Runtime vs Modal

Modal offers low-level sandbox infrastructure. Runtime is the complete platform for AI coding agents with live preview, multiplayer, background agents, git workflows, and observability.

Updated February 15, 20263 min read

TL;DR: Runtime is the complete platform for AI coding agents. Modal is sandbox infrastructure you'd need to build an entire product on top of.

Feature
RuntimeRuntime
ModalModal
What it isComplete platform for AI coding agentsSandbox infrastructure (API/SDK)
Setup RequiredNone. Prompt and build.Build your own UI, preview, orchestration
Live PreviewBuilt in, real-timeBuild it yourself
AI AgentClaude Code, Codex, Gemini CLIBring your own (no agent included)
Multiplayer CollaborationReal-time, anyone on the teamNot included
Background AgentsFire-and-forget from ticketsBuild it yourself
ObservabilityActivity dashboard, cost tracking, spend controlsBasic compute metrics
Git IntegrationFull (push, PR, branches)Not included
Non-Engineer AccessPMs, designers, growth can use itDevelopers only
GPU Compute
Custom InfrastructureManaged or self-hostFull control over compute
Open Source

Different categories entirely

Modal is sandbox infrastructure. It gives you an API to spin up isolated containers and run code. It's one building block in a much larger stack you'd need to assemble.

Runtime is the finished product. It combines sandbox orchestration, AI agent integration, a web UI with live preview, real-time multiplayer, git workflows, background agent pipelines, webhook integrations, team observability, and cost controls into a single platform. These aren't features you bolt on. They're deeply integrated systems that took thousands of engineering hours to build.

Sandboxes are one layer in a much larger stack

A sandbox API gives you a container. To get from "a container" to "a platform your team uses daily," you need to build and maintain at least eight separate systems on top: agent orchestration, live preview, git workflows, real-time collaboration, background agent pipelines, team observability, environment management, and auth/billing.

Each of those is a real engineering project with its own edge cases, failure modes, and ongoing maintenance. And the hard part isn't building them individually. It's making them all work together as one coherent product where a prompt triggers an agent, the preview updates live, a teammate sees the changes, the agent opens a PR, the cost gets attributed, and it all shows up in the team dashboard.

That's not a weekend project. That's a product company. And even if you built it, you'd be maintaining it forever while your competitors are shipping features.

Why teams use Runtime instead of building on Modal

Focus on your actual product

If you're a company that needs AI coding agents for your team, building a platform on top of Modal means becoming a platform company. Your engineers would spend months building infrastructure instead of shipping the product that makes your business money.

Runtime gives you the platform today. Your team starts building tomorrow.

It works for your entire organization

Modal is a developer API. Your PMs, designers, and growth team will never use it.

Runtime works for everyone. Non-engineers prompt Claude Code in natural language, see live preview, and ship with one click. Engineers import monorepos and run background agents. Same platform, no engineering gatekeeping.

The integration is the product

The value of Runtime isn't any single feature. It's how everything works together as one coherent system. The end-to-end flow from prompt to deployed software, with collaboration, visibility, and controls along the way, is what takes years to build and maintain.

When Modal makes sense

  • You're building your own AI product and need raw compute infrastructure
  • You need GPU workloads for ML training or inference
  • You want full control over the container environment at the API level
  • You have a dedicated platform team to build and maintain the product layer

When Runtime makes sense

  • You want a complete platform for AI coding agents, ready to use
  • Your team (not just engineers) needs to build and ship with AI
  • You need live preview, multiplayer, background agents, git workflows, and observability working together
  • You'd rather ship product than build and maintain infrastructure

Ready to build with Runtime?

The complete platform for AI coding agents. No infrastructure to manage.

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