Inference.net

Inference.net provides infrastructure for teams building and operating production AI systems. Its Deploy product hosts open-source, custom, and fine-tuned models on managed infrastructure with autoscaling, dedicated capacity, and support for public cloud, private cloud, or hybrid environments. Teams can select models from the catalog or bring their own weights, then move trained models into serving through one workflow. Observe routes traffic through an LLM gateway and captures requests across providers in a unified dashboard. Teams can inspect prompts, model responses, tool calls, downstream behavior, latency breakdowns, costs, errors, and quality signals. Search, sampling, redaction, drift alerts, anomaly detection, and retention controls support production debugging and operational oversight. Models deployed through Inference.net are observed automatically. Evaluate turns production traces into evaluation datasets and lets teams score model behavior with automated checks, task-specific metrics, and human review. Train supports fine-tuning workflows for domain-specific models, including production-data curation, baseline comparison, and continuous retraining. The platform is aimed at AI-native product and engineering teams that need a path from model testing to deployment and ongoing improvement. Plans include a free usage tier, a $250-per-month Growth plan, and custom Enterprise arrangements.