Linum vs AI Studio by Aurmada
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Linum compared with AI Studio by Aurmada
| Detail | 
Linum | 
AI Studio by Aurmada |
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| What it does | Generative video models for animation
| Create original t-shirts with AI in seconds
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| Stage | Not given
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| CA
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| Pricing model | Not given
| Paid
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| Pricing | Not given
| From CAD $25.00
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| Key features | - Pyramid-JiT (P-JiT) architecture with 32×32 token reduction
- 4× more aggressive token reduction than Linum v2
- Converges in 11× fewer samples than Linum v2
- 2B-parameter model with frozen Qwen text encoder
- Pixel-space diffusion with multi-resolution readouts
- PixelREPA alignment with DINOv3-L
- Curriculum learning over noise schedule
| - Describe designs with text prompts
- Upload and remix photos
- Multiple art styles including graphic, vintage, minimal, anime, streetwear, and illustration
- Customize design position, size, and color
- Print on demand with automatic fulfillment
- Available in multiple colors and sizes S to 5XL
- Save designs to profile
- Earn from public designs via storefronts
- Free to try with no credit card required
- Premium tier for sharper, cleaner designs
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| What makes it different | - Low-cost training: full 2B model trained for just $21K in compute
- Controls baked into model training rather than post-hoc fine-tuning
- Pixel-space compression without separate VAE bottleneck
- Apache 2.0 open release with full model weights and code
| - AI generates original designs from text descriptions or photos in seconds
- See your design on the shirt before ordering
- No inventory or shipping responsibilities for sellers
- Earn money by selling your designs with storefronts coming soon
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 44 ▲ +1 (up) since last check | 23 ▼ −2 (down) since last check |
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| Trust Flow (Majestic) | 5 | 5 |
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| Citation Flow (Majestic) | 32 | 17 |
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| Referring domains (Majestic) | 397 | 0 |
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4 details filled in for both companies.
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