Skip to main content
NexoraLaunch home

Build log live

Linum vs ViralMint

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 ViralMint
DetailLinum logo LinumViralMint logo ViralMint
What it doesGenerative video models for animation Your Personal AI Video Assistant, Open Source
StageNot given Startup
FoundedNot given 2026
Based inUS Not given
Pricing modelNot given Not given
PricingNot given Free trial with daily starter allowance. Paid tier: Starter $5 one-time prepaid balance. Pro $30 top-up for $35 balance (+$5 bonus). Max $100 top-up for $125 balance (+$25 bonus). Per-action pricing: local jobs (downloading, transcription, captioning) 1¢ per job; video studio short 2¢; AI voice-over
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
  • Clipper for extracting 30–60s viral moments with Whisper transcription, AI hook detection and word-by-word captions
  • Video Studio pipeline assembling shorts from AI scripts, stock footage, AI voices and auto-mixed music
  • Motion Graphics with AI-composed kinetic typography, stat cards and lower-thirds rendered locally to MP4
  • AI Video generation from text, images or viral templates using multiple models (Veo, Seedance, Kling, Wan)
  • Music to Video converting songs into AI-generated pictures with lyric captions
  • Voice Cloning from 10–30 second audio samples running entirely on-device
  • Website to Video converting URLs into branded promo videos automatically
  • Personal assistant sending daily notes on trending content from followed creators with email and Telegram replies
  • 156 MCP tools for Claude Code and Cursor enabling end-to-end video automation via AI agents
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
  • Open source under AGPL-3.0 with full source code available on GitHub for auditing and self-hosting
  • Pay-per-use pricing with no subscriptions or auto-renewal, instead of $30–50/month with hidden usage caps
  • Local processing for downloads, transcription and rendering to keep cloud costs small and speed up workflow
  • No per-seat licensing for teams and agencies, just prepaid account credits regardless of team size
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 check5 no change since last check
Trust Flow (Majestic)51
Citation Flow (Majestic)3214
Referring domains (Majestic)39755

3 details filled in for both companies.

More alternatives to Linum More alternatives to ViralMint

Ask a question