What DeepInfra does
DeepInfra is a private AI inference cloud that provides an OpenAI-compatible API for running a large catalog of open-weight and proprietary AI models (LLMs, vision, embeddings, OCR, speech, and image/video generation) at “pay per token” economics. The company positions its platform around high-throughput, low-latency inference—backed by inference-optimized infrastructure that it owns and operates—plus enterprise-oriented deployment options including private GPU deployments (dedicated instances with autoscaling) for data isolation and compliance needs. In addition to serverless inference, DeepInfra also supports private model deployment (including LoRA adapters) and GPU rental / dedicated clusters, enabling customers to run fine-tuned or custom weights with control over the serving environment. DeepInfra’s outward strategy emphasizes production-scale throughput (including agentic workloads), security/compliance posture (it publicly states a zero-retention approach and SOC 2 / ISO 27001 certification), and scaling its own data-center footprint (including an international facility).