AI outfit preview from your photo and selected clothing
Generative video models for animation
Stage
Not given
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Founded
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Based in
CN
US
Pricing model
Freemium
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Pricing
Free: 5 image credits (one-time for verified accounts). Starter: $2.99 USD once for 10 image credits. 50 Try-Ons: $9.99 USD once for 50 image credits. Pro: $24.99 USD/month for 500 image credits and 5 video credits. Pro Max: $45.99 USD/month for 1000 image credits and 15 video credits.
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Key features
Generate outfit previews combining a person photo with individual clothing images
Upload personal photos or use measurements mode to create a model
Use saved product photos without building a cloud wardrobe
Swap individual pieces to refine the complete look
Generate 10-second runway video clips (Pro plans)
Install as a progressive web app without app store
Download and save generated outfit previews
Edit background in generated previews
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
Private by design: uploads not published or shown in public galleries
One-time purchase options with no recurring subscription required
Style preview focused on styling decisions, not fit guarantee
Independent product with documented limits and test evidence
Uploads not used for AI model training (per Agnes confirmation)
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
Private Try-On
Linum