Seedream 5.0 Litevs.MOSS-Image-SFT

Which one is better?

In our own test both are on par. Neither is in the arena. Neither has an API price.

Test images

Same task, the first image of each. The task with the biggest difference is preselected.

Seedream 5.0 Lite: Typography and layout, first image from the fixed test run — Seedream 5.0 Lite76 out of 100

MOSS-Image-SFT: Typography and layout, first image from the fixed test run — MOSS-Image-SFT22 out of 100

Result for “Typography and layout”:Seedream 5.0 Lite ahead

Prompt given to both modelsCreate 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.

What the rating looks at: Legible text, hierarchy, and composition.

“Ahead”: better in all three rating rounds. “Slightly ahead”: a higher value, but not in every round.

Test protocol of the images

Each test attempt uses the same archived prompt and one request. The first output of that attempt counts. Repeats after technical test failures are disclosed for the affected images. Files are normalized to 1,024 × 1,024 pixels without cropping. Provider resolution, randomness, quality tier and prompt processing can still differ. The images are a practical visual test, not a reconstruction of the arena configuration.

Character and detail

Seedream 5.0 Lite: fal, requested 2560x2560 square, the route's minimum native pixel width, n=1, seed=69737196, estimated cost $0.035000, source 2560x2560, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:54 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=2105639597, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 985a75b38642a9f0e5e0c0e0c67f1b7f67780d42bd2168fa24e9a7a7a94b0da6

Seedream 5.0 Lite image SHA 256: e462824323b9bc065e16a0ab8da5835ea1d32541153fa535fc3a94ef5cec85cd

MOSS-Image-SFT image SHA 256: 772013206361c55e807d5004620682a603061ffbabb0cb28e24993a18c0a4ad5

Infographic

Seedream 5.0 Lite: fal, requested 2560x2560 square, the route's minimum native pixel width, n=1, seed=464378822, estimated cost $0.035000, source 2560x2560, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:54 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=454165776, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: ed65cb4e6a51e2336f8b149ad4cbb16e020f07d527ad94362e719d2dcf91d94f

Seedream 5.0 Lite image SHA 256: 6fab6f06e5f001f85b4c049f79e4220b50345b08eb3a8954e778c1d5802d2cf0

MOSS-Image-SFT image SHA 256: f46b17df7becc603d27762b2d235128ffc30f5722f51e8d50cd6df4723409dd9

Product photography

Seedream 5.0 Lite: fal, requested 2560x2560 square, the route's minimum native pixel width, n=1, seed=1604459337, estimated cost $0.035000, source 2560x2560, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:53 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=1064044164, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: c67fd71e91304458a2feef5c91efa8677260fab0c0099a29a2c52cb579f5b2f3

Seedream 5.0 Lite image SHA 256: 3d6bb69ff171c033881277a81b933654b6213b317462c0be1e1f75150501fd64

MOSS-Image-SFT image SHA 256: ae1015034efbde73cece799521a3a2e98ad82a8362eaf97f5bc1266e13386d57

Typography and layout

Seedream 5.0 Lite: fal, requested 2560x2560 square, the route's minimum native pixel width, n=1, seed=1149290713, estimated cost $0.035000, source 2560x2560, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:52 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=1635014357, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:44 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 2e012c3d14ee5dd02203a94f394ca80a5038cdebd6032b25a8b8a221f2255419

Seedream 5.0 Lite image SHA 256: 8642e711e827c543a8bdd23be9d3142e014cb746d885dd37f9b7405666ed4350

MOSS-Image-SFT image SHA 256: 61feaf0c1af07a1cc8dd874c51dc8e86b5bfc271042b8e25f2512cb5a03ec51d

The numbers at a glance

Arena ratingfrom votes by users · higher is better

n/a

Seedream 5.0 Lite

not in the arena

n/a

MOSS-Image-SFT

not in the arena

GraduallyBenchour own rating, 0 to 100 · higher is better

Seedream 5.0 Lite

Rank 32 of 108

MOSS-Image-SFT

Rank 43 of 108

Price per imagedollars through the API · lower is better

n/a

Seedream 5.0 Lite

no API price

n/a

MOSS-Image-SFT

no API price

Ranks among the 21 image models with an arena rating and the 108 with a GraduallyBench run; prices compared with 28 models with an API price.

Seedream 5.0 Lite

Subscription: No ByteDance / Volcengine subscription includes this model. Through other providers from €6.83 a month (Poe Basic, with limited points). 27 plans in Germany.
Via API: No API price known. Access: API, Web app.
Weights: unknown.

MOSS-Image-SFT

Subscription: n/a No plan in Germany names exactly this model.
Via API: No API price known. Access: local.
License: Open weights.

Subscriptions only count plans that name exactly this model. Subscription prices include VAT, API prices are in dollars.

GraduallyBench from Nov 3, 2026 · Subscription database from Sep 29, 2026 (38 days old)

All data side by side

The better value is bold. For ratings only when the gap is clear.

Kennzahl	Seedream 5.0 Lite	MOSS-Image-SFT
Ratings
Arena ratingfrom votes by users, higher is better	n/a	n/a
Arena rank	n/a	n/a
Arena votesmore votes, a safer rating	n/a	n/a
GraduallyBenchour own rating, 0 to 100	67	64
GraduallyBench by task
Typography and layoutLegible text, hierarchy, and composition	76	22
Product photographyMaterials, reflections, and fine details	89	86
Character and detailAnatomy, clothing, and spatial consistency	49	74
InfographicNumbers, labels, and visual organization	56	75
API price
Per imagelower is better	n/a	n/a
100 images	n/a	n/a
Profile
Released	Feb 13, 2026	Oct 16, 2026
Weightsopen means: runs locally	unknown	open
Lifecycle	Still-listed T2I/I2I model ID; Ark marks it as pending shutdown without giving a date in the reviewed source	no notice
Access	API, Web app	local
Parameters	not published	5 billion
Largest output	not consistently published	not consistently published
Plans in Germanynaming exactly this model	27	n/a

API prices for one image at 1,024 × 1,024 pixels according to Artificial Analysis.

Sources: Seedream 5.0 Lite model source, status source (verified Nov 1, 2026) · MOSS-Image-SFT model source (verified Nov 1, 2026)

Arena ratings by category

From blind votes on LMArena. “Ahead” means the lead is clear.

No shared arena score in the stored snapshot

The stored benchmark database contains no measurement for Seedream 5.0 Lite and MOSS-Image-SFT from the same arena and category. Older model versions are not used as substitutes.

More comparisons

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