Linum vs Instories
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 Instories
| Detail | 
Linum | 
Instories |
|---|
| What it does | Generative video models for animation
| AI-powered platform for creating animated stories and social videos
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| Stage | Not given
| Established
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| Founded | Not given
| 2018
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| Based in | US
| CY
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| Free tier available with limited features; paid plans available for additional features and capabilities
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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
| - Over 300 stylish templates for stories, reels, shorts, and posts
- AI video generation with text-to-video scenes
- AI voiceover and auto-synced subtitles
- Auto-branding with logo, fonts, and colors
- AI script generator for business videos
- Team collaboration and commenting features
- Stock library with business-ready footage and icons
- Image generator and AI shorts creation
- Remove background tool
- Multi-format video export for social platforms
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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
| - Daily trend reviews and content categories updated twice a week
- Virality Score to estimate post performance potential
- All-in-one platform combining design, AI, and business tools
- Used by 15 million users creating 30 million videos monthly
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| Free plan | Not given
| Not given
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| Open source | Not given
| Not given
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| Platforms | Not given
| 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 | 44 ● no change since last check |
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| Trust Flow (Majestic) | 5 | 5 |
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| Citation Flow (Majestic) | 32 | 27 |
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| Referring domains (Majestic) | 397 | 262 |
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4 details filled in for both companies.
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