Ubicloud vs AirLLM

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

Ubicloud

Ubicloud is an open-source alternative to public cloud providers that runs on bare metal infrastructure, designed to reduce costs and eliminate vendor lock-in.

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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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AttributeUbicloudAirLLM
Pricing typeFree + paid (from $8.38/mo)Free
Korean supportNoNo
Platformscli, web, desktopLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple Silicon
Open sourceYesYes
API availableAvailable-
SDKAvailable-
LLM-based--
MultimodalYes-
AI modelGPTLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma
GitHub Stars12.3K33.8K
VendorUbicloudAnima AI LLC
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

Ubicloud key features

  • Managed PostgreSQL with backups and PITR
  • Provisioning of isolated VMs on bare metal
  • Managed CI/CD runners for workflow optimization

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