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Linum vs AvatarSay

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 AvatarSay
DetailLinum logo LinumAvatarSay logo AvatarSay
What it doesGenerative video models for animation Turn text into an AI avatar — then make it talk.
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelNot given Paid
PricingNot given Free sign-up: 30 free credits plus one free talking clip up to 5 seconds (limited launch offer). Starter: $9.90 for 500 credits (one-time). Creator: $24.90 for 1,500 credits (one-time). Studio: $59.00 for 4,000 credits (one-time). Avatar generation costs 4 credits per standard set or 6 credits per H
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
  • Eight avatar styles: Anime, 3D Cartoon, Pixel Art, Realistic, Professional Avatar, Fantasy, Watercolor, Cyberpunk
  • Generate two 1024×1024 portrait variations per prompt
  • Create talking videos with lip-sync animation up to 30 seconds
  • Eight built-in English text-to-speech voices
  • Private content never used for model training
  • No subscription required, credits never expire
  • Use avatars commercially
  • Profile picture generator for Discord, YouTube, Twitch, LinkedIn
  • Random anime character and RPG NPC generators
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
  • One-time purchases with no subscription; credits never expire
  • Fictional characters by design; never animates real people or existing photos
  • Content remains private and is never used for AI model training
  • Transparent pricing with no hidden multipliers or surprise charges
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)44 +1 (up) since last check1 no change since last check
Trust Flow (Majestic)50
Citation Flow (Majestic)326
Referring domains (Majestic)3971

3 details filled in for both companies.

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