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Argil vs Linum

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

Argil compared with Linum
Detail ArgilLinum logo Linum
What it doesThe video production studio for teams and agents Generative video models for animation
StageNot given Not given
FoundedNot given Not given
Based inUS US
Pricing modelFreemium Not given
PricingPro from $50/month, Studio from $1,250/month, Enterprise from $2,500/month. Plans include monthly credit allowances for content generation; unused credits refresh monthly and do not stack, with additional pay-as-you-go credits available. Not given
Key features
  • Cast characters once with locked face, body and voice across all videos
  • Art direction with locations, props and house style for consistent rendering
  • Director workflow for brief, storyboard, shooting and editing
  • Brand memory system that preserves cast, sets and visual style
  • Integration with multiple AI models and agents
  • Support for AI agents including Grok, Claude and ChatGPT
  • Video editing on single timeline with cuts, motion and captions
  • 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
  • System of record for production that keeps consistency across AI model outputs
  • Unified studio system managing casting, art direction, directing and editing
  • Reuse characters indefinitely across unlimited videos once cast
  • 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 planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)50 +1 (up) since last check44 +1 (up) since last check
Trust Flow (Majestic)105
Citation Flow (Majestic)3932
Referring domains (Majestic)1048397

4 details filled in for both companies.

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