AirLLM vs Ploomber

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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Ploomber

Ploomber is an enterprise-grade cloud platform designed to help companies securely deploy and scale AI applications and internal data tools.

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AttributeAirLLMPloomber
Pricing typeFreeFree + paid (from $20/mo)
Korean supportNoNo
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple Siliconcli, desktop, api
Open sourceYesYes
API available--
SDK--
LLM-based-Yes
Multimodal-Yes
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma-
GitHub Stars33.8K3.6K
VendorAnima AI LLCPloomber
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

Ploomber key features

  • Flexible deployment options (SaaS, On-premise, VPC)
  • Enterprise security (SSO, IP Whitelisting, Role-based access)
  • CI/CD integration (GitHub, PR Previews, Rollback)
  • Auto-scaling and performance monitoring
  • Browser-based AI Editor