Skip to main content

MetaImage model

Muse Image

Muse Image is rank 7 of 21 in the arena rating and rank 4 of 108 in our GraduallyBench test.

Arena ratingRank 7 of 21

1,269User voteshigher is better

GraduallyBenchRank 4 of 108

78our own rating0 to 100

PriceRank 1 of 28

$0.01per imagelower is better

PopularityRank 511 of 875

27out of 100same as last month

Summary

At $0.01 per image it is cheap; a typical image model costs $0.06.

Muse Image’s defining feature is Meta’s concrete image agent. It can call search and coding tools, refine its own drafts, and spend more computation at test time. Meta links the coding step to more accurate charts and QR codes, while multiple reference images can remain consistent across editing turns.

Meta lists the Meta AI app, meta.ai, Instagram Stories in the United States, and WhatsApp in selected countries as access surfaces. Images from the Meta AI app and meta.ai also carry Content Seal. The invisible provenance signal is intended to survive cropping, compression, resizing, and screenshots. It is therefore a provenance signal, not a visible watermark replacement.

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 meta/muse-image/text-to-image. Archived settings were aspect ratio 1:1, n=1, seed=provider random, estimated cost $0.010000, source 1600x1600, 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 meta/muse-image/text-to-image. Archived settings were aspect ratio 1:1, n=1, seed=provider random, estimated cost $0.010000, source 1600x1600, 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 meta/muse-image/text-to-image. Archived settings were aspect ratio 1:1, n=1, seed=provider random, estimated cost $0.010000, source 1600x1600, 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 meta/muse-image/text-to-image. Archived settings were aspect ratio 1:1, n=1, seed=provider random, estimated cost $0.010000, source 1600x1600, stored 1024x1024 (Lanczos3 downscale).

Open source

All benchmark results

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

Show all 70 published benchmark results

Page 1 of 6

Published benchmarks

Text to image

Text to Image Arena

Elo ratings summarize pairwise comparisons within this leaderboard. They are not percentages. The scale does not express absolute quality or linear gaps between models.

GPT Image 21,188.55 Elo
MAI-Image-2.61,166.73 Elo
Nano Banana 21,140.04 Elo
Muse Image1,126.51 Elo
GPT Image 1.51,122.98 Elo
MAI-Image-2.51,118.46 Elo
Nano Banana Pro1,117.96 Elo
Nano Banana 2 Lite1,106.52 Elo
Seedream 5.0 Pro1,101.34 Elo
Qwen-Image-2.11,043.13 Elo
Krea 2 Large1,034.15 Elo
Qwen Image 2.0 Pro1,030.07 Elo
FLUX.2 Flex1,026.13 Elo
FLUX.2 Max1,020.74 Elo
Ideogram 4.51,016.15 Elo
FLUX.2 Pro1,002.84 Elo
Ideogram 4.01,002.25 Elo
FLUX.2 Klein 9B929.74 Elo

higher is betterAs of November 3, 2026Scale: 0 Elo - 1,222.56 Elo

Source: Artificial Analysis
gradually.ai
Methodology and context
Metric
elo-rating
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
30
Methodology and context
AA appearances: 8522. This count does not establish an independent sample. Lower rank: 8. Upper rank: 12. Source model ID: 0a7b7bb4-caa5-4334-aff3-57ad2bdead0d. Evidence capture ID: aa-image-text-to-image-v2.1-2026-11-03-b02bfcda6707. Source payload hash: b02bfcda6707b185b316c6b1c2e00ef9efe82010f1e2f2903d32096adb7e1cd9
Source: Artificial Analysis

LMArena Text to Image: 3D modeling

GPT Image 2.5 Sunburst1,416.06 points
GPT Image 2.5 Flare1,378.01 points
GPT Image 21,362.88 points
MAI-Image-2.61,325.39 points
Grok Imagine Image 2.01,291.64 points
Reve 2.11,280.92 points
Nano Banana 21,254.79 points
MAI-Image-2.51,251.32 points
Seedream 5.0 Pro1,247.62 points
Muse Image1,238.77 points
Nano Banana Pro1,232.98 points
Nano Banana 2 Lite1,225.57 points
GPT Image 1.51,217.58 points
Qwen-Image-2.11,213.34 points
FLUX.2 Flex1,172.95 points
FLUX.2 Max1,160.31 points
FLUX.2 Pro1,144.63 points
HiDream-O1-Image1,121.95 points
Krea 2 Large1,115.16 points
FLUX.2 Klein 9B1,078.47 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,416.06 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
4,485
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Agentic image generation

GPT Image 2.5 Sunburst1,396.62 points
GPT Image 2.5 Flare1,358.45 points
GPT Image 21,338.59 points
MAI-Image-2.61,313.89 points
Grok Imagine Image 2.01,285.91 points
Nano Banana 21,256.3 points
Seedream 5.0 Pro1,241.22 points
GPT Image 1.51,236.53 points
Muse Image1,236.35 points
Nano Banana Pro1,234.68 points
Qwen-Image-2.11,230.55 points
Krea 2 Large1,143.91 points
FLUX.2 Pro1,136.63 points
HiDream-O1-Image1,110.85 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,396.62 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
14
Sample
2,661
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Art

GPT Image 2.5 Flare1,386.82 points
GPT Image 21,369.63 points
MAI-Image-2.61,337.16 points
Grok Imagine Image 2.01,326.14 points
Reve 2.11,290.95 points
MAI-Image-2.51,276.56 points
Seedream 5.0 Pro1,259.09 points
Muse Image1,257.69 points
Nano Banana 2 Lite1,255.76 points
Nano Banana 21,240.58 points
Qwen-Image-2.11,234.02 points
GPT Image 1.51,224.88 points
Nano Banana Pro1,223.81 points
FLUX.2 Max1,168.71 points
FLUX.2 Pro1,159.46 points
FLUX.2 Flex1,155.25 points
Krea 2 Large1,123.59 points
HiDream-O1-Image1,116.18 points
FLUX.2 Klein 9B1,078.57 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,408.7 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
7,441
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Cartoon

GPT Image 2.5 Sunburst1,456.05 points
GPT Image 2.5 Flare1,430.72 points
GPT Image 21,402.35 points
Grok Imagine Image 2.01,352.28 points
MAI-Image-2.61,348.23 points
Reve 2.11,309.62 points
Muse Image1,275.92 points
MAI-Image-2.51,268.84 points
Seedream 5.0 Pro1,264.27 points
Nano Banana 21,259.12 points
Nano Banana 2 Lite1,256.28 points
GPT Image 1.51,243.84 points
Nano Banana Pro1,243.18 points
Qwen-Image-2.11,233.67 points
FLUX.2 Max1,167.46 points
FLUX.2 Flex1,163.21 points
FLUX.2 Pro1,158.68 points
Krea 2 Large1,119.32 points
HiDream-O1-Image1,118.17 points
FLUX.2 Klein 9B1,063.56 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,456.05 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
19,653
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Commercial design

GPT Image 2.5 Sunburst1,418.65 points
GPT Image 2.5 Flare1,386.73 points
GPT Image 21,385.11 points
MAI-Image-2.61,331.62 points
Grok Imagine Image 2.01,325.93 points
Reve 2.11,315.28 points
Nano Banana 21,267.45 points
MAI-Image-2.51,259.29 points
Muse Image1,259.08 points
Nano Banana 2 Lite1,248.33 points
Nano Banana Pro1,245.72 points
GPT Image 1.51,237.8 points
Qwen-Image-2.11,237.63 points
Seedream 5.0 Pro1,235.73 points
FLUX.2 Flex1,172.42 points
FLUX.2 Max1,163.76 points
FLUX.2 Pro1,154.32 points
HiDream-O1-Image1,129.14 points
Krea 2 Large1,110.75 points
FLUX.2 Klein 9B1,070.23 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,418.65 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
16,648
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Overall

GPT Image 2.5 Sunburst1,427.39 points
GPT Image 2.5 Flare1,401.27 points
GPT Image 21,381.28 points
MAI-Image-2.61,328.65 points
Grok Imagine Image 2.01,316.57 points
Reve 2.11,300.12 points
Muse Image1,268.83 points
Nano Banana 21,256.98 points
MAI-Image-2.51,253 points
Seedream 5.0 Pro1,250.44 points
Nano Banana 2 Lite1,249.44 points
Nano Banana Pro1,246.19 points
GPT Image 1.51,236.25 points
Qwen-Image-2.11,225.11 points
FLUX.2 Max1,161.4 points
FLUX.2 Flex1,156.21 points
FLUX.2 Pro1,152.7 points
Krea 2 Large1,115.21 points
HiDream-O1-Image1,114.76 points
FLUX.2 Klein 9B1,069.79 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,427.39 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
53,444
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Photorealism

GPT Image 2.5 Sunburst1,432.65 points
GPT Image 2.5 Flare1,414.92 points
GPT Image 21,378.3 points
MAI-Image-2.61,329.8 points
Grok Imagine Image 2.01,311.03 points
Reve 2.11,301.89 points
Muse Image1,280.83 points
Seedream 5.0 Pro1,273.76 points
Nano Banana 21,261.86 points
Nano Banana Pro1,260.53 points
Nano Banana 2 Lite1,258.76 points
MAI-Image-2.51,250.53 points
GPT Image 1.51,246.82 points
Qwen-Image-2.11,226.53 points
FLUX.2 Max1,160.89 points
FLUX.2 Pro1,151.41 points
FLUX.2 Flex1,145.43 points
Krea 2 Large1,128.62 points
HiDream-O1-Image1,109.13 points
FLUX.2 Klein 9B1,090.95 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,432.65 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
19,494
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Portraits

GPT Image 2.5 Sunburst1,461.04 points
GPT Image 2.5 Flare1,438.88 points
GPT Image 21,425.97 points
MAI-Image-2.61,338.94 points
Grok Imagine Image 2.01,331.53 points
Reve 2.11,316.28 points
Muse Image1,293.55 points
Seedream 5.0 Pro1,286.27 points
GPT Image 1.51,259.26 points
Nano Banana 21,256.64 points
Nano Banana Pro1,256.22 points
MAI-Image-2.51,254.66 points
Qwen-Image-2.11,251.64 points
Nano Banana 2 Lite1,244.36 points
FLUX.2 Max1,156.6 points
FLUX.2 Flex1,143.86 points
FLUX.2 Pro1,143.83 points
Krea 2 Large1,122.8 points
HiDream-O1-Image1,105.43 points
FLUX.2 Klein 9B1,091.81 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,461.04 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
9,902
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

LMArena Text to Image: Text rendering

GPT Image 2.5 Sunburst1,465.68 points
GPT Image 2.5 Flare1,435.32 points
GPT Image 21,423.28 points
MAI-Image-2.61,364.74 points
Grok Imagine Image 2.01,349.28 points
Reve 2.11,339.17 points
Nano Banana 21,293.57 points
Muse Image1,293.25 points
MAI-Image-2.51,280.64 points
Nano Banana 2 Lite1,273.68 points
Nano Banana Pro1,270.84 points
Seedream 5.0 Pro1,254.68 points
GPT Image 1.51,251.49 points
Qwen-Image-2.11,250.45 points
FLUX.2 Flex1,171.52 points
FLUX.2 Max1,165.47 points
FLUX.2 Pro1,154.74 points
HiDream-O1-Image1,133.86 points
Krea 2 Large1,116.56 points
FLUX.2 Klein 9B1,057.75 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,465.68 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
21
Sample
16,406
Methodology and context
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source: LMArena

Image editing

Image Editing Arena

Elo ratings summarize pairwise comparisons within this leaderboard. They are not percentages. The scale does not express absolute quality or linear gaps between models.

MAI-Image-2.61,150.73 Elo
GPT Image 21,136.54 Elo
Seedream 5.0 Pro1,129.33 Elo
Muse Image1,129.11 Elo
MAI-Image-2.51,126.67 Elo
Nano Banana 21,124.08 Elo
GPT Image 1.51,118.78 Elo
Nano Banana Pro1,108.9 Elo
Qwen-Image-2.11,081.38 Elo
Ideogram 4.51,068.66 Elo
Qwen Image 2.0 Pro1,058.03 Elo
Nano Banana 2 Lite1,055.27 Elo
FLUX.2 Klein 9B1,015.61 Elo
FLUX.2 Pro1,013.07 Elo
FLUX.2 Flex1,001.91 Elo
FLUX.2 Max998.74 Elo

higher is betterAs of November 3, 2026Scale: 0 Elo - 1,199.48 Elo

Source: Artificial Analysis
gradually.ai
Methodology and context
Metric
elo-rating
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
24
Methodology and context
AA appearances: 13426. This count does not establish an independent sample. Lower rank: 8. Upper rank: 15. Source model ID: 0a7b7bb4-caa5-4334-aff3-57ad2bdead0d. Evidence capture ID: aa-image-image-editing-v2.1-2026-11-03-3c9ca7a083ad. Source payload hash: 3c9ca7a083ada0be4f50daced49cc4d1282114c6ba75a56557795b4ea75aa6f5
Source: Artificial Analysis

LMArena Image Editing: Agentic image generation

GPT Image 2.5 Sunburst1,528.73 points
GPT Image 2.5 Flare1,495.45 points
GPT Image 21,458.81 points
Grok Imagine Image 2.01,431.88 points
MAI-Image-2.61,416.16 points
Nano Banana Pro1,409.95 points
Seedream 5.0 Pro1,409.44 points
Muse Image1,393.39 points
Nano Banana 21,377.25 points
Qwen-Image-2.11,367.91 points
GPT Image 1.51,358.38 points
Ideogram 4.51,295.89 points
FLUX.2 Pro1,215.6 points

higher is betterAs of October 28, 2026Scale: 0 points - 1,528.73 points

Source: LMArena
gradually.ai
Methodology and context
Metric
arena-score
Scale
No upper bound is documented. The chart spans the recorded values and zero.
Participants
13
Sample
3,451
Methodology and context
Evidence capture ID: lmarena-image_edit-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-efe70ea24802. Source payload hash: efe70ea24802bd2e7db887a8fc6562f6c29ecdda5c404685383a91e28cc6f17d
Source: LMArena

Recorded measurement details

Text to Image Arena (Show measurement, test conditions, and source)
Source value
1126.51
Score
1126.51
Metric
elo-rating
Unit
Elo
Benchmark version
v2.1
Direction
Higher is better
Source rank
8
Confidence interval
11
Lower confidence bound
1115.51
Upper confidence bound
1137.51
Source type
independent-evaluator
Evaluator
Artificial Analysis
Retrieved at
2026-11-03
Methodology
AA appearances: 8522. This count does not establish an independent sample. Lower rank: 8. Upper rank: 12. Source model ID: 0a7b7bb4-caa5-4334-aff3-57ad2bdead0d. Evidence capture ID: aa-image-text-to-image-v2.1-2026-11-03-b02bfcda6707. Source payload hash: b02bfcda6707b185b316c6b1c2e00ef9efe82010f1e2f2903d32096adb7e1cd9
USD price per 1,000 tokens
10
Source Artificial Analysis
Image Editing Arena (Show measurement, test conditions, and source)
Source value
1129.11
Score
1129.11
Metric
elo-rating
Unit
Elo
Benchmark version
v2.1
Direction
Higher is better
Source rank
10
Confidence interval
12
Lower confidence bound
1117.11
Upper confidence bound
1141.11
Source type
independent-evaluator
Evaluator
Artificial Analysis
Retrieved at
2026-11-03
Methodology
AA appearances: 13426. This count does not establish an independent sample. Lower rank: 8. Upper rank: 15. Source model ID: 0a7b7bb4-caa5-4334-aff3-57ad2bdead0d. Evidence capture ID: aa-image-image-editing-v2.1-2026-11-03-3c9ca7a083ad. Source payload hash: 3c9ca7a083ada0be4f50daced49cc4d1282114c6ba75a56557795b4ea75aa6f5
USD price per 1,000 tokens
10
Source Artificial Analysis
LMArena Text to Image: 3D modeling (Show measurement, test conditions, and source)
Source value
1238.7650720208776
Score
1238.7650720208776
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
13
Sample
4485
Confidence interval
9.585251
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Agentic image generation (Show measurement, test conditions, and source)
Source value
1236.347548780703
Score
1236.347548780703
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
10
Sample
2661
Confidence interval
14.104123
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Art (Show measurement, test conditions, and source)
Source value
1257.6877782672946
Score
1257.6877782672946
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
11
Sample
7441
Confidence interval
8.035568
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Cartoon (Show measurement, test conditions, and source)
Source value
1275.9163586986183
Score
1275.9163586986183
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
9
Sample
19653
Confidence interval
6.24055
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Commercial design (Show measurement, test conditions, and source)
Source value
1259.0845612909056
Score
1259.0845612909056
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
12
Sample
16648
Confidence interval
6.424066
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Overall (Show measurement, test conditions, and source)
Source value
1268.833750256697
Score
1268.833750256697
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
9
Sample
53444
Confidence interval
4.596331
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Photorealism (Show measurement, test conditions, and source)
Source value
1280.834426358862
Score
1280.834426358862
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
9
Sample
19494
Confidence interval
6.296078
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Portraits (Show measurement, test conditions, and source)
Source value
1293.5468455531468
Score
1293.5468455531468
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
9
Sample
9902
Confidence interval
7.711834
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Text to Image: Text rendering (Show measurement, test conditions, and source)
Source value
1293.2469789830673
Score
1293.2469789830673
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
11
Sample
16406
Confidence interval
6.560223
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-text_to_image-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-32972b5ffdc5. Source payload hash: 32972b5ffdc597e97f4dc7e2bad6b89fd6020216e049e066a6dbc55f74233037
Source LMArena
LMArena Image Editing: Agentic image generation (Show measurement, test conditions, and source)
Source value
1393.3921617613132
Score
1393.3921617613132
Metric
arena-score
Unit
score
Direction
Higher is better
Source rank
10
Sample
3451
Confidence interval
13.089445
Source type
official-leaderboard
Evaluator
LMArena
Retrieved at
2026-10-28
Methodology
Evidence capture ID: lmarena-image_edit-6852ae7aa7c105ff8cf86bb1551d1b1fd52f9dd3-efe70ea24802. Source payload hash: efe70ea24802bd2e7db887a8fc6562f6c29ecdda5c404685383a91e28cc6f17d
Source LMArena

Page 1 of 6

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 100 models

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

Over time

Weekly values from October 18, 2026 to November 5, 2026

Muse ImageHiDream-O1-Image-1.5Nano Banana 2 LiteKrea 2 Medium TurboIdeogram 4.0

Muse Image compared

Compare with another model

Predecessor and successor

  • No predecessor recorded for Muse Image
  • Muse Image has no successor yet

The most popular comparisons

  1. 1Krea 2 Medium Turbo vs. Muse Image
  2. 2Krea 2 Large vs. Muse Image
  3. 3GPT Image 2.5 Sunburst vs. Muse Image
  4. 4GPT Image 2 vs. Muse Image
  5. 5Reve 2.1 vs. Muse Image
  6. 6Nano Banana 2 vs. Muse Image
  7. 7Midjourney V8.2 vs. Muse Image
  8. 8GPT Image 1.5 vs. Muse Image
  9. 9MAI-Image-2.5 vs. Muse Image
Show all 139 comparisons
  1. 10Nano Banana Pro vs. Muse Image
  2. 11Nano Banana 2 Lite vs. Muse Image
  3. 12Seedream 5.0 Pro vs. Muse Image
  4. 13Grok Imagine Image Quality vs. Muse Image
  5. 14FLUX.2 Max vs. Muse Image
  6. 15Qwen Image 2.0 Pro vs. Muse Image
  7. 16MAI-Image-2.5 Flash vs. Muse Image
  8. 17HiDream-O1-Image-1.5 vs. Muse Image
  9. 18Seedream 4.0 vs. Muse Image
  10. 19Luma Uni-1.1 Max vs. Muse Image
  11. 20FLUX.2 Flex vs. Muse Image
  12. 21Recraft V4.1 Utility vs. Muse Image
  13. 22Ideogram 4.0 vs. Muse Image
  14. 23Wan 2.6 Text to Image vs. Muse Image
  15. 24FLUX.2 Pro vs. Muse Image
  16. 25HunyuanImage 3.0 Instruct vs. Muse Image
  17. 26FLUX.2 Klein 9B vs. Muse Image
  18. 27HiDream-O1-Image vs. Muse Image
  19. 28Firefly Image Model 5 vs. Muse Image
  20. 29Midjourney V8.1 vs. Muse Image
  21. 30Stable Diffusion 3.5 Large vs. Muse Image
  22. 31GPT Image 2.5 Flare vs. Muse Image
  23. 32Qwen-Image-2.1 vs. Muse Image
  24. 33MAI-Image-2.6 vs. Muse Image
  25. 34MAI-Image-2.6 Flash vs. Muse Image
  26. 35Muse Image vs. Grok Imagine Image 2.0
  27. 36Muse Image vs. FLUX 3 Image
  28. 37Muse Image vs. FLUX 3 Image Klein
  29. 38Muse Image vs. Nano Banana 2.1
  30. 39Muse Image vs. Ideogram 4.5
  31. 40Muse Image vs. Hy Image 3.5 Preview
  32. 41Muse Image vs. Ming-Image-0.1-Design
  33. 42Muse Image vs. Recraft V4.1
  34. 43Muse Image vs. Recraft V4.1 Flash
  35. 44Muse Image vs. Bria FIBO 2
  36. 45Muse Image vs. Krea 3
  37. 46Muse Image vs. Qwen Image 3.0 Pro
  38. 47Muse Image vs. Qwen Image 3.0
  39. 48Muse Image vs. Qwen Image 2.1 Pro
  40. 49Muse Image vs. Qwen Image 2.1 Turbo
  41. 50Muse Image vs. Wan 2.7 Image Pro
  42. 51Muse Image vs. Wan 2.7 Image
  43. 52Muse Image vs. Seedream 5.0 Flash
  44. 53Muse Image vs. SenseNova U1.5 Lite
  45. 54Muse Image vs. Kling Image 3.0
  46. 55Muse Image vs. Kling Image 3.0 Omni
  47. 56Muse Image vs. Vidu Q2 Image
  48. 57Muse Image vs. WAND-Vega-Image 1.0 Pro
  49. 58Muse Image vs. WAND-Vega-Image 1.0 Flash
  50. 59Muse Image vs. WAND-Vega-Image 1.0 Lite
  51. 60Muse Image vs. GLM-Image
  52. 61Muse Image vs. MiniMax Image-01
  53. 62Muse Image vs. Z-Image Turbo
  54. 63Muse Image vs. Luma Uni-1.1
  55. 64Muse Image vs. Runway Gen-4 Image
  56. 65Muse Image vs. Runway Gen-4 Image Turbo
  57. 66Muse Image vs. Leonardo Phoenix 1.0
  58. 67Muse Image vs. Leonardo Lucid Origin
  59. 68Muse Image vs. Leonardo Lucid Realism
  60. 69Muse Image vs. Adobe Firefly Image 3
  61. 70Muse Image vs. Adobe Firefly Image 4
  62. 71Muse Image vs. Adobe Firefly Image 4 Ultra
  63. 72Muse Image vs. Stable Diffusion 3.5 Medium
  64. 73Muse Image vs. Stable Diffusion 3.5 Large Turbo
  65. 74Muse Image vs. Stable Diffusion 3.5 Flash
  66. 75Muse Image vs. Xingliu Star-3
  67. 76Muse Image vs. MiracleVision V6
  68. 77Muse Image vs. Hy Image 3.0
  69. 78Muse Image vs. Bria FIBO Lite
  70. 79Muse Image vs. Mystic 2.5
  71. 80Muse Image vs. Mystic 2.5 Flexible
  72. 81Muse Image vs. Mystic 2.5 Fluid
  73. 82Muse Image vs. Recraft V4.1 Utility Pro
  74. 83Muse Image vs. Seedream 4.5
  75. 84Muse Image vs. Seedream 5.0 Lite
  76. 85Muse Image vs. Kling Image O1
  77. 86Muse Image vs. Stable Image Core
  78. 87Muse Image vs. Stable Image Ultra
  79. 88Muse Image vs. FLUX.2 Klein 9B Preview
  80. 89Muse Image vs. GPT Image 1 Mini
  81. 90Muse Image vs. ChatGPT Image Latest (API-Alias)
  82. 91Muse Image vs. Nano Banana (Gemini 2.5 Flash Image)
  83. 92Muse Image vs. FLUX.2 Klein 4B
  84. 93Muse Image vs. FLUX.2 Dev
  85. 94Muse Image vs. FLUX1.1 [pro]
  86. 95Muse Image vs. FLUX1.1 [pro] Ultra
  87. 96Muse Image vs. FLUX.1 [dev]
  88. 97Muse Image vs. FLUX.1 Kontext [pro]
  89. 98Muse Image vs. FLUX.1 Kontext [max]
  90. 99Muse Image vs. Stable Diffusion XL 1.0
  91. 100Muse Image vs. Stable Diffusion 3 Medium
  92. 101Muse Image vs. SDXL Turbo
  93. 102Muse Image vs. Stable Diffusion Turbo
  94. 103Muse Image vs. Midjourney V7
  95. 104Muse Image vs. Niji 7
  96. 105Muse Image vs. Grok Imagine Image 1.0
  97. 106Muse Image vs. HUMAIN Image 1
  98. 107Muse Image vs. MOSS-Image-Base
  99. 108Muse Image vs. MOSS-Image-SFT
  100. 109Muse Image vs. LLaDA-Image
  101. 110Muse Image vs. LLaDA-Image-Turbo
  102. 111Muse Image vs. Nucleus-Image
  103. 112Muse Image vs. LongCat-Image
  104. 113Muse Image vs. BAGEL-7B-MoT
  105. 114Muse Image vs. OmniGen2
  106. 115Muse Image vs. Emu3.5-Image
  107. 116Muse Image vs. Kandinsky-5.0-T2I-Lite-SFT
  108. 117Muse Image vs. Kandinsky-5.0-T2I-Lite-Pretrain
  109. 118Muse Image vs. NextStep-1.1
  110. 119Muse Image vs. Boogu-Image-0.1-Base
  111. 120Muse Image vs. Boogu-Image-0.1-Turbo
  112. 121Muse Image vs. SANA-1.5 1.6B 1024px
  113. 122Muse Image vs. SANA-1.5 4.8B 1024px
  114. 123Muse Image vs. Sana-Sprint 0.6B 1024px
  115. 124Muse Image vs. Sana-Sprint 1.6B 1024px
  116. 125Muse Image vs. Chroma1-HD
  117. 126Muse Image vs. Chroma1-Flash
  118. 127Muse Image vs. AuraFlow v0.3
  119. 128Muse Image vs. PixArt-Sigma-XL-2-1024-MS
  120. 129Muse Image vs. Lumina-Image 2.0
  121. 130Muse Image vs. HART-0.7B-1024px
  122. 131Muse Image vs. Janus-Pro-1B
  123. 132Muse Image vs. Janus-Pro-7B
  124. 133Muse Image vs. Show-o2-1.5B-HQ
  125. 134Muse Image vs. Kandinsky 3.1
  126. 135Muse Image vs. Anima Base v1.0
  127. 136Muse Image vs. Krea 2 Raw
  128. 137Muse Image vs. HunyuanImage 3.0
  129. 138Muse Image vs. HunyuanImage 3.0 Instruct Distil
  130. 139Muse Image 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.

Provenance
Content Seal applies an invisible watermark intended to survive cropping, compression, resizing, and screenshots
Source: Provenance
AI watermarking
Yes. Meta documents an invisible Content Seal watermark for Muse Image pictures in the Meta AI app and on meta.ai. Expansion to Muse Video is announced and is not established as already implemented.
Source: AI watermarking
Watermarking technique
Content Seal
Source: Watermarking technique
Labelling reviewed
Nov 5, 2026
Source: Labelling reviewed

Licence and access

Weights
Proprietary
Source: Weights
Access
API, Web
Source: Access
Availability
Meta AI app, meta.ai, Instagram Stories in the US, and WhatsApp in selected countries
Source: Availability

Further details

Image capabilities
Combine multiple reference images and refine edits consistently across turns
Source: Image capabilities
Tool use
Uses search and code to produce, for example, more accurate charts and QR codes
Source: Tool use

Prices

Choose a price view
Representative price
$0.01 per imageSource
fal.ai (meta/muse-image/text-to-image)
$0.01 per image (estimated)Source
API price
$0.01 per generated image via the Meta Model API (since August 2026)Source

Free to use at Meta (Meta AI Free). Through other providers from ≈ €9.51 a month (Krea Basic, with limited credits). 6 plans in Germany.

Filter plans
PlanMonthly priceNote
Meta AI Freefreedeveloper's own plan
Krea Basic≈ €9.51with limited credit
Krea Pro≈ €36.97with limited credit
Krea Max≈ €110.90with limited credit
Krea Business≈ €211.24with limited credit, for teams
Krea Enterprisen/afor enterprises

All plans in the AI subscription comparison

Frequently asked questions about Muse Image

How good is Muse Image?

Rank 7 of 21 in the arena rating. Rank 4 of 108 in our own test.

Arena rating from Oct 28, 2026 · GraduallyBench from Nov 3, 2026

Arena ratingfrom user votes · higher is better
MAI-Image-2.61,329
Grok Imagine Image 2.01,317
Reve 2.11,300
Muse ImageRank 7 of 211,269
Nano Banana 21,257
MAI-Image-2.51,253
Seedream 5.0 Pro1,250
GraduallyBenchour own rating, 0 to 100 · higher is better
Wan 2.7 Image Pro84
Wan 2.7 Image81
Seedream 5.0 Flash79
Muse ImageRank 4 of 10878
Krea 2 Large77
Seedream 5.0 Pro76
FLUX 3 Image Klein76

What is Muse Image good at?

Best at Infographic (86 out of 100), weakest at Character and detail (61).

GraduallyBench, one image per task

  1. Muse Image: Typography and layoutTypography and layoutLegible text, hierarchy, and composition86out of 100Rank 13 of 108 in this task
  2. Muse Image: Product photographyProduct photographyMaterials, reflections, and fine details81out of 100Rank 21 of 108 in this task
  3. Muse Image: Character and detailCharacter and detailAnatomy, clothing, and spatial consistency61out of 100Rank 37 of 108 in this task
  4. Muse Image: InfographicInfographicNumbers, labels, and visual organization86out of 100Rank 8 of 108 in this task

How much does an image with Muse Image cost?

About $0.01 per image. That is cheap: a typical image model costs $0.06.

Price per imageDollars per image · lower is better
Muse ImageRank 1 of 28$0.01
Krea 2 Medium Turbo$0.015
FLUX.2 Klein 9B$0.015
MAI-Image-2.6 Flash$0.019
MAI-Image-2.5 Flash$0.02
Wan 2.6 Text to Image$0.03
FLUX.2 Pro$0.03

Where can I use Muse Image?

Free to use at Meta. Including other providers that makes 6 plans in Germany.

Subscription comparison, prices in Germany incl. VAT

At Meta

1 plan, free (Meta AI Free).

Through other providers

5 plans from 1 provider, from ≈ €9.51 a month (Krea Basic), with limited credits.

Sources and data date

Show all 32 sources

Benchmark sources at a glance

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

EvaluatorTest seriesComposite indicesRecorded active measurements
LMArena001

Without vendor claims and historical or disputed results; those stay labelled in the single values. 1 measurements are not yet assigned to a test series.

TypeEvidence and data date
Research statusResearch date October 16, 2026. 21 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication.
Not published

immutable-serving-weights

Note

IMG.LY identifies route fal:meta/muse-image/text-to-image, but the model page publishes no content-addressed weight revision. The route label alone does not establish immutable backend identity.

Not published

model-run-date

Note

The methodology gives the latest suite run and score computation dates, not this row's actual per-model execution date.

Not published

category-sample-counts

Note

No denominator is printed for the 15 category means. Sample counts are retained only on criterion rows where the model page explicitly states scores across runs; the 111-image total is not reused as a category count.

Not published

pixazo-per-model-sample-count-and-uncertainty

Original wording

The Pixazo page gives 10 prompt groups and 1,050 pairwise comparisons over 21 models but no per-model Elo denominator or confidence interval; the aggregate comparison count is not substituted for either.

Not published

pixazo-serving-identity-and-run-date

Original wording

Pixazo lists Muse-Image (Meta) and a September 2026 leaderboard update, but not an immutable model-serving revision, generation settings, exact prompt set, or model-specific execution date.

Not published

immutable-serving-revision

Note

Neither evaluator publishes an immutable provider serving/checkpoint revision or full generation controls for its named route; the recorded cells are limited to each exact public leaderboard label and snapshot.

Additional sourceMeta (retrieved September 26, 2026; October 16, 2026; October 18, 2026; November 5, 2026) · Meta introduction to Muse Image and Muse Video · Editorial description reviewed October 2, 2026
Additional sourceImage pricing (retrieved October 23, 2026; October 28, 2026; November 3, 2026)
Additional sourceMeta (retrieved September 26, 2026) · Meta Model API pricing and rate limits · Editorial description reviewed October 2, 2026
Additional sourcefal.ai
Additional sourceArtificial Analysis (retrieved October 23, 2026; October 28, 2026; November 3, 2026)
Additional sourceLMArena (retrieved October 28, 2026)12
Additional sourceGradually-Bildtest (retrieved November 3, 2026)
Additional sourceIMG.LY GenAI Benchmark, Meta Muse Image (retrieved October 16, 2026)
Additional sourcePixazo AI Image Generation Leaderboard 2026 (retrieved October 17, 2026)
Additional sourceRapidata benchmark.ai (retrieved October 17, 2026; October 28, 2026)
Additional sourceContra Labs, Human Creativity Benchmark overall pairwise-comparison chart (retrieved October 17, 2026)
Additional sourceContra Labs, Human Creativity Benchmark Ideation phase chart (retrieved October 17, 2026)
Additional sourceContra Labs, Human Creativity Benchmark narrative report (retrieved October 17, 2026)
Additional sourceMeta Superintelligence Labs, Muse Image internal ablation (retrieved October 18, 2026)12
Additional sourceArena (retrieved October 19, 2026)
Additional sourceVLMKit, “Image generation models on OpenRouter: which one draws a figure we can use” (report dated 2026-09-30) (retrieved October 19, 2026)
Additional sourceArena.ai Text-to-Image leaderboard (retrieved October 21, 2026; October 23, 2026)
Additional sourceRapidata text-to-image human feedback benchmark (retrieved October 23, 2026)
Additional sourceKingy AI (retrieved October 23, 2026)
Additional sourceModel metadata (retrieved October 16, 2026)
Additional sourceModel metadata (retrieved October 17, 2026)12
Additional sourceModel metadata (retrieved October 23, 2026)
Additional sourceModel metadata (retrieved October 28, 2026)
Additional sourceOpenRouter: Popularity index (derived), CC BY 4.0
Additional sourceVercel AI Gateway: Popularity index (derived), CC BY 4.0
Additional sourceOllama: cumulative downloads for the popularity index
Additional sourceReplicate: cumulative runs for the popularity index
Additional sourceGoogle Trending Now: limited feed selection for Germany and the US
Additional sourceCreative Commons Attribution 4.0