API verifiedGPU cloud
RunPod
A container-oriented GPU Pod API suited to experiments, inference workers, and direct GPU selection.
- Provisioning
- REST Pods API · POST /v1/pods
- Credentials
- Bearer API token
Product 06 · AI Compute
Size the workload before choosing the cloud.
Estimate the GPU memory class, compare verified provisioning APIs, and export a reviewable brief—without connecting a provider account or pretending volatile prices are fixed.
StatusPreviewEvery Run Any AI product declares what is real today.
Capacity advisor
Turn a workload into a reviewable infrastructure brief.
This estimates memory class and provider fit. It does not query inventory, quote prices, create accounts, or provision resources.
Provisioning API directory
Six real APIs, with different operating contracts.
Official documentation reviewed August 2, 2026. Prices, inventory, quotas, regions, and product names can change; verify them directly before spending.
API verifiedGPU cloud
Lambda Cloud
A focused REST API for launching and managing GPU instances, images, SSH keys, filesystems, and firewalls.
- Provisioning
- Lambda Cloud REST API · instance-operations/launch
- Credentials
- Bearer API key
API verifiedHyperscaler
AWS EC2
A broad infrastructure API with GPU instance families, networking, IAM, storage, Spot, and mature lifecycle controls.
- Provisioning
- EC2 Query API · RunInstances
- Credentials
- IAM credentials with Signature Version 4
API verifiedHyperscaler
Google Compute Engine
A REST and client-library surface for creating VMs with attached accelerators, IAM, networks, disks, and reservations.
- Provisioning
- Compute Engine REST API · instances.insert
- Credentials
- OAuth access token through IAM or workload identity
API verifiedHyperscaler
Azure Virtual Machines
An Azure Resource Manager API for creating GPU VMs within subscriptions, resource groups, networks, and identity controls.
- Provisioning
- Azure Compute REST API · Virtual Machines Create or Update
- Credentials
- Microsoft Entra OAuth through a managed identity or service principal
API verifiedAI infrastructure
CoreWeave
A Kubernetes-first AI cloud whose CKS API creates and manages clusters before GPU node pools and workloads are attached.
- Provisioning
- CKS REST API · POST /v1beta1/cks/clusters
- Credentials
- Bearer API access token
Clear boundary
The advisor needs no backend. Provisioning does.
The calculator, ranking, provider directory, and exported brief run in your browser. They require no Run Any AI account, AI API key, provider key, or database.
Actually creating infrastructure requires a provider account and a server-side control plane for encrypted credentials, user authorization, job state, quotas, rate limits, budget controls, audit logs, and reliable cleanup. Nginx alone is not sufficient for that stage.