Arize AI vs AirLLM

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

Arize AI

Arize AI is an enterprise-grade observability platform for monitoring and troubleshooting machine learning and large language models (LLMs).

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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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AttributeArize AIAirLLM
Pricing typeFree + paid (from $50/mo)Free
Korean supportYesNo
PlatformsWeb, API, Python SDKLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple Silicon
Open sourceNoYes
API availableAvailable-
SDKAvailable-
LLM-basedYes-
MultimodalYes-
AI model-Llama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma
GitHub Stars11.3K33.8K
VendorArize AIAnima AI LLC
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

Arize AI key features

  • ML Model Performance Monitoring
  • Embedding Visualization
  • LLM Tracing & Evaluation (Phoenix)
  • Data Drift Analysis
  • Root Cause Analysis
  • Real-time Alerts & Dashboards

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