream 5.0 Flash: layer decomposition, interactive editing, multi reference, text rendering, multilingual text, transparent background. Capabilities listed only for FLUX.2 Klein 4B: reference images, seed control. The specs, rate cards, and parameters on this page come from the live EmpirioLabs catalog.

Which is newer, Seedream 5.0 Flash or FLUX.2 Klein 4B?

Seedream 5.0 Flash is the newer release (Sep 28, 2026); FLUX.2 Klein 4B was released on Jan 15, 2026.

Which has the lower rate, Seedream 5.0 Flash or FLUX.2 Klein 4B?

FLUX.2 Klein 4B lists the lower rate for Image generation (per image). Both live rate cards are on this page and always match what the API charges.

Can I switch between Seedream 5.0 Flash and FLUX.2 Klein 4B without rebuilding my integration?

Yes. Both models use POST /v1/images/generations with the same EmpirioLabs API key, so most integrations switch by changing the model value. Check the parameters table on this page first if you rely on a model-specific parameter.

Can I try Seedream 5.0 Flash and FLUX.2 Klein 4B in the browser before integrating?

Yes. Open each model in the EmpirioLabs playground and run the same prompt on both, with the parameters the API exposes.

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