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Firefly Image Model 5vs.MOSS-Image-Base

Which one is better?

We have not tested MOSS-Image-Base ourselves yet. Neither is in the arena. Neither has an API price.

Same prompt, two images

Same task, the first image of each.

Firefly Image Model 5: Typography and layout, first image from the fixed test run
Firefly Image Model 574 out of 100

No image from the four fixed tasks for MOSS-Image-Base yet.The official demo requests additional repository write permissions during sign-in. These were not granted. No Base sample was produced in the November 1, 2026 run.

MOSS-Image-Basenot tested yet

Result for “Typography and layout”:only Firefly Image Model 5 tested

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.

Missing image run for MOSS-Image-Base

The official demo requests additional repository write permissions during sign-in. These were not granted. No Base sample was produced in the November 1, 2026 run. Use an existing authorized route to the exact Base checkpoint without additional repository write permissions.

Documentation

The numbers at a glance

Arena ratingfrom votes by users · higher is better
n/a

Firefly Image Model 5

not in the arena

n/a

MOSS-Image-Base

not in the arena

GraduallyBenchour own rating, 0 to 100 · higher is better
48

Firefly Image Model 5

Rank 49 of 74

n/a

MOSS-Image-Base

not tested yet

Price per imagedollars through the API · lower is better
n/a

Firefly Image Model 5

no API price

n/a

MOSS-Image-Base

no API price

Ranks among the 22 image models with an arena rating and the 74 with a GraduallyBench run; prices compared with 28 models with an API price.

Firefly Image Model 5

Subscription
n/a No plan in Germany names exactly this model.
Via API
No API price known. Access: API, Web app.

MOSS-Image-Base

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 1, 2026 · Subscription database from Sep 29, 2026 (34 days old)

All data side by side

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

KennzahlFirefly Image Model 5MOSS-Image-Base
Ratings
Arena ratingfrom votes by users, higher is bettern/an/a
Arena rankn/an/a
Arena votesmore votes, a safer ratingn/an/a
GraduallyBenchour own rating, 0 to 10048n/a
GraduallyBench by task
Typography and layoutLegible text, hierarchy, and composition74n/a
Product photographyMaterials, reflections, and fine details24n/a
Character and detailAnatomy, clothing, and spatial consistency87n/a
InfographicNumbers, labels, and visual organization5n/a
API price
Per imagelower is bettern/an/a
100 imagesn/an/a
Profile
ReleasedOct 28, 2025Oct 16, 2026
Weightsopen means: runs locallyproprietaryopen
LifecycleGenerally available since March 19, 2026no notice
AccessAPI, Web applocal
Parametersnot published5 billion
Largest output4 Megapixelnot consistently published
Plans in Germanynaming exactly this modeln/an/a

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

Sources: Firefly Image Model 5 model source, status source (verified Aug 15, 2026) · MOSS-Image-Base 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 Firefly Image Model 5 and MOSS-Image-Base from the same arena and category. Older model versions are not used as substitutes.

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