digitalocean.com, as data

### 2xCharacter.ai handles 1B+ queries per day with 2× production inference throughput on DigitalOcean's AMD Instinct™ GPUs.### 40%Hippocratic AI runs healthcare agents on DigitalOcean, powering 20M+ patient interactions with 40% lower end-to-end P99 latency and 2× higher throughput.## Five layers. One platform. Open at every layer.From GPUs to agent runtimes, every layer purpose-built for production AI and integrated end-to-end. Most clouds only cover one or two layers, or fragment all five across 300+ disconnected services.## Managed AgentsProduction agents that run on the same stack as your data, inference, and infrastructure. No cross-vendor hops. No lost context. No egress fees between layers.Open Source IntegrationsOpen agent orchestration: OpenCode, LangGraph, CrewAI, MCP / A2A, E2B, Daytona## Data & LearningFresh data, persistent memory, and continuous learning, without rebuilding your data stack.Open Source IntegrationsOpen retrieval and embedding including pgvector, Qdrant APIs, LlamaIndex, Chroma, PostgreSQL, MySQL, Valkey## Inference EngineOver 70 models, open-weighted and frontier, on one endpoint. Run serverless, dedicated, or batch inference, with the Inference Router optimizing every call.1. Inference Router (Public preview)5. 72 Models or Bring Your Own Model6. Evaluations (Public preview)Open Source IntegrationsOpen models and serving: DeepSeek V3.2, Qwen 3, vLLM, Firecracker## Core CloudThe cloud millions already run on, with the primitives every AI workload needs.Open Source IntegrationsOpen infrastructure orchestration: Kubernetes, Cilium, MinIO## InfrastructureWe own the silicon. Your unit economics improve as you scale.1. 20 data centers across 12 regions2. Air-cooled and liquid-cooled infrastructure3. NVIDIA H100 / H200 / Blackwell4. AMD Instinct™ MI300X / MI325X / MI350XOpen Source IntegrationsOpen monitoring and compute: Prometheus, Grafana, Ollama, Linux / KVM