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Linum vs Say It Again

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 Say It Again
DetailLinum logo LinumSay It Again logo Say It Again
What it doesGenerative video models for animation AI UGC videos made from your product pages
StageNot given Not given
FoundedNot given Not given
Based inUS AE
Pricing modelNot given Freemium
PricingNot given Free trial: $0 for 7 days, up to 4 free videos. Lite: $29/month or $290/year (2,000 credits). Starter: $49/month or $490/year (4,000 credits). Growth: $99/month or $990/year (8,800 credits). Scale: $199/month or $1,990/year (20,000 credits). Top-ups: 6 AI UGC videos for $18 or 20 for $60. AI UGC vid
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
  • 27 generated presenters to choose from
  • 35 languages and dialects
  • Product recreation from your photos
  • Script editing before video generation
  • Multiple video sizes: 4:5, 1:1, 16:9, 9:16
  • Product videos without presenter
  • Image ads generation
  • Email and social media posts
  • Multiple store support
  • Shopify integration with bulk product reading
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
  • Scripts automatically written from your product page and verified before video generation
  • All content from AI-generated presenters with no real people or likeness involved
  • Fast video generation in about 4 minutes
  • Works with any public ecommerce store
  • Credits never expire on top-up purchases
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 check42 +41 (up) since last check
Trust Flow (Majestic)53
Citation Flow (Majestic)3223
Referring domains (Majestic)39723

4 details filled in for both companies.

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