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Linum vs Product Aura

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 Product Aura
DetailLinum logo LinumProduct Aura logo Product Aura
What it doesGenerative video models for animation AI product photography API and CLI for complete listing image sets
StageNot given Startup
FoundedNot given 2026
Based inUS BE
Pricing modelNot given Freemium
PricingNot given Creator plan $19/month for 60 credits (about $0.32 per image), Pro plan $49/month for 180 credits (about $0.27 per image), Business plan $149/month for 600 credits (about $0.25 per image). 20% discount on yearly plans. One-time credit packs: 50 credits for $21, 150 credits for $55, 500 credits for $
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
  • Generate Amazon listing images and A+ content modules
  • Multi-language on-image text in 29 languages
  • REST API with OpenAPI 3.1 specification
  • Command-line tool via npx productaura
  • MCP server for AI assistants
  • Image editing with natural language prompts
  • Platform checklist and compliance verification
  • Idempotency keys for safe API retries
  • Brand kits with colours, fonts and logos
  • Folder organization for stores, platforms and clients
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
  • Complete platform-ready image sets from a single photo in minutes
  • Composited Amazon main images with real product on pure white background
  • Same API, web app, CLI and MCP server pricing and features
  • Automatic AI image labeling for compliance
  • Free credits on signup and free read-only API calls
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 checkNot checked yet no change since last check
Trust Flow (Majestic)50
Citation Flow (Majestic)320
Referring domains (Majestic)3970

4 details filled in for both companies.

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