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Doodle vs Linum

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

Doodle compared with Linum
DetailDoodle logo DoodleLinum logo Linum
What it doesTurn text into simple drawings you can copy by hand Generative video models for animation
StageNot given Not given
FoundedNot given Not given
Based inNL US
Pricing modelFreemium Not given
PricingNot given Not given
Key features
  • Copy drawings by hand
  • Download and share doodles
  • Multiple style options
  • Photo-based doodles
  • 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
  • Simple sticky-note style drawings designed for hand copying
  • No account needed for free doodles
  • Personalize cards, notes and journals
  • 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)Not checked yet no change since last check44 +1 (up) since last check
Trust Flow (Majestic)05
Citation Flow (Majestic)2132
Referring domains (Majestic)6397

4 details filled in for both companies.

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