AirLLM vs Zep 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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Zep AI

Zep is a context engineering platform that assembles the right context from chat history, business data, and user behavior to build personalized agents.

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AttributeAirLLMZep AI
Pricing typeFreeFree + paid (from $125/mo)
Korean supportNoNo
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple SiliconWeb, Python SDK, TypeScript SDK, JavaScript SDK, Go SDK
Open sourceYesNo
API available-Available
SDK-Available
LLM-based-Yes
Multimodal--
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma-
GitHub Stars33.8K4.7K
VendorAnima AI LLCZep AI
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

Zep AI key features

  • Automatic entity and relationship extraction
  • Temporal knowledge graph for evolving context
  • Sub-200ms token-efficient context retrieval
  • Custom entity types and relationship models
  • SOC 2 Type II and HIPAA compliance