ZML alternatives

The 12 products closest to ZML in what they do and who they're for, best match first.

ZenML — Orchestrates pipelines and agents on existing infrastructure without rewrites. (Code, Freemium)
llm-d — Deploys production-grade LLM serving on existing hardware clusters. (Code, Free)
OpenLLM — It simplifies infrastructure management and optimizes inference speed and cost. (Code, Free)
ZCode — Integrates GLM-5.3 with multi-agent workflows and remote chat control. (Code, Freemium)
LMDeploy — Accelerates inference with high-performance engines and quantization tools. (Code, Free)
LightLLM — It delivers high-speed inference and serving performance for large language models. (Code, Free)
AirLLM — Runs massive 70B+ parameter models on small 4GB consumer GPUs. (Code, Free)
vLLM — Maximizes throughput with PagedAttention and continuous batching. (Code, Free)
WebLLM — Runs high-performance language models directly inside web browsers. (Code, Free)
Resin — Builds high-performance inference engines for complex models like DeepSeek and GLM. (Code, Free)
Mesh LLM — Run large local models across multiple machines through one OpenAI-compatible endpoint. (Code, Free)
fal — Access 1,000+ generative models and high-performance serverless GPUs. (Code, Paid)