Novi AI vs Linum

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Novi AI compared with Linum
Detail	Novi AI	Linum
What it does	Turn your script into a complete, multi-scene story video with consistent characters, natural motion, and perfectly synced voiceovers	Generative video models for animation
Stage	Not given	Not given
Founded	Not given	Not given
Based in	HK	US
Pricing model	Freemium	Not given
Pricing	Free version with credits for new users; paid plans available for more credits and features. Get Free 100 Points with free tier.	Not given
Key features	Up to 5 minutes video generation Image to video conversion Text to image generation	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
What makes it different	Complete story videos with natural cinematic motion instead of stiff slideshows Unified platform combining image, video, and multi-model capabilities Consistent character details across entire story	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
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	25 −1 (down) since last check	44 +1 (up) since last check
Trust Flow (Majestic)	6	5
Citation Flow (Majestic)	35	32
Referring domains (Majestic)	243	397

4 details filled in for both companies.

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