Pixocto vs Linum

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Pixocto compared with Linum
Detail	Pixocto	Linum
What it does	AI image and video generator with multiple models in one workspace	Generative video models for animation
Stage	Not given	Not given
Founded	Not given	Not given
Based in	HK	US
Pricing model	Paid	Not given
Pricing	Credit packs: 1,200 Credits for $1 USD (first purchase within 24 hours only); 10,000 Credits for $10 USD; 20,000 Credits for $18 USD; 100,000 Credits for $88 USD. Credits never expire and can be used across all image and video models. New users receive 100 free credits on sign-up.	Not given
Key features	Multiple AI image models: GPT Image 2.5, Midjourney V8.2, Nano Banana 2, GPT Image 2 Video generation with Seedance and Kling Text-to-image and image-to-image generation Reference image and prompt gallery Resolution up to 4K Commercial use license included Lifetime credits with no expiration Single credit balance across all models AI tutorials and templates	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	Lifetime credits that never expire with no monthly fees Pay-per-use credit system with cost estimates shown before generation Commercial licensing included for all generated content Full resolution up to 4K across all models	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
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	23 +1 (up) since last check	44 +1 (up) since last check
Trust Flow (Majestic)	0	5
Citation Flow (Majestic)	19	32
Referring domains (Majestic)	6	397

4 details filled in for both companies.

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