AirLLM vs Preferred Networks

A side-by-side comparison of features, pricing, and characteristics.

AirLLM

Open-source Python library that runs very large language models on low-memory GPUs by streaming model layers one at a time.

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Preferred Networks

Preferred Networks (PFN) is Japan's leading AI startup specializing in deep learning and its industrial applications.

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AttributeAirLLMPreferred Networks
Pricing typeFreeFrom $6.13/mo
Korean supportNoNo
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple SiliconWeb, API, Desktop
Open sourceYesNo
API available-Available
SDK-Available
LLM-based-Yes
Multimodal-Yes
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, GemmaPLaMo, Custom Deep Learning Models
GitHub Stars33.8K-
VendorAnima AI LLCPreferred Networks, Inc.
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

AirLLM key features

  • Reducing GPU memory usage through layer-wise model streaming
  • Supporting inference of 70B-class models on a single 4GB GPU
  • AutoModel interface based on Hugging Face model IDs
  • 4-bit and 8-bit block-wise model compression
  • Supporting CPU inference and Apple Silicon macOS
  • Supporting various model families including Llama, Qwen, DeepSeek, and Mistral

Preferred Networks key features

  • Development of MN-Core AI accelerators
  • Industrial robot automation solutions
  • Autonomous driving R&D
  • AI for bio-healthcare and drug discovery
  • Development of PLaMo LLM
  • Computer vision for manufacturing optimization