autohaus.video vs Linum
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
autohaus.video compared with Linum
| Detail | 
autohaus.video | 
Linum |
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| What it does | AI-powered vehicle trailers from existing photos
| Generative video models for animation
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| Stage | Startup
| Not given
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| Founded | 2026
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| Based in | DE
| US
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| Pricing model | Freemium
| Not given
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| Pricing | Free: first test video. Paid: single video from €49 net, Format B extension +€99 net, subscription €199 net per month for six videos monthly.
| Not given
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| Key features | - 20-second video trailers from photos
- Includes music, cuts and dealer's logo
- Delivery within 24 hours
- Works with existing listing photos
- Portrait format for social media and messaging
- Optional detail scene expansion
- Monthly subscription for recurring content
- Free revision if video doesn't meet expectations
| - 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
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| What makes it different | - Uses existing photos rather than requiring custom filming
- Free first test video to evaluate quality
- Transparent about AI limitations and real-world verification needs
- Single point of contact with founder for direct communication
| - 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
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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
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 16 ▲ +1 (up) since last check | 44 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 10 | 5 |
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| Citation Flow (Majestic) | 18 | 32 |
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| Referring domains (Majestic) | 11 | 397 |
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4 details filled in for both companies.
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