airllm alternatives
Curated alternatives to airllm — and why you'd switch.
Ollama
Run Llama, Mistral and other open models locally with a single command and a clean API.
Why switchBoth run open models on your own hardware, on opposite sides of one constraint: Ollama gives fast, polished local inference for models that fit your VRAM; AirLLM runs models that don't fit at all — 70B on 4GB — by streaming one layer at a time, at heavy latency cost.
Full comparison →vLLM
High-throughput, memory-efficient inference and serving engine for LLMs.
Why switchOpposite ends of the local-inference spectrum: vLLM maximizes throughput given abundant VRAM (production serving); AirLLM minimizes VRAM given abundant patience (frontier-size models on consumer cards).
Full comparison →