Every product for production AI, on one cloud

Explore the full AI-Native Cloud, from GPUs and silicon to inference, data, and agents, with economics that improve as you scale.

From silicon to agent, DigitalOcean has every layer you need to build and scale AI.

Managed Agents

  • Production agents that run on the same stack as your data, inference, and infrastructure. No cross-vendor hops. No lost context. No separate tool platform to build.

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Learning Services

  • Three products that work as one self-improving loop. Insights records what an agent does, Signals flags where it falls short, Evaluations tests changes. The evidence they produce is what teams use to optimize an agent.

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Data Services

  • Resilient, high performance databases across agentic, vector, relational, multi-modal, analytic, and RAG use cases.

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Inference Engine

  • Over 75 models, open-weighted, frontier, and decision, on one endpoint. Run serverless, dedicated, or batch inference, with the Inference Router optimizing every call.

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Core Cloud

  • The cloud millions already run on, with the primitives every AI workload needs.

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Infrastructure

  • We own the silicon. Your unit economics improve as you scale.

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Ace Studio logo
Sometimes we need to scale up, but hyperscalers don't have any GPUs left. The low-cost local data centers have fragile reliability and stability. We were looking for a provider like DigitalOcean that sat between these two options, which had availability but also reliability at scale.
Sean Zhao

Sean Zhao

ACE Studio, Co-Founder

Managed Agents

DigitalOcean Harness Runtime

Durable, isolated sessions for your coding agents. Run many in parallel, pause and resume without losing context, and pick up right where you left off from any device.

Action Gateway

Governed access to 16,000+ tools through one managed endpoint. Credentials are brokered at execution time and never reach the model.

Launchpad

  • Go from idea to a production-ready application in as little as minutes with fully configured starter kits for RAG assistants, data pipelines, and observability. No infrastructure expertise required.

Go to Launchpad

Functions

  • A serverless computing solution that runs on-demand, enabling you to focus on your code, scale instantly with confidence, and save costs by eliminating the need to maintain servers.

Go to Functions

Learning Services

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Signals (Public Preview)

  • Signals efficiently finds the agent and inference sessions that went wrong in production and turns them into evaluations you can run. Nothing extra to instrument.

Enable Signals

Evaluations

  • Run repeatable LLM-as-a-Judge evaluations across models and routers to compare quality and performance. Deploy changes with confidence in as little as minutes, not days.

Go to Evaluations

Simulations (Public Preview)

  • Generate scenarios from Signals, plain-language descriptions, or your agent's configuration

Run a Simulation

Data Services

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Agent Data Services (Private Preview)

  • Fully managed platform where AI agents can read unified context and write back what they learn. From multimodal content to real-time agent logs and clickstreams, your data is automatically processed, embedded, and cataloged the moment it arrives. Query everything instantly via SQL, vector search, or APIs with tenant isolation and governance built in, with no pipelines to manage.

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Inference Engine

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Inference Router (Public Preview)

  • Policy-driven control replaces manual routing logic and adapts in real time. Teams define routing behavior using natural language or structured rules to optimize for cost, latency, and reliability without hardcoding models.

Go to Inference Router

Model Playground

  • A unified playground enables experimentation across text, image, audio, and video models in a single interface. Side-by-side testing, real-time inference, and exportable production-ready API code support rapid transition from experimentation to implementation.

Go to Model Playground

Dedicated Inference

  • Controlled, high-performance model hosting supports sustained production workloads with dedicated infrastructure. Dedicated GPU endpoints, BYOM support, and configurable scaling and performance settings enable production-grade control without Kubernetes complexity.

Go to Dedicated Inference

Serverless Inference

  • Real-time AI inference supports applications, APIs, and agents through a unified system. The platform provides access to 70+ models with multimodal generation, intelligent routing for cost and latency optimization, and built-in observability for production workloads.

Go to Serverless Inference

Batch Inference

  • Large-scale asynchronous workloads run through job-based inference designed for non-real-time use cases. Batch processing includes up to 50% cost savings and support for evaluation, enrichment, and moderation pipelines.

Go to Batch Inference

1-Click Models

  • Deploy popular AI models from providers like Hugging Face and DeepSeek on GPU Droplets with just a single click.

Go to 1-Click Models

Content Safety Guardrails

  • Always-on input and output content evaluation built into every inference request, applying policy-based allow/flag/block decisions to help support compliance needs with AI-generated content.

Go to Content Safety Guardrails

Model Catalog

  • A single pane of glass across every model on the platform with side-by-side evaluation, benchmark comparison, and one-click deployment, with day-zero availability of select new models as they ship.

Go to Model Catalog

Core Cloud

Droplets

  • On-demand Linux virtual machines. Choose from shared CPU and dedicated CPU plans, with variable amounts of RAM, locally attached SSD storage, and generous transfer quotas.

Go to Droplets

GPU Droplets

  • Simple, affordable, and flexible virtual GPUs from NVIDIA and AMD, designed to reliably run training and inference on AI/ML workloads and to process large datasets and complex neural networks.

Go to GPU Droplets

Bare Metal GPUs

  • Support complex and custom AI/ML use cases for your most demanding workloads.

Go to Bare Metal GPUs

App Platform

  • Build, deploy, and scale apps quickly using a simple, fully managed solution. We'll handle the infrastructure, app runtimes and dependencies, so you can focus on your code.

Go to App Platform

Kubernetes

  • An easy-to-use managed Kubernetes service for both GPU and CPU workloads, providing you uptime, scalability, and portability for your cloud native apps. Free control plane included.

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Network

  • Secure, isolate, and scale application traffic with built-in networking primitives including VPCs, load balancing, firewalls, Private IP and hybrid connectivity.

Go to Network

Storage

  • Store and access any amount of data reliably in the cloud, with S3-compatible Spaces Object Storage, network-based Volumes block storage, or NFS-based Network File Storage.

Go to Storage

Container & Images

  • Create and manage compute environments with flexible images, including prebuilt distributions, 1-Click apps, snapshots, backups, and custom images.

Go to Container & Images

Security

  • Protect infrastructure with identity controls, posture management, and built-in DDoS protection to keep cloud environments secure and resilient.

Go to Security

Backups & Snapshots

  • Protect your Droplet data with automated daily* backups and Augment your data backups with on-demand images of Droplets.

Go to Backups

Infrastructure

Global infrastructure

  • Deliver applications globally with a resilient, distributed infrastructure spanning 20 data centers across 12 global regions.

Go to Global Infrastructure

Still have questions?

Have a complex setup or additional questions around pricing? Contact our sales team to get more information on DigitalOcean pricing.

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From GPU-powered inference and Kubernetes to managed databases and storage, get everything you need to build, scale, and deploy intelligent applications.