AirLLM vs Mosaic AI

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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Mosaic AI

Databricks Mosaic AI is a unified platform for building, deploying, and monitoring AI and ML models within the Databricks Lakehouse.

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AttributeAirLLMMosaic AI
Pricing typeFreeFrom $0/mo
Korean supportNoPartial
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple SiliconWeb, API, CLI
Open sourceYesNo
API available-Available
SDK-Available
LLM-based-Yes
Multimodal-Yes
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, GemmaDBRX, Llama, Mistral, MPT, Stable Diffusion
GitHub Stars33.8K-
VendorAnima AI LLCDatabricks
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

Mosaic AI key features

  • Mosaic AI Model Training
  • Mosaic AI Agent Framework
  • Mosaic AI Gateway
  • Unity Catalog Governance
  • Real-time Model Serving
  • MLflow Experiment Tracking