AI image model comparison
Muse Image vs Riverflow V2.5 Pro
Side by side comparison of Muse Image and Riverflow V2.5 Pro on image quality, cost per image, editing features, and more.
Muse Image is an agentic image generation model from Meta that generates and edits images from text and reference images.
- Per image
- $0.01
- Output / 1M
- $2.40
- Image Elo
- Not available
Riverflow V2.5 Pro is the most powerful variant of Sourceful's Riverflow 2.5 lineup, best for top-tier control and quality-sensitive outputs.
- Per image
- $0.13
- Output / 1M
- $31.14
- Image Elo
- 1352
Comparing chat or coding models? Compare text models
At a glance
Quick verdict
Which model wins on the things that matter most when you're making images.
Cheaper per image
Muse Image
$0.01 vs $0.13, 13.0x cheaper
Better image quality
Not available
Not enough arena data
Better at editing
Not available
Only one editing score is available
Newer release
Muse Image
Released August 26, 2026
Quality
Image quality rankings
Elo ratings from Design Arena, where people vote between two anonymous images made from the same prompt. Higher is better.
Image generation
Image editing
Graphic design
Logos
Pricing
Muse Image vs Riverflow V2.5 Pro price per image
What each image actually costs, plus the underlying API rates. Cheaper option highlighted.
| Metric | ||
|---|---|---|
| Cost per imageEstimated, ~1 megapixel (1024×1024) | $0.01 | $0.13 |
| Image outputPer 1M image tokens | $2.40 | $31.14 |
| Tokens per imageHow many image tokens one ~1MP image uses | 4,175 | 4,175 |
| Prompt textPer 1M input tokens | Included | Included |
What it costs in practice
Estimated totals at standard resolution.
Single image
1 image
Social media batch
50 images
Product catalog
1,000 images
Specs
Inputs, outputs, and limits
What each model accepts, what it gives back, and how long your prompt can be.
| Metric | ||
|---|---|---|
| Accepts | Image, Text | Image, Text |
| Produces | Image | Image |
| Max prompt lengthText plus reference images | 66K tokens | 33K tokens |
| Reasoning step | No | Always on |
| Release date | August 26, 2026 | June 4, 2026 |
Features
Supported features
Creative controls available for each model.
| Metric | ||
|---|---|---|
| Image editingAccepts reference or source images | Supported | Supported |
| Text alongside imagesCan explain or caption what it made | Not supported | Not supported |
| Thinks before drawingPlans the image with a reasoning step | Not supported | Supported |
| Reproducible seedsSame seed, same image | Not supported | Not supported |
| Temperature controlTrade consistency for variety | Supported | Not supported |
Keep exploring
More on these models
Other head-to-heads, the full model page, and the alternatives list for each model.
- Muse Image vs Nano Banana 2
- Muse Image vs GPT Image 2.5 Sunburst
- Muse Image vs Seedream 5.0 Flash
- Muse Image vs GPT Image 2
- Muse Image vs Nano Banana 2 Lite
- Muse Image vs Nano Banana
- Muse Image vs GPT Image 2.5 Flare
- Muse Image vs Seedream 4.5
- Muse Image vs Recraft V4.1 Flash
- Muse Image vs FLUX 3 Image Klein
- Muse Image vs FLUX.2 Pro
- Muse Image vs FLUX.2 Klein 4B
- Muse Image vs Seedream 5.0 Lite
- Muse Image vs Qwen Image 3
- Muse Image vs MAI-Image-2.6 Flash
- Muse Image vs MAI-Image-2.6
- Riverflow V2.5 Pro vs MAI-Image-2.6
- Riverflow V2.5 Pro vs MAI-Image-2.6 Flash
- Riverflow V2.5 Pro vs Nano Banana 2
- Riverflow V2.5 Pro vs Nano Banana Pro
- Riverflow V2.5 Pro vs MAI-Image-2.5
- Riverflow V2.5 Pro vs FLUX.2 Flex
- Riverflow V2.5 Pro vs FLUX.2 Pro
- Riverflow V2.5 Pro vs GPT Image 2.5 Sunburst
- Riverflow V2.5 Pro vs Seedream 5.0 Flash
- Riverflow V2.5 Pro vs Seedream 4.5
- Riverflow V2.5 Pro vs Seedream 5.0 Pro
- Riverflow V2.5 Pro vs FLUX 3 Image
- Riverflow V2.5 Pro vs Grok Imagine Image 2.0
- Riverflow V2.5 Pro vs Seedream 5.0 Lite
- Riverflow V2.5 Pro vs Grok Imagine Image Quality
- Riverflow V2.5 Pro vs FLUX.2 Max
Our take
Muse Image is 13.0x cheaper per image. The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.
FAQ
Frequently asked questions
Is Muse Image or Riverflow V2.5 Pro cheaper?
Muse Image is cheaper at about $0.01 per standard image, compared with $0.13 for Riverflow V2.5 Pro. For 1,000 images that is $10 versus $130.
Can Muse Image and Riverflow V2.5 Pro edit existing images?
Yes. Both accept reference images, so you can upload a photo and ask for changes like a new background, different lighting, or added text.
Can I use Muse Image and Riverflow V2.5 Pro at the same time?
Yes. Shortcut Chat sends one prompt to multiple image models at once, so you can see Muse Image and Riverflow V2.5 Pro results side by side and keep the one you like.
Why choose? Generate with both.
Send one prompt to Muse Image and Riverflow V2.5 Pro at the same time. See both images side by side and keep the one you like.