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ByteDance / VolcengineImage model

Seedream 4.5

Seedream 4.5 is rank 64 of 108 in our GraduallyBench test.

Arena ratingnot rated

n/aUser voteshigher is better

GraduallyBenchRank 64 of 108

48our own rating0 to 100

Priceno price

n/aper imagelower is better

PopularityRank 670 of 875

0out of 100first value

Summary

Seedream 4.5 is an image model from ByteDance / Volcengine. Ark still lists the T2I and I2I model ID but marks it as pending shutdown, without giving a date in the reviewed source.

Image samples from our tests

These images come from documented single requests with an archived prompt. They complement measurements but do not replace a controlled laboratory test.

Character and detailOpen Character and detail at original size

Character and detail

This sample tests Anatomy, clothing, and spatial consistency.

Prompt and settings

Create a square cinematic full-body portrait of a fictional bicycle courier waiting under a transparent umbrella at a rainy tram stop in Hamburg at blue hour. She wears a mustard raincoat, navy trousers, red sneakers, a silver helmet, and carries a teal messenger bag. Keep both hands visible, render the bicycle correctly, use realistic wet-street reflections, and include no readable brand names.

Generated through fal with model ID fal-ai/bytedance/seedream/v4.5/text-to-image. Archived settings were requested native 2048x2048 square, n=1, seed=607017308, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale).

Open source
InfographicOpen Infographic at original size

Infographic

This sample tests Numbers, labels, and visual organization.

Prompt and settings

Create a square German infographic titled SO FUNKTIONIERT PHOTOSYNTHESE. Show exactly four numbered steps in this order: 1 LICHT, 2 WASSER, 3 CO₂, 4 ZUCKER + SAUERSTOFF. Use a clean editorial science style with one plant cross-section, simple arrows, high contrast, legible labels, and no other text.

Generated through fal with model ID fal-ai/bytedance/seedream/v4.5/text-to-image. Archived settings were requested native 2048x2048 square, n=1, seed=467481828, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale).

Open source
Product photographyOpen Product photography at original size

Product photography

This sample tests Materials, reflections, and fine details.

Prompt and settings

Create a square premium product photograph of a brushed titanium wristwatch standing upright on dark green marble. The watch has a cream dial, thin black hands set to 10:10, twelve distinct hour markers, a realistic crown, and a dark brown leather strap. Soft window light from the left, controlled reflections, shallow depth of field, no text, no logo, no extra objects.

Generated through fal with model ID fal-ai/bytedance/seedream/v4.5/text-to-image. Archived settings were requested native 2048x2048 square, n=1, seed=1880157282, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale).

Open source
Typography and layoutOpen Typography and layout at original size

Typography and layout

This sample tests Legible text, hierarchy, and composition.

Prompt and settings

Create a square editorial poster for an imaginary night train called MONDFALTER. Show the exact German headline MONDFALTER and the exact subline BERLIN NACH LISSABON. Use a restrained midnight-blue and warm-cream palette, one stylized moth, strong Swiss-grid typography, generous negative space, and no additional words or logos.

Generated through fal with model ID fal-ai/bytedance/seedream/v4.5/text-to-image. Archived settings were requested native 2048x2048 square, n=1, seed=775629027, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale).

Open source

All benchmark results

Every published result with its source, test setup and comparison models.

Show all 4 published benchmark results

Published benchmarks

Gradually sample test: Typography and layout

The 0-100 value normalizes the mean rank from model-blind comparison rounds. One archived first output contributes per model. This remains an n = 1 sample.

Nano Banana 299.7 rank points
FLUX.2 Flex98.1 rank points
FLUX 3 Image96 rank points
Recraft V4.1 Utility95.6 rank points
Wan 2.7 Image94.1 rank points
SenseNova U1.5 Lite93.1 rank points
Kling Image 3.0 Omni92.8 rank points
Nano Banana Pro91.9 rank points
FLUX.2 Max91.6 rank points
Recraft V4.1 Flash88.5 rank points
Krea 2 Large86.3 rank points
Firefly Image Model 585.7 rank points
Muse Image85.7 rank points
FLUX 3 Image Klein84.4 rank points
Seedream 4.583.8 rank points
MAI-Image-2.582.2 rank points
Nano Banana 2 Lite82.2 rank points
Qwen Image 2.0 Pro81 rank points
Wan 2.7 Image Pro81 rank points
Krea 377.6 rank points
Seedream 5.0 Flash76.6 rank points
HiDream-O1-Image-1.575.7 rank points
Seedream 5.0 Lite75.7 rank points
Luma Uni-1.1 Max75.1 rank points
GPT Image 274.5 rank points
Grok Imagine Image 1.073.8 rank points
Nano Banana 2.172.3 rank points
Krea 2 Medium Turbo71.3 rank points
Grok Imagine Image 2.070.7 rank points
MAI-Image-2.5 Flash70.1 rank points
Recraft V4.169.5 rank points
FLUX.2 Pro68.9 rank points
Bria FIBO 268.5 rank points
GPT Image 1 Mini67.9 rank points
Seedream 5.0 Pro67.9 rank points
Ideogram 4.067.3 rank points
Luma Uni-1.167 rank points
Seedream 4.064.8 rank points
GPT Image 2.5 Flare63.9 rank points
LLaDA-Image62 rank points
MAI-Image-2.662 rank points
GPT Image 1.559.5 rank points
FLUX.2 Klein 9B Preview55.8 rank points
Reve 2.153.9 rank points
GPT Image 2.5 Sunburst53.6 rank points
MAI-Image-2.6 Flash53.6 rank points
Qwen-Image-2.153.6 rank points
Kling Image 3.051.4 rank points
Runway Gen-4 Image51.4 rank points
MOSS-Image-Base50.8 rank points
Qwen Image 2.1 Turbo50.8 rank points
GLM-Image50.2 rank points
FLUX.2 Dev49.8 rank points
FLUX.1 Kontext [max]45.5 rank points
Hy Image 3.5 Preview45.2 rank points
FLUX1.1 [pro]42.1 rank points
LongCat-Image41.4 rank points
Wan 2.6 Text to Image41.1 rank points
Z-Image Turbo39.6 rank points
Nucleus-Image38.3 rank points
Qwen Image 2.1 Pro38.3 rank points
MiniMax Image-0137.4 rank points
Chroma1-HD36.4 rank points
Bria FIBO Lite35.5 rank points
Qwen Image 3.0 Pro35.5 rank points
Z-Image Base32.7 rank points
FLUX.2 Klein 9B32.4 rank points
Qwen Image 3.032.4 rank points
FLUX.2 Klein 4B31.8 rank points
OmniGen229.6 rank points
Ideogram 4.528.3 rank points
Vidu Q2 Image26.8 rank points
FLUX1.1 [pro] Ultra21.8 rank points
MOSS-Image-SFT21.5 rank points
Adobe Firefly Image 420.6 rank points
Sana-Sprint 1.6B 1024px20.6 rank points
FLUX.1 Kontext [pro]19 rank points
Lumina-Image 2.018.4 rank points
Boogu-Image-0.1-Turbo18.1 rank points
HiDream-O1-Image18.1 rank points
Chroma1-Flash16.2 rank points
FLUX.1 [dev]16.2 rank points
Sana-Sprint 0.6B 1024px15.9 rank points
Midjourney V8.114.3 rank points
HunyuanImage 3.012.5 rank points
AuraFlow v0.311.2 rank points
BAGEL-7B-MoT11.2 rank points
SANA-1.5 4.8B 1024px8.1 rank points
LLaDA-Image-Turbo7.8 rank points
Adobe Firefly Image 36.9 rank points
SDXL Turbo3.4 rank points
SANA-1.5 1.6B 1024px3.1 rank points

higher is betterAs of November 3, 2026Scale: 0 rank points - 100 rank points

Source: Gradually-Bildtest
gradually.ai
Methodology and context
Metric
rank-score-100
Scale
0-100
Participants
108
Sample
1
Methodology and context
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Source: Gradually-Bildtest

Gradually sample test: Product photography

The 0-100 value normalizes the mean rank from model-blind comparison rounds. One archived first output contributes per model. This remains an n = 1 sample.

MAI-Image-2.6 Flash90.3 rank points
Krea 2 Large90 rank points
Qwen Image 2.1 Turbo89.7 rank points
Qwen-Image-2.189.7 rank points
GPT Image 289.4 rank points
Seedream 5.0 Lite88.8 rank points
MAI-Image-2.688.2 rank points
BAGEL-7B-MoT87.9 rank points
Wan 2.7 Image87.9 rank points
Nano Banana 2 Lite87.2 rank points
Qwen Image 3.087.2 rank points
FLUX.2 Klein 9B86.6 rank points
GPT Image 2.5 Sunburst86.6 rank points
Wan 2.7 Image Pro86.6 rank points
MOSS-Image-SFT85.7 rank points
Bria FIBO 283.8 rank points
SenseNova U1.5 Lite83.5 rank points
Qwen Image 2.1 Pro83.2 rank points
Grok Imagine Image 1.081.3 rank points
FLUX.2 Klein 4B80.7 rank points
Krea 2 Medium Turbo80.7 rank points
Muse Image80.7 rank points
Seedream 5.0 Flash76.9 rank points
Seedream 5.0 Pro76.9 rank points
FLUX 3 Image Klein74.8 rank points
Reve 2.173.8 rank points
GPT Image 1 Mini73.5 rank points
FLUX.2 Klein 9B Preview72.6 rank points
Qwen Image 3.0 Pro71.3 rank points
Luma Uni-1.1 Max71 rank points
Recraft V4.171 rank points
MAI-Image-2.570.1 rank points
Nano Banana Pro70.1 rank points
Nano Banana 2.169.8 rank points
GPT Image 2.5 Flare69.2 rank points
Ideogram 4.568.9 rank points
Grok Imagine Image 2.067.9 rank points
FLUX.2 Flex62.6 rank points
Krea 362.6 rank points
FLUX 3 Image62 rank points
Nucleus-Image62 rank points
Kling Image 3.060.4 rank points
Luma Uni-1.159.5 rank points
FLUX.2 Max58.6 rank points
Qwen Image 2.0 Pro58.3 rank points
FLUX.2 Pro57.9 rank points
MAI-Image-2.5 Flash57.6 rank points
Wan 2.6 Text to Image53.9 rank points
GPT Image 1.552.3 rank points
HiDream-O1-Image-1.550.8 rank points
Midjourney V8.149.5 rank points
FLUX.1 [dev]46.4 rank points
FLUX.2 Dev46.4 rank points
Firefly Image Model 545.8 rank points
Nano Banana 244.9 rank points
Seedream 4.044.2 rank points
Seedream 4.544.2 rank points
Kling Image 3.0 Omni39.9 rank points
MOSS-Image-Base36.1 rank points
Recraft V4.1 Flash36.1 rank points
FLUX.1 Kontext [pro]35.8 rank points
Recraft V4.1 Utility Pro35.8 rank points
Bria FIBO Lite35.2 rank points
LLaDA-Image35.2 rank points
HunyuanImage 3.033.6 rank points
Runway Gen-4 Image32.7 rank points
Recraft V4.1 Utility32.4 rank points
Vidu Q2 Image32.4 rank points
HiDream-O1-Image31.1 rank points
MiniMax Image-0129.9 rank points
OmniGen229.9 rank points
Z-Image Turbo29.9 rank points
LongCat-Image29.3 rank points
FLUX.1 Kontext [max]28.7 rank points
FLUX1.1 [pro] Ultra28.3 rank points
LLaDA-Image-Turbo26.8 rank points
Sana-Sprint 1.6B 1024px26.8 rank points
FLUX1.1 [pro]25.5 rank points
Ideogram 4.022.1 rank points
Z-Image Base21.5 rank points
Chroma1-HD15.9 rank points
Lumina-Image 2.015.9 rank points
Chroma1-Flash15.6 rank points
Hy Image 3.5 Preview15.3 rank points
AuraFlow v0.315 rank points
Adobe Firefly Image 314.6 rank points
Adobe Firefly Image 413.7 rank points
Stable Diffusion XL 1.012.8 rank points
GLM-Image9 rank points
Boogu-Image-0.1-Base7.8 rank points
Boogu-Image-0.1-Turbo5.6 rank points
SDXL Turbo2.8 rank points
SANA-1.5 4.8B 1024px1.2 rank points
Stable Diffusion Turbo1.2 rank points
SANA-1.5 1.6B 1024px0.3 rank points

higher is betterAs of November 3, 2026Scale: 0 rank points - 100 rank points

Source: Gradually-Bildtest
gradually.ai
Methodology and context
Metric
rank-score-100
Scale
0-100
Participants
108
Sample
1
Methodology and context
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Source: Gradually-Bildtest

Gradually sample test: Character and detail

The 0-100 value normalizes the mean rank from model-blind comparison rounds. One archived first output contributes per model. This remains an n = 1 sample.

GPT Image 1.588.8 rank points
Qwen Image 2.0 Pro88.5 rank points
FLUX.2 Pro86.9 rank points
Krea 384.7 rank points
FLUX.2 Dev81.6 rank points
Kling Image 3.0 Omni81.6 rank points
Reve 2.180.1 rank points
Wan 2.6 Text to Image78.5 rank points
Wan 2.7 Image Pro78.2 rank points
Seedream 5.0 Flash75.4 rank points
FLUX.2 Flex75.1 rank points
Grok Imagine Image 2.075.1 rank points
MOSS-Image-SFT74.1 rank points
Qwen Image 3.0 Pro74.1 rank points
Seedream 4.072.9 rank points
Firefly Image Model 572.3 rank points
Z-Image Base71 rank points
Z-Image Turbo71 rank points
Bria FIBO Lite70.7 rank points
FLUX.2 Max70.4 rank points
FLUX 3 Image69.5 rank points
MAI-Image-2.5 Flash67.9 rank points
Ideogram 4.567.6 rank points
FLUX 3 Image Klein66.4 rank points
Nucleus-Image66.4 rank points
Recraft V4.1 Utility66.4 rank points
Qwen Image 2.1 Pro64.8 rank points
Recraft V4.1 Utility Pro64.8 rank points
GPT Image 2.5 Sunburst64.2 rank points
GPT Image 2.5 Flare63.2 rank points
Wan 2.7 Image63.2 rank points
MAI-Image-2.662.9 rank points
LLaDA-Image62.6 rank points
Qwen Image 3.061.7 rank points
FLUX.2 Klein 4B61.1 rank points
Muse Image61.1 rank points
Grok Imagine Image 1.060.7 rank points
Luma Uni-1.1 Max60.4 rank points
GPT Image 260.1 rank points
Seedream 5.0 Pro60.1 rank points
Kling Image 3.059.2 rank points
Ideogram 4.058.9 rank points
HiDream-O1-Image-1.558.3 rank points
Nano Banana 2.156.7 rank points
MAI-Image-2.554.8 rank points
Krea 2 Large54.2 rank points
FLUX.1 [dev]52.6 rank points
LLaDA-Image-Turbo52.6 rank points
Adobe Firefly Image 452.3 rank points
MAI-Image-2.6 Flash52 rank points
Midjourney V8.151.4 rank points
GLM-Image51.1 rank points
Chroma1-Flash50.8 rank points
FLUX.1 Kontext [pro]50.2 rank points
Hy Image 3.5 Preview49.5 rank points
Luma Uni-1.148.6 rank points
Seedream 5.0 Lite48.6 rank points
Bria FIBO 248.3 rank points
Recraft V4.148 rank points
Qwen Image 2.1 Turbo47.7 rank points
Nano Banana 2 Lite47.4 rank points
MOSS-Image-Base45.5 rank points
FLUX.2 Klein 9B Preview45.2 rank points
FLUX1.1 [pro] Ultra45.2 rank points
HiDream-O1-Image45.2 rank points
Recraft V4.1 Flash42.4 rank points
FLUX1.1 [pro]39.3 rank points
FLUX.2 Klein 9B38.9 rank points
Runway Gen-4 Image38.9 rank points
Nano Banana Pro37.1 rank points
Seedream 4.537.1 rank points
Nano Banana 236.4 rank points
SenseNova U1.5 Lite34.9 rank points
Qwen-Image-2.133.6 rank points
MiniMax Image-0132.7 rank points
BAGEL-7B-MoT32.4 rank points
GPT Image 1 Mini30.8 rank points
Krea 2 Medium Turbo29.9 rank points
FLUX.1 Kontext [max]27.1 rank points
Adobe Firefly Image 326.8 rank points
Sana-Sprint 1.6B 1024px26.2 rank points
Vidu Q2 Image26.2 rank points
HunyuanImage 3.024.3 rank points
LongCat-Image24.3 rank points
Lumina-Image 2.023.4 rank points
Chroma1-HD16.5 rank points
AuraFlow v0.316.2 rank points
OmniGen27.8 rank points
Boogu-Image-0.1-Base7.5 rank points
Stable Diffusion Turbo4.7 rank points
SDXL Turbo2.8 rank points
SANA-1.5 4.8B 1024px0.3 rank points

higher is betterAs of November 3, 2026Scale: 0 rank points - 100 rank points

Source: Gradually-Bildtest
gradually.ai
Methodology and context
Metric
rank-score-100
Scale
0-100
Participants
108
Sample
1
Methodology and context
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Source: Gradually-Bildtest

Gradually sample test: Infographic

The 0-100 value normalizes the mean rank from model-blind comparison rounds. One archived first output contributes per model. This remains an n = 1 sample.

Seedream 5.0 Pro99.1 rank points
GPT Image 2.5 Sunburst97.2 rank points
GPT Image 2.5 Flare91 rank points
Luma Uni-1.189.4 rank points
Qwen Image 2.1 Turbo88.8 rank points
Qwen Image 3.088.8 rank points
Wan 2.7 Image Pro88.5 rank points
Muse Image86.3 rank points
Seedream 5.0 Flash86 rank points
Ideogram 4.585.4 rank points
Reve 2.184.7 rank points
Qwen-Image-2.182.9 rank points
MAI-Image-2.5 Flash81.3 rank points
SenseNova U1.5 Lite80.4 rank points
Wan 2.7 Image79.4 rank points
Krea 2 Medium Turbo78.8 rank points
Luma Uni-1.1 Max78.8 rank points
Bria FIBO 278.2 rank points
FLUX 3 Image Klein77.3 rank points
Wan 2.6 Text to Image77.3 rank points
Grok Imagine Image 1.076.9 rank points
Grok Imagine Image 2.076.6 rank points
HiDream-O1-Image-1.576.3 rank points
Krea 2 Large75.7 rank points
MOSS-Image-SFT75.4 rank points
FLUX.2 Klein 9B Preview74.8 rank points
Recraft V4.1 Utility Pro74.5 rank points
Krea 373.8 rank points
Recraft V4.1 Flash73.8 rank points
MAI-Image-2.6 Flash73.5 rank points
Recraft V4.173.2 rank points
Ideogram 4.072.6 rank points
FLUX.2 Dev72 rank points
GPT Image 1.571.7 rank points
Hy Image 3.5 Preview70.7 rank points
MOSS-Image-Base70.7 rank points
MAI-Image-2.569.2 rank points
FLUX 3 Image68.5 rank points
Seedream 4.067.3 rank points
GPT Image 266.4 rank points
Nano Banana 2 Lite65.7 rank points
Nano Banana Pro64.8 rank points
Nano Banana 2.164.2 rank points
Recraft V4.1 Utility63.9 rank points
Nano Banana 263.2 rank points
Qwen Image 2.1 Pro62 rank points
Qwen Image 2.0 Pro61.7 rank points
Qwen Image 3.0 Pro61.7 rank points
MAI-Image-2.660.7 rank points
FLUX.2 Flex57 rank points
Seedream 5.0 Lite55.8 rank points
FLUX.1 Kontext [max]53.9 rank points
FLUX.2 Max53.6 rank points
FLUX.1 Kontext [pro]52.6 rank points
Kling Image 3.051.4 rank points
FLUX.2 Pro44.6 rank points
HiDream-O1-Image42.7 rank points
FLUX.2 Klein 9B41.7 rank points
FLUX.1 [dev]39.9 rank points
Z-Image Turbo37.4 rank points
Vidu Q2 Image37.1 rank points
LongCat-Image36.8 rank points
HunyuanImage 3.036.1 rank points
LLaDA-Image-Turbo35.8 rank points
Midjourney V8.135.2 rank points
LLaDA-Image32.7 rank points
Runway Gen-4 Image32.4 rank points
GPT Image 1 Mini31.8 rank points
FLUX.2 Klein 4B30.2 rank points
GLM-Image29.9 rank points
Kling Image 3.0 Omni29.6 rank points
FLUX1.1 [pro] Ultra27.7 rank points
Seedream 4.526.5 rank points
MiniMax Image-0125.5 rank points
FLUX1.1 [pro]24 rank points
Z-Image Base24 rank points
Nucleus-Image23.4 rank points
Chroma1-HD22.4 rank points
Bria FIBO Lite19.6 rank points
OmniGen219 rank points
Boogu-Image-0.1-Base15.9 rank points
Lumina-Image 2.015.9 rank points
Firefly Image Model 515 rank points
Adobe Firefly Image 412.5 rank points
Chroma1-Flash12.1 rank points
Boogu-Image-0.1-Turbo8.4 rank points
SDXL Turbo8.4 rank points
SANA-1.5 1.6B 1024px7.2 rank points
AuraFlow v0.36.9 rank points
BAGEL-7B-MoT5.9 rank points
SANA-1.5 4.8B 1024px5.6 rank points
Adobe Firefly Image 35.3 rank points
Stable Diffusion Turbo4.7 rank points

higher is betterAs of November 3, 2026Scale: 0 rank points - 100 rank points

Source: Gradually-Bildtest
gradually.ai
Methodology and context
Metric
rank-score-100
Scale
0-100
Participants
108
Sample
1
Methodology and context
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Source: Gradually-Bildtest

Recorded measurement details

Gradually sample test: Typography and layout (Show measurement, test conditions, and source)
Source value
83.8
Score
83.8
Metric
rank-score-100
Unit
rank score
Direction
Higher is better
Source rank
16
Sample
1
Source type
gradually-sample-test
Evaluator
gemini-3.1-pro-preview
Retrieved at
2026-11-03
Methodology
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Mean rank
18.33
Individual ranks
27, 20, 8
Criterion scores
headline 1.33, subline 1.33, text-control 1.33, visual-brief 1.33, layout 1.33
Source Gradually-Bildtest
Gradually sample test: Product photography (Show measurement, test conditions, and source)
Source value
44.2
Score
44.2
Metric
rank-score-100
Unit
rank score
Direction
Higher is better
Source rank
60
Sample
1
Source type
gradually-sample-test
Evaluator
gemini-3.1-pro-preview
Retrieved at
2026-11-03
Methodology
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Mean rank
60.67
Individual ranks
65, 60, 57
Criterion scores
subject 2, time 2, watch-details 1, photography 2, exclusions 1.67
Source Gradually-Bildtest
Gradually sample test: Character and detail (Show measurement, test conditions, and source)
Source value
37.1
Score
37.1
Metric
rank-score-100
Unit
rank score
Direction
Higher is better
Source rank
78
Sample
1
Source type
gradually-sample-test
Evaluator
gemini-3.1-pro-preview
Retrieved at
2026-11-03
Methodology
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Mean rank
68.33
Individual ranks
60, 65, 80
Criterion scores
scene 1, wardrobe 1, anatomy 1, props 1, environment 1
Source Gradually-Bildtest
Gradually sample test: Infographic (Show measurement, test conditions, and source)
Source value
26.5
Score
26.5
Metric
rank-score-100
Unit
rank score
Direction
Higher is better
Source rank
80
Sample
1
Source type
gradually-sample-test
Evaluator
gemini-3.1-pro-preview
Retrieved at
2026-11-03
Methodology
One archived image per model, using the first output of the accepted test attempt. Technical repeats are disclosed for the affected image. All 108 images are ranked in three model-blind orderings. The 0-100 value normalizes the mean rank. This remains an n = 1 sample, and an automated judge may have visual preferences of its own.
Mean rank
79.67
Individual ranks
71, 85, 83
Criterion scores
title 0.33, sequence 1.67, labels 0.67, diagram 1.33, clarity 0.67
Source Gradually-Bildtest

Popularity compared

How often the model is searched for, used and mentioned, compared with every model of its category.

Popularity index

The 100 most popular models of this category, 0 to 100, higher is more popular

20 of 101 models

As of November 2026 · Source: gradually.ai popularity index

Over time

First value from November 5, 2026. The timeline appears from the second week.

Seedream 4.5 compared

Compare with another model

The most popular comparisons

  1. 1GPT Image 2.5 Sunburst vs. Seedream 4.5
  2. 2GPT Image 2 vs. Seedream 4.5
  3. 3Reve 2.1 vs. Seedream 4.5
  4. 4Nano Banana 2 vs. Seedream 4.5
  5. 5Midjourney V8.2 vs. Seedream 4.5
  6. 6GPT Image 1.5 vs. Seedream 4.5
  7. 7MAI-Image-2.5 vs. Seedream 4.5
  8. 8Nano Banana Pro vs. Seedream 4.5
  9. 9Nano Banana 2 Lite vs. Seedream 4.5
Show all 108 comparisons
  1. 10Seedream 5.0 Pro vs. Seedream 4.5
  2. 11Grok Imagine Image Quality vs. Seedream 4.5
  3. 12FLUX.2 Max vs. Seedream 4.5
  4. 13Qwen Image 2.0 Pro vs. Seedream 4.5
  5. 14MAI-Image-2.5 Flash vs. Seedream 4.5
  6. 15HiDream-O1-Image-1.5 vs. Seedream 4.5
  7. 16Krea 2 Medium Turbo vs. Seedream 4.5
  8. 17Seedream 4.0 vs. Seedream 4.5
  9. 18Krea 2 Large vs. Seedream 4.5
  10. 19Luma Uni-1.1 Max vs. Seedream 4.5
  11. 20FLUX.2 Flex vs. Seedream 4.5
  12. 21Recraft V4.1 Utility vs. Seedream 4.5
  13. 22Ideogram 4.0 vs. Seedream 4.5
  14. 23Wan 2.6 Text to Image vs. Seedream 4.5
  15. 24FLUX.2 Pro vs. Seedream 4.5
  16. 25HunyuanImage 3.0 Instruct vs. Seedream 4.5
  17. 26FLUX.2 Klein 9B vs. Seedream 4.5
  18. 27HiDream-O1-Image vs. Seedream 4.5
  19. 28Firefly Image Model 5 vs. Seedream 4.5
  20. 29Midjourney V8.1 vs. Seedream 4.5
  21. 30Stable Diffusion 3.5 Large vs. Seedream 4.5
  22. 31GPT Image 2.5 Flare vs. Seedream 4.5
  23. 32Qwen-Image-2.1 vs. Seedream 4.5
  24. 33MAI-Image-2.6 vs. Seedream 4.5
  25. 34MAI-Image-2.6 Flash vs. Seedream 4.5
  26. 35Muse Image vs. Seedream 4.5
  27. 36Grok Imagine Image 2.0 vs. Seedream 4.5
  28. 37FLUX 3 Image vs. Seedream 4.5
  29. 38FLUX 3 Image Klein vs. Seedream 4.5
  30. 39Nano Banana 2.1 vs. Seedream 4.5
  31. 40Ideogram 4.5 vs. Seedream 4.5
  32. 41Hy Image 3.5 Preview vs. Seedream 4.5
  33. 42Recraft V4.1 vs. Seedream 4.5
  34. 43Recraft V4.1 Flash vs. Seedream 4.5
  35. 44Bria FIBO 2 vs. Seedream 4.5
  36. 45Krea 3 vs. Seedream 4.5
  37. 46Qwen Image 3.0 Pro vs. Seedream 4.5
  38. 47Qwen Image 3.0 vs. Seedream 4.5
  39. 48Qwen Image 2.1 Pro vs. Seedream 4.5
  40. 49Qwen Image 2.1 Turbo vs. Seedream 4.5
  41. 50Wan 2.7 Image Pro vs. Seedream 4.5
  42. 51Wan 2.7 Image vs. Seedream 4.5
  43. 52Seedream 5.0 Flash vs. Seedream 4.5
  44. 53SenseNova U1.5 Lite vs. Seedream 4.5
  45. 54Kling Image 3.0 vs. Seedream 4.5
  46. 55Kling Image 3.0 Omni vs. Seedream 4.5
  47. 56Vidu Q2 Image vs. Seedream 4.5
  48. 57GLM-Image vs. Seedream 4.5
  49. 58MiniMax Image-01 vs. Seedream 4.5
  50. 59Z-Image Turbo vs. Seedream 4.5
  51. 60Luma Uni-1.1 vs. Seedream 4.5
  52. 61Runway Gen-4 Image vs. Seedream 4.5
  53. 62Adobe Firefly Image 3 vs. Seedream 4.5
  54. 63Adobe Firefly Image 4 vs. Seedream 4.5
  55. 64Adobe Firefly Image 4 Ultra vs. Seedream 4.5
  56. 65Stable Diffusion 3.5 Medium vs. Seedream 4.5
  57. 66Stable Diffusion 3.5 Large Turbo vs. Seedream 4.5
  58. 67Bria FIBO Lite vs. Seedream 4.5
  59. 68Recraft V4.1 Utility Pro vs. Seedream 4.5
  60. 69Seedream 4.5 vs. Seedream 5.0 Lite
  61. 70Seedream 4.5 vs. FLUX.2 Klein 9B Preview
  62. 71Seedream 4.5 vs. GPT Image 1 Mini
  63. 72Seedream 4.5 vs. ChatGPT Image Latest (API-Alias)
  64. 73Seedream 4.5 vs. Nano Banana (Gemini 2.5 Flash Image)
  65. 74Seedream 4.5 vs. FLUX.2 Klein 4B
  66. 75Seedream 4.5 vs. FLUX.2 Dev
  67. 76Seedream 4.5 vs. FLUX1.1 [pro]
  68. 77Seedream 4.5 vs. FLUX1.1 [pro] Ultra
  69. 78Seedream 4.5 vs. FLUX.1 [dev]
  70. 79Seedream 4.5 vs. FLUX.1 Kontext [pro]
  71. 80Seedream 4.5 vs. FLUX.1 Kontext [max]
  72. 81Seedream 4.5 vs. Stable Diffusion XL 1.0
  73. 82Seedream 4.5 vs. Stable Diffusion 3 Medium
  74. 83Seedream 4.5 vs. SDXL Turbo
  75. 84Seedream 4.5 vs. Stable Diffusion Turbo
  76. 85Seedream 4.5 vs. Grok Imagine Image 1.0
  77. 86Seedream 4.5 vs. MOSS-Image-Base
  78. 87Seedream 4.5 vs. MOSS-Image-SFT
  79. 88Seedream 4.5 vs. LLaDA-Image
  80. 89Seedream 4.5 vs. LLaDA-Image-Turbo
  81. 90Seedream 4.5 vs. Nucleus-Image
  82. 91Seedream 4.5 vs. LongCat-Image
  83. 92Seedream 4.5 vs. BAGEL-7B-MoT
  84. 93Seedream 4.5 vs. OmniGen2
  85. 94Seedream 4.5 vs. Kandinsky-5.0-T2I-Lite-SFT
  86. 95Seedream 4.5 vs. Kandinsky-5.0-T2I-Lite-Pretrain
  87. 96Seedream 4.5 vs. Boogu-Image-0.1-Base
  88. 97Seedream 4.5 vs. Boogu-Image-0.1-Turbo
  89. 98Seedream 4.5 vs. SANA-1.5 1.6B 1024px
  90. 99Seedream 4.5 vs. SANA-1.5 4.8B 1024px
  91. 100Seedream 4.5 vs. Sana-Sprint 0.6B 1024px
  92. 101Seedream 4.5 vs. Sana-Sprint 1.6B 1024px
  93. 102Seedream 4.5 vs. Chroma1-HD
  94. 103Seedream 4.5 vs. Chroma1-Flash
  95. 104Seedream 4.5 vs. AuraFlow v0.3
  96. 105Seedream 4.5 vs. PixArt-Sigma-XL-2-1024-MS
  97. 106Seedream 4.5 vs. Lumina-Image 2.0
  98. 107Seedream 4.5 vs. HunyuanImage 3.0
  99. 108Seedream 4.5 vs. Z-Image Base

All specifications

Watermarking and provenance

AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.

AI watermarking
Unknown
no source
Watermarking technique
Not known
no source
Visible watermark
In the BytePlus API, a visible ‘AI-generated’ label appears in the lower right by default. The watermark parameter can disable it.
Source: Visible watermark
Labelling reviewed
Nov 5, 2026
Source: Labelling reviewed

Licence and access

Access
API, Web
Source: Access
Lifecycle
Still-listed T2I/I2I model ID; Ark marks it as pending shutdown without giving a date in the reviewed source
Source: Lifecycle

API

API model ID
doubao-seedream-4-5-251128. The timestamp in the ID is not treated as a release date.
Source: API model ID

Further details

Lifecycle
The current Ark model list marks this model ID as pending shutdown. Its actual reachability must be checked again before a run.
Source: Lifecycle

Prices

Choose a price view
fal.ai (fal-ai/bytedance/seedream/v4.5/text-to-image)
$0.04 per image (estimated)Source

No ByteDance / Volcengine subscription includes this model. Through other providers from ≈ €6.36 a month (ElevenLabs Starter, with limited credits). 39 plans in Germany.

Filter plans
PlanMonthly priceNote
ElevenLabs Freefreewith limited credit
Hailuo AI FreeMiniMaxfreewith limited credit
ElevenLabs Starter≈ €6.36with limited credit
Poe Basic€6.83with limited credit
Krea Basic≈ €9.54with limited credit
Hailuo AI StandardMiniMax≈ €11.13with limited credit
Leonardo.Ai Essential≈ €12.72
Magnific Premium€19.04with limited credit
Perplexity Pro≈ €21.20with limited credit
ElevenLabs Creator≈ €23.33with limited credit
Leonardo.Ai Team Starter≈ €25.45for teams, per seat
Poe Plus€27.36with limited credit
Leonardo.Ai Premium≈ €31.81
Krea Pro≈ €37.11with limited credit
Hailuo AI ProMiniMax≈ €40.29with limited credit
Perplexity Enterprise Pro≈ €42.41with limited credit, for teams, per seat
Magnific Premium+€42.84with limited credit
Leonardo.Ai Team Growth≈ €50.89for teams, per seat
Leonardo.Ai Ultimate≈ €63.61
Poe Pro€68.41with limited credit
Higgsfield Plus€70.21with limited credit
Magnific Business€70.21with limited credit, for teams, per seat
Hailuo AI MasterMiniMax≈ €94.36with limited credit
Magnific Pro Starter€104.72with limited credit
ElevenLabs Pro≈ €104.96with limited credit
Krea Max≈ €111.32with limited credit
Poe Advanced€136.84with limited credit
Krea Business≈ €212.05with limited credit, for teams
Perplexity Max≈ €212.05with limited credit
Hailuo AI MaxMiniMax≈ €229.01with limited credit
Magnific Pro€273.70with limited credit
ElevenLabs Scale≈ €317.01with limited credit, for teams
Poe Max€342.11with limited credit
Perplexity Enterprise Max≈ €344.57with limited credit, for teams, per seat
ElevenLabs Business≈ €1,049.63with limited credit, for teams
ElevenLabs Enterprisen/afor enterprises
Krea Enterprisen/afor enterprises
Leonardo.Ai Customn/afor enterprises
Magnific Enterprisen/afor enterprises

All plans in the AI subscription comparison

Frequently asked questions about Seedream 4.5

How good is Seedream 4.5?

Rank 64 of 108 in our own test.

GraduallyBench from Nov 3, 2026

GraduallyBenchour own rating, 0 to 100 · higher is better
MOSS-Image-Base51
FLUX.2 Klein 9B50
LLaDA-Image48
Seedream 4.5Rank 64 of 10848
Nucleus-Image48
Hy Image 3.5 Preview45
Z-Image Turbo44

What is Seedream 4.5 good at?

Best at Typography and layout (84 out of 100), weakest at Infographic (27).

GraduallyBench, one image per task

  1. Seedream 4.5: Typography and layoutTypography and layoutLegible text, hierarchy, and composition84out of 100Rank 16 of 108 in this task
  2. Seedream 4.5: Product photographyProduct photographyMaterials, reflections, and fine details44out of 100Rank 60 of 108 in this task
  3. Seedream 4.5: Character and detailCharacter and detailAnatomy, clothing, and spatial consistency37out of 100Rank 78 of 108 in this task
  4. Seedream 4.5: InfographicInfographicNumbers, labels, and visual organization27out of 100Rank 80 of 108 in this task

Where can I use Seedream 4.5?

Not in a ByteDance / Volcengine subscription. Including other providers that makes 39 plans in Germany.

Subscription comparison, prices in Germany incl. VAT

At ByteDance / Volcengine

No ByteDance / Volcengine subscription includes this model.

Through other providers

39 plans from 8 providers, from ≈ €6.36 a month (ElevenLabs Starter), with limited credits.

Sources and data date

Show all 11 sources

Benchmark sources at a glance

Which independent evaluators tested this model. This is coverage, not a quality ranking.

No active result from the reviewed external evaluators can currently be attributed to this model. Other source evidence remains available below.

Without vendor claims and historical or disputed results; those stay labelled in the single values.