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Runpod

HostedGPU cloud

The AI Developer Cloud

Scanned 15 Oct 2026 · Schema v5 · features v21

From
—

Usage-based prepaid credits; enterprise post-paid contract option (beta); per-second compute, separate storage and request charges.

Free tier
No

No card required.

Isolation
Container

shares the host kernel

Regions
16

Czech Republic · France · Netherlands · Romania · Sweden · Iceland +10

Capabilities
21 / 61

6 partial · 29 fail · 0 not assessed

Agent readiness
11/11 · 11/11

read · drive, pre-login surface

Advertised for

AI inference · AI training · Fine tuning · Distributed training · Batch jobs · Model serving

Built for

Developers, then technical

  • · Docker/GitHub workers, CLI, API v2, SDKs and agent plugins
  • · Per-second GPU and per-operation storage pricing

01 Pricing Usage-based prepaid credits; enterprise post-paid contract option (beta); per-second compute, separate storage and request charges.

Tier EntryPods — On-demand GPU (Secure Cloud)Serverless (flex/active workers)Instant ClustersTopReserved Clusters / Enterprise
Price Secure Cloud listed examples: RTX A5000 $0.27/hr, RTX 4090 $0.89/hr, H100 PCIe $2.89/hr, H100 SXM $3.99/hr, H200 $5.29/hr, B200 $7.99/hr, B300 $8.99/hrServerless listed flex examples: 4090 $1.10/hr, A100 $2.72/hr, RTX 6000 Pro $3.49/hr, H100 $4.79/hr, H200 $5.93/hr, B200 $8.64/hr, B300 $9.98/hrMulti-node, up to 64 GPUs, per-second: H200 SXM $4.31/hr, A100 SXM $1.79/hr; L40S / H100 SXM / B200 contact-salesContact sales — 1/3/6/12mo+ commitments, scale to 10,000+ GPUs, SLA-backed uptime, discounted rates
Includes GPU container with optional persistent storage; SSH and HTTP/TCP connectivity; storage billed separately.Autoscaling GPU endpoint; zero active workers allows scale-to-zero, with storage billed independently.Launch multi-GPU clusters in minutes, no commitment; attach shared storage; pay only for what you use.Dedicated clusters, guaranteed availability, custom configs, enterprise discounts, business invoicing.
GPU hours overage $2.89/h$4.79/h$4.31/h—
Storage overage $0.07/GB———

GPU-hour (per GPU type, billed per second); storage GB-month; Public Endpoints per token / per request / per character / per megapixel / per second·Card required: No·docs.runpod.io

Overages: Pods listed $0.27–$8.99/GPU-hour; Serverless listed $0.58–$9.98/GPU-hour. Storage and beta global-volume request charges separate; no data transfer fees.

02 Website design Desktop public website · assessed 15 Oct 2026

Complete assessment.

Dark purple marketing pages combine luminous calls to action and a platform diagram with spacious centered pricing copy. Documentation switches to a white, structured sidebar-and-card reading layout. All three desktop roles captured; cookie overlays remain visible.

  • Corporate
  • Technical illustration
  • Landing page: captured
  • Pricing: captured
  • Docs: captured

03 Runtime Each fact carries its source; dots show confidence. Open a row for the evidence.

Isolation & lifecycle

Isolation primitive
Containershares the host kernel
Persistence
Volume disk survives stop/restart but not Pod deletion; network volumes are independently persistent. Beta global volumes persist across Pod/worker deletion and are region-independent; object-backed, limited POSIX semantics.
Snapshots / forks
No

Resources & limits

Storage
Container/volume disk $0.10/GB-month running; stopped volume disk $0.20; standard network volumes $0.07/GB-month below 1TB and $0.05 above; high-performance $0.14. Beta global volumes also bill Class A $0.005/1000 and Class B $0.0005/1000 requests.
Limits & quotas
Default account spend cap $80/hour; new Pod needs at least one hour of selected configuration credits. Serverless operation-specific rate limits; job TTL and execution timeout max 7 days. Network volumes can be deleted on unpaid balance; global volume deletion after 15 days at $0. Cluster capacities differ by offering; enterprise page advertises 200+ on-demand / 10,000 reserved while pricing table still says 64.
GPU
Yes

Access

Deploy interface
container-imagedockerfilegit-pushclisdkapimcpdashboardtemplate
SDK languages
PythonJavaScriptGo

Network & secrets

Egress controls
No
Secrets
Runpod Secrets — securely store and manage API keys, passwords, and tokens; injected into Pods/endpoints as environment variables
Bring your own cloud
partial

Placement & use

Jurisdiction
31 global regions; customer-selectable placement; compliance varies by data center.
Advertised workloads
AI inferenceAI trainingFine tuningDistributed trainingBatch jobsModel serving

04 Capabilities 21 pass · 6 partial · 29 fail · 61 of 61 assessed

  • Supported
  • Partially supported
  • Not supported
  • Not assessed

Compute & storage 6/11

Persistent diskStorage that survives restart/stop (not ephemeral-only).
Supported
Object storageManaged S3-compatible / blob object store the platform PROVIDES to a user's workloads (buckets, presigned URLs). DISTINCT from persistent-disk (block/volume attached to an instance) and from a self-host dependency (source.self_host.deps[]=["object-storage"] is an infra dep to RUN an OSS tool — the opposite direction). SCOPE varies and matters: native first-class (Railway Buckets, Cloudflare R2) vs a sibling SKU / extension (Fly Tigris, Bunny Storage, DigitalOcean Spaces) — record which in the evidence quote / note. Admitted v15.
Supported
Snapshots / forkingSnapshot or copy-on-write fork of a running instance (filesystem-only counts). Whether the snapshot also restores memory + running processes is recorded separately by memory-snapshot (v19).
Not supported
Live-state (memory) snapshotsA snapshot / checkpoint / pause captures a running instance's MEMORY and PROCESS state and restores it, so running processes continue where they left off instead of a freshly booted instance with the same files. Counts whether user-triggered (snapshot, checkpoint, pause-to-storage) or used to restore pre-initialised state (memory snapshots for fast cold starts). Distinct from snapshots-forks (any snapshot or fork, including filesystem-only; a product passing that key may still fail this one) and from scale-to-zero (an idle-cost property; suspension may or may not keep memory). Actor multiplexing (see scale-to-zero) records its live-state half here — only when the suspended actor's MEMORY/process state is what comes back, not a freshly booted worker with the actor's files.
Not supported
Scale to zeroIdle instances suspend at no / negligible cost. ACTOR MULTIPLEXING (many suspended stateful actors sharing a small pool of pre-warmed workers, woken on request — Agent Substrate, AX, kagent; Rivet's hibernating actors) has NO key of its own (proposal REJECTED v20) — score the idle-cost half HERE and the live-state half under memory-snapshot; the oversubscription ratio / density is a performance characteristic the registry does not key.
Supported
GPU computeGPU-backed instances available.
Supported
Multi-regionCompute placeable in more than one geographic region.
Supported
Sandbox templates / custom imagesBuild reusable sandbox/VM images from an OCI image or Dockerfile (a base you fork instances from).
Supported
Cloud-init / ignition configCustomise a VM / microVM / instance at boot via cloud-init (or ignition) user-data — the same boot-metadata interface as AWS/Azure/GCP. Inject packages, users, SSH keys, files, and run-commands declaratively at launch. Distinct from sandbox-templates (a PREBUILT image you fork instances from) — this is PER-LAUNCH declarative customisation, not a baked image.
Not supported
Desktop / computer-use sandboxA virtual desktop (GUI) for LLM computer-use — browser + desktop automation, often via noVNC/VNC.
Not supported
Selectable isolation runtimeThe user chooses the isolation runtime per workload / environment / sandbox from more than one option (e.g. microVM vs gVisor vs plain container, native namespaces vs gVisor, gVisor vs VM). Records the CHOICE; the isolation_primitive facet still records the best-evidenced primary. A platform that switches runtime automatically without a user choice (e.g. gVisor forced for GPU) does not pass on that alone.
Not supported

Networking & delivery 3/8

Automatic HTTPSTLS endpoints provisioned automatically per workload.
Supported
Built-in reverse proxyPlatform routes external traffic to workload services.
Supported
Custom domainsBring-your-own domain via CNAME/DNS.
Not supported
Public preview URLsShareable per-deploy / per-branch URLs.
Partially supported
Direct public IPv6Per-instance stable public IPv6 for raw TCP/UDP (beyond a managed HTTPS proxy) — e.g. mosh / raw sockets.
Not supported
Egress controlsConfigurable OUTBOUND network policy — egress firewall / allowlist / egress proxy on traffic LEAVING a workload. Scoped to OUTBOUND only (v15): private-network REACHABILITY between a user's own services is private-networking, not this. Static-egress-IP belongs here (an outbound concept).
Not supported
Private networkingA platform-internal private network between a user's OWN services — service-to-service connectivity, VPC, service mesh, and/or service discovery, not exposed to the public internet. DISTINCT from egress-controls (OUTBOUND firewall/allowlist), reverse-proxy (PUBLIC inbound ingress), and direct-ipv6 (per-instance PUBLIC addressing). Admitted v15.
Supported
Email send / receiveSend and/or receive email from the workload.
Not supported
Edge KV storeA globally-replicated key-value store read from WITHIN an edge runtime at the PoP (low-latency, eventually-consistent) — Cloudflare Workers KV, Deno KV, Fastly KV Store, Akamai EdgeKV, Vercel Edge Config. Distinct from first-party-db (a managed DATABASE service you provision and connect to) and from http-query-api (HTTP access to an external store) — edge-kv is colocated with the edge compute and read at the edge.
Not applicable

Developer access 6/9

Public APIDocumented programmatic API.
Supported
OpenAPI specMachine-readable OpenAPI / Swagger spec published.
Supported
CLIOfficial command-line tool.
Supported
SDKOfficial client library/libraries.
Supported
SSH accessDirect SSH into workloads.
Supported
Filesystem APIRemote file operations over the API (list/read/write/watch/copy/upload) without SSH.
Partially supported
Git deployDeploy from a Git repo / push-to-deploy.
Supported
Private container registryHosted private image registry.
Not supported
E2B-compatible APIDrop-in compatibility with the E2B sandbox API/SDKs — existing E2B client code runs against this product by changing the endpoint/domain + key, with no business-code changes. E2B itself passes as the reference implementation. Distinct from public-api / sdk (the product has its own API — this key says it also speaks another vendor's) and from self-host-oss (a self-hosted E2B-compatible server is scored on both).
Not supported
HTTP data APIQuery / read / write the stored DATA over plain HTTP/REST (or GraphQL) WITHOUT the native protocol driver (Postgres wire / Redis RESP) — agent- and edge-friendly data access via fetch(). The DATA plane; distinct from public-api (a control-plane / management API). Auto-generated-from-schema REST/GraphQL (PostgREST, pg_graphql) is a flavour of this.
Not applicable

AI & agents 3/12

Built-in coding agentShips a first-party AI coding agent in the product.
Not supported
Agent skillsInstallable / declarable agent skills or tools.
Supported
AI app builderPrompt-to-app / vibe-coding generation surface.
Not supported
MCP serverExposes a Model Context Protocol server for agents.
Supported
MCP clientActs as an MCP client / consumes MCP tools.
Not supported
MCP-server hostingRun/host MCP servers as a workload on the platform (distinct from exposing a first-party MCP control server — that is mcp-server).
Not supported
LLM gatewayRoutes LLM API calls through the platform (multi-provider).
Not supported
BYOK for LLMsBring-your-own LLM provider keys.
Not supported
Model inference API (first-party)A FIRST-PARTY hosted LLM/model inference API — the provider serves its OWN catalogue of (usually open-weight) models behind a (typically OpenAI-compatible) endpoint, billed per token. Distinct from llm-gateway (a multi-PROVIDER proxy/router for YOUR calls to external providers like OpenAI/Anthropic) and from byok-llm (bring your own provider keys) — here the platform IS the inference provider, serving its own models.
Supported
Autonomous QA agentA first-party AUTONOMOUS AI agent that QA-TESTS a running app / implementation — exercising it like a real user (clicking through flows, checking behaviour) and reporting bugs/defects (often back to a coding agent, or before a human review). Distinct from built-in-agent (a code-AUTHORING agent — this one VERIFIES the result, it does not write the feature; a product can ship both), from ai-guided-code-review (organises a diff for a HUMAN to review — not an autonomous tester), and from observability (runtime metrics/logs, not active testing).
Not supported
Credential-injection proxyThe platform holds real secrets OUTSIDE the workload and injects them on the wire (an egress / broker proxy swaps a placeholder or phantom token for the real credential on matching outbound requests), so code running in the sandbox — e.g. an untrusted agent — never sees or can exfiltrate the real key. Distinct from secrets-management (storage + injection INTO the workload as env vars/files — the workload holds the secret) and from egress-controls (outbound allow/deny POLICY; a product can have an allowlist without injecting credentials, and vice versa).
Not supported
Preinstalled coding agentThe platform installs and launches a THIRD-PARTY coding agent (a harnesses.yml entry — Claude Code, Codex, OpenCode, Pi ...) inside a workspace/sandbox it provisions, with the agent's auth wired in (your own account or API key), so you start an agent session rather than an empty box. Distinct from built-in-agent (a FIRST-PARTY agent the vendor ships) and from harnesses[] (which records that a harness CAN target the product, not that the product runs it for you).
Not supported

Data 0/1

First-party databasePlatform-provided managed database.
Not supported
Database branchingCopy-on-write branch of a DATABASE (schema + data) as a dev-lifecycle primitive — branch your data like code, usually instant via a metadata operation. Distinct from snapshots-forks (forks a running compute INSTANCE / VM state) and from preview-environments (a full per-PR environment that may USE a DB branch). For a data product a CoW branch maps HERE, not to snapshots-forks.
Not applicable
Vector searchFirst-class storage, indexing, and similarity search of vector embeddings — a native vector type/index or a managed vector DB. The data-layer primitive for RAG / semantic retrieval.
Not applicable
Ephemeral instant DB (no-signup)Provision a working, usable instance via a single command / HTTP call with NO account, signup, or card — typically time-boxed (expires unless claimed). A zero-onboarding path an agent can hit directly.
Not applicable

Platform & operations 1/6

Scheduled tasksCron / scheduled job primitive.
Not supported
Durable workflowsDurable execution / long-running workflow primitive.
Not supported
Preview environmentsA full EPHEMERAL environment spun up per PR / branch — compute + addons + (often) a DB branch — torn down on merge. More than preview-urls (which is just a shareable URL for one deploy).
Not supported
Built-in observabilityFirst-party metrics / logs / tracing / APM / profiling included in the platform (no third-party stack required to see what a workload is doing).
Supported
Managed CI/CD runnersPlatform-hosted, drop-in CI/CD runner VMs (GitHub Actions / GitLab), typically faster and cheaper than the CI vendor's own hosted runners, billed per runner-minute; isolated + ephemeral per job. Distinct from git-deploy (push-to-deploy of an APP) and scheduled-tasks (cron) — this is managed CI COMPUTE you point your existing pipelines at.
Not supported
Project template marketplaceA marketplace / gallery of prebuilt PROJECT STARTER templates (apps or websites) a user clones or launches a new project from and then customises — the "start from a template" surface of a builder / PaaS. Distinct from sandbox-templates (a COMPUTE base IMAGE you fork runtime INSTANCES from — Dockerfile / OCI), from app-builder (the prompt-to-app GENERATION surface — a product can have both), and from one-click OSS-app catalogues / helm-addon-marketplace (deploy a FINISHED app as-is, not a starter you build on).
Not supported

Organisation & security 2/9

Built-in authPlatform-provided authentication / IAM for workloads.
Partially supported
SSO / SAMLEnterprise single sign-on.
Partially supported
Secrets managementFirst-class secrets storage / injection.
Supported
TeamsMulti-user team accounts.
Supported
SharingShare a running workload/resource via link (optionally gated).
Partially supported
BYOCRuns inside the customer's own cloud account.
Partially supported
Deploy into customers' VPCsA SaaS vendor uses the platform to deploy and operate ITS software inside ITS CUSTOMERS' cloud accounts / VPCs (nested or "customer BYOC"), managed from the vendor's control plane. Distinct from byoc (your own workloads in your own cloud account).
Not supported
Workload identityThe platform gives each workload its own verifiable identity (OIDC token, SPIFFE SVID, cloud IAM federation) that it exchanges for short-lived credentials, so no long-lived static secret is stored or injected. Distinct from secrets-management (stores / injects static secrets) and credential-injection-proxy (swaps real secrets in on the wire).
Not supported
Self-host / OSS coreOpen-source core that can be self-hosted.
Not supported

Proposed, not verified

Capabilities the scan saw but the registry does not track yet. A key is admitted only once two distinct products exhibit it. These are not scored.

  • Hybrid Cloud owned-capacity orchestrationhybrid-compute-orchestration

    “Your hardware first, Runpod cloud for overflow; limited access with annual management fees.” runpod.io

05 Agent readiness Pre-login surface · counts, not a grade

Can an agent read it?

parse-ability · docs, metadata, machine-readable surfaces

11/11

7 full · 4 partial · 100% of applicable checks

  • llms.txt
    Supported
  • llms-full.txt
    Supported
  • robots.txt AI policy
    Partially supported
  • JSON-LD
    Partially supported
  • Sitemap
    Supported
  • Meta tags
    Supported
  • Markdown negotiation
    Supported
  • Content efficiency
    Partially supported
  • Docs discoverable
    Supported
  • Machine-readable pricing
    Supported
  • No anti-bot wall
    Partially supported

Can an agent drive it?

act-ability · APIs, SDKs, MCP, credentials, webhooks

11/11

7 full · 4 partial · 100% of applicable checks

  • Public API
    Supported
  • OpenAPI spec
    Supported
  • MCP server
    Supported
  • SDK packages
    Supported
  • Auth documented
    Supported
  • Self-serve credentials
    Partially supported
  • Webhooks
    Partially supported
  • CLI tool
    Supported
  • Error model
    Supported
  • Rate limits documented
    Partially supported
  • Agent config files
    Partially supported

06 Coding harnesses Which agents and IDEs are documented to run here

Advertised integrations 8

  • Claude Code Anthropic
    Supported
  • Codex CLI OpenAI
    Supported
  • Cursor Anysphere
    Supported
  • GitHub Copilot GitHub
    Supported
  • Windsurf Codeium
    Supported
  • Cline Cline
    Supported
  • Gemini CLI Google
    Supported
  • OpenCode opencode
    Supported

Plausible compatibility 11

Derived, not stored: the product passes SSH access, so any CLI coding agent is installable inside it. This is plausible compatibility, not a supported integration.

  • Aider
  • Amp
  • Antigravity
  • Devin
  • Droid
  • Goose
  • Hermes Agent
  • Kilo Code
  • Kiro CLI
  • Pi
  • Qwen Code

07 Compliance & regions Standards held, with ordinal rigor; never a score

Certifications held 6

  • ISO/IEC 27001
    certifiedhosted
  • SOC 2 Type II
    certifiedhosted
  • HIPAA
    self-attestedhosted
  • NIS 2
    self-attestedhosted
  • SOC 3
    certifiedhosted
  • GDPR
    self-attestedhosted

Regions 16

  • Czech RepublicEU-CZ-1
  • FranceEU-FR-1
  • NetherlandsEU-NL-1
  • RomaniaEU-RO-1
  • SwedenEU-SE-1
  • IcelandEUR-IS-2
  • AustraliaOC-AU-1
  • CaliforniaUS-CA-2
  • GeorgiaUS-GA-1
  • GeorgiaUS-GA-2
  • IllinoisUS-IL-1
  • KansasUS-KS-2
  • North CarolinaUS-NC-1
  • TexasUS-TX-3
  • TexasUS-TX-4
  • WashingtonUS-WA-1

Homepage advertises 31 regions. Listed entries are the documented 17-data-center PRIVATE NETWORKING subset, not an exhaustive compute region inventory. Iceland is not an EU member.

08 Company & presence Facts only, not scored

Company

Headquarters
329 Bryant St #4D, San Francisco, CA 94107 (published address; headquarters designation not explicit)
Founded
2022 — co-founders Zhen Lu (CEO) and Pardeep Singh (CTO), ex-Comcast developers
Team size
Not disclosed

Funding

  • 2024-05Seed · $20M
  • 2026-06-24Growth investment led by Summit Partners · $100M

Notable people

  • Zhen Lu (co-founder, CEO)
  • Pardeep Singh (co-founder)
  • Brian Erickson (CFO, appointed October 13, 2026)
  • Michael Medici (Summit Partners; joining board announced June 24, 2026)

Activity

Last release
2026-10-13 docs.runpod.io
Last blog post
— runpod.io

Presence 4

Links found on the public surface scanned; not an exhaustive search.

09 Sources & method How this entry was produced

Public surface only

Everything here was read from runpod.io's unauthenticated pages, docs, pricing and repository on 15 Oct 2026. Nothing behind a login was used.

Statuses, not scores

Capabilities are pass, partial or fail against a written rubric (features v21). “Not assessed” means the scan predates the key.

Confidence is separate

Each fact carries its own confidence. Low-confidence facts are shown, never hidden, so you can weigh them.

Schema
scan v5
Features registry
v21
Keys tracked today
61
Assessed on this entry
61
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Where Do I Run This © 2026counts, not grades · public pages only