Inference.net

Inference.net provides fully managed, global AI infrastructure to deploy, observe, trace, train, evaluate, and optimize production AI models. It targets engineering teams that run large-scale AI workloads and need dedicated uptime, performance visibility, and optimization tools. The platform emphasizes open-source model support and cloud-agnostic deployment, with features spanning deployment, observability, training, and evaluation.

The system operates by offering tools to deploy models from a catalog or train custom models, then monitor production traces and evaluate performance. It emphasizes automatic optimization of LLMs in production, with workflows for tracing, benchmarking, and model evaluation to guide improvements.

Key capabilities include production-grade observability for models on any provider, model training and fine-tuning for task-specific needs, continuous evaluation of model quality, and an optimization HALO module for analyzing traces and fixing failures. The platform links model hosting with performance-driven decision tools.

Plans include a free tier with starter credits and paid Growth and Enterprise options. It also notes SOC 2 compatibility and support channels.

Use cases

• Run, monitor, and optimize production AI workloads with open-source, custom, and fine-tuned models at scale