Modal vs Replit

Modal is a serverless cloud where your code creates sandboxes by the thousand, next to GPUs, and ends them within 24 hours. Replit is an AI app builder: you describe an app, Replit Agent writes it, and Replit hosts it.

The companies and products

Modal

Modal is a serverless cloud for AI work: inference, training, batch jobs and sandboxed code, all driven from Python, TypeScript or Go code.

Modal Sandboxes are containers you create from code, run commands in, and then terminate. By default they run under gVisor, a user-space kernel from Google; since October 2026 you can also pick a VM runtime with its own Linux kernel for Docker and FUSE (Battleships tracks that as a separate card, Modal VM Sandboxes). It suits teams that already run models on Modal and want short-lived, scalable code execution next to their GPUs.

Replit

Replit is an AI app builder and hosting platform: you describe an app in chat, Replit Agent writes it, and Replit publishes it.

You work in a browser workspace where Replit Agent sets up the project, writes the code, tests it and fixes problems, with system packages managed by Nix. When the app is ready you publish it as an Autoscale, Static, Scheduled or Reserved VM deployment, with Postgres and object storage next to it. It is built for people and teams who want a working app, not for programs that need to create many machines by API, so this page compares the parts where the two overlap.

Which use cases each one fits

For each use case, Battleships prices every sandbox provider on the same workload and sorts them from the cheapest monthly bill up. “19th cheapest of 345” means 18 of the other 344 providers run that workload, with every feature it needs, for less. “With limits” means the provider runs it but misses something, so it is listed after every full match. Open a use case for its whole ranking and what each provider misses.

Use case and its workloadModal: price rankReplit: price rankboat: price rank
Software factory
100 at once · 4 vCPU / 8 GB · 2,200 sessions of 8 h a month
Can't run it181st of 367, with limits
$2,000 a month
3rd cheapest of 367
$634 a month
Always-on AI employees
50 machines 24/7 · 2 vCPU / 4 GB
An always-on agent hits Modal's 24-hour sandbox limit, and on Replit it becomes a Reserved VM app billed all month; a boat sandbox has no session cap on paid plans.
196th of 366, with limits
$1,924 a month
202nd of 366, with limits
$2,033 a month
5th cheapest of 366
$657 a month
Code interpreter bursts
100 at once · 1 vCPU / 2 GB · 200,000 sessions of 1 min a month
For many short code runs, Modal's fast starts and large container limits fit well, while Replit's Autoscale is a web host that scales to zero, not a code runner.
19th cheapest of 345
$181 a month
228th of 345, with limits
$146 a month
186th of 345, with limits
$2,000 a month
Sandboxes for your users
300 at once · 2 vCPU / 4 GB · 30,000 sessions of 23 min a month
Modal can start a sandbox per user from code, while on Replit each machine is a published app and the number that can run at once is not published; on boat a stopped sandbox keeps its disk and costs nothing.
11th cheapest of 361
$811 a month
233rd of 361, with limits
$825 a month
Cheapest of 361
$209 a month
RL rollouts
1,000 at once · 2 vCPU / 4 GB · 1,000,000 sessions of 3 min a month
RL rollouts launch many short sandboxes at once, which is the job Modal is built for and Replit is not.
5th cheapest of 360
$19,038 a month
258th of 360, with limits
$4,226 a month
34th of 360, with limits
$2,000 a month
Agent evals
250 at once · 4 vCPU / 8 GB · 15,000 sessions of 20 min a month
59th cheapest of 364
$1,244 a month
265th of 364, with limits
$685 a month
10th cheapest of 364
$200 a month
CI runners
40 at once · 8 vCPU / 16 GB · 6,000 sessions of 12 min a month
CI jobs that build Docker images need the VM runtime on Modal, are not documented on Replit, and run in every boat sandbox.
126th cheapest of 377
$1,793 a month
275th of 377, with limits
$425 a month
4th cheapest of 377
$86 a month
24/7 dev boxes
1 machine 24/7 · 4 vCPU / 8 GB
A Replit workspace is a good place to code by hand and a Modal sandbox ends within a day, while a boat sandbox keeps its disk and runs Docker and systemd.
138th of 368, with limits
$23 a month
165th of 368, with limits
$109 a month
18th cheapest of 368
$26 a month
Computer-use agents
50 at once · 4 vCPU / 8 GB · 20,000 sessions of 15 min a month
Neither Modal nor Replit has a computer-use API: Modal shows how to set up VNC yourself and Replit's VNC pane is for a person, while boat ships a 60fps desktop and a computer-use API.
98th of 369, with limits
$183 a month
190th of 369, with limits
$619 a month
6th cheapest of 369
$200 a month
Browser-use agents
50 at once · 2 vCPU / 4 GB · 30,000 sessions of 10 min a month
177th of 367, with limits
$136 a month
229th of 367, with limits
$317 a month
7th cheapest of 367
$200 a month
Scraping & bots (startup scale)
50 at once · 1 vCPU / 2 GB · 100,000 sessions of 3 min a month
267th of 346, with limits
$394 a month
234th of 346, with limits
$217 a month
6th cheapest of 346
$90 a month
Mass scraping & bots (undetectable)
1,000 at once · 1 vCPU / 2 GB · 3,000,000 sessions of 2 min a month
223rd of 338, with limits
$8,795 a month
150th of 338, with limits
$4,378 a month
71st of 338, with limits
$1,800 a month
Parallel red teaming
200 at once · 2 vCPU / 4 GB · 5,000 sessions of 30 min a month
Can't run it208th of 360, with limits
$215 a month
2nd cheapest of 360
$200 a month
GPU eval jobs
10 at once · 8 vCPU / 32 GB · 500 sessions of 30 min a month
Only Modal has GPUs here, from T4 to B300, so it is the pick for GPU eval jobs; neither Replit nor boat offers them.
19th cheapest of 98
$1,187 a month
Can't run itCan't run it
macOS agents
5 at once · 4 vCPU / 8 GB · 1,000 sessions of 20 min a month
Can't run itCan't run itCan't run it

Key features

FeatureModalReplitboat
Kind of productServerless cloud: sandboxes you create from Python, TypeScript or Go codeAI app builder with browser workspaces and app hostingSandboxes you create, stop and fork by API, SDK or CLI
IsolationgVisor by default; VM runtime with its own kernel availableNot documented; the security page says strong logical separation between usersFull VM with its own kernel, every sandbox
Starting many machines from codeYes: 100 containers at once on Starter, 5,000 on TeamNo API to start many machines; an MCP server creates and publishes appsAPI, SDK and CLI to create, stop, resume and fork many sandboxes
Docker insideOnly with the VM runtimeNot described; system packages come from NixYes, with root and systemd, in every sandbox
Nested virtualizationVM runtime only, Team and Enterprise plans, on requestNot describedYes (/dev/kvm, Android emulator)
Files over timeNo paused state; a finished sandbox is gone, only Volumes keep filesWorkspace files and Agent checkpoints; published apps should not rely on their filesystemDisk saved every minute and on stop; a stopped sandbox costs nothing
Longest session24 hours (default 5 minutes)A Reserved VM runs continuously at a fixed monthly priceNo cap on paid plans, and stopping ends the bill
Desktop and computer useNot offered; an example shows how to set up VNC yourselfVNC pane that streams a desktop to your browser; no computer-use API60fps desktop, Chromium and computer-use API built in
Coding agentsExamples only; you install and run the agent yourselfReplit Agent, which an MCP client can also driveClaude Code, Codex, OpenCode and more preinstalled, with a prompt, steer and events API
Keeping keys out of the sandboxSecrets are environment variables, or you run your own proxy in a sidecarManaged keys for some AI model providers; other keys are secrets in the appCredentials proxy for model providers and any HTTPS API you register
GPUsT4 to B300; 10 at once on Starter, 50 on TeamNoneNone
Hosting a finished appHTTPS and raw TCP tunnels into a running sandboxOne-click publishing with domains, Postgres, storage and Autoscale that sleeps when idleHTTPS URLs for up to 50 ports, token-protected, plus raw TCP; no hosted databases
Outbound network rulesBlock all, IP-range allowlist, domain allowlist (beta)No allowlist documentedNo provider-side allowlist
RegionsUS, EU and Asia-Pacific; pinning a region costs 1.15x to 1.75xNorth America, Europe, Asia, South America and Australia for published apps on Core and upEU only: Germany, Finland, France
Every feature Battleships tracks (43)
FeatureModalReplitboat
Full VM (own kernel)NoYesYes
Docker insideNoNoYes
Nested virtualizationNoNoYes
RootYesNot publishedYes
SystemdYesNoYes
Desktop GUINoYesYes
BrowserNoNoYes
Computer-use APINoNoYes
SSHYesYesYes
Persistent diskYesYesYes
Pause/resumeNoNoYes
Automatic snapshotsNoYesYes
Fork/cloneYesYesYes
Live fork (no pause)NoNoYes
Memory forkYesNoNo
Custom image (Docker or snapshot)YesYesYes
≥24 h sessionsYesYesYes
Idle auto-stopYesYesNo
Wake on requestNoYesNo
HTTPS preview URLsYesYesYes
Raw TCP inboundYesNot publishedYes
Public IPv4NoNoNo
Egress allowlistYesNoNo
Secret proxyNoYesYes
Secret proxy for any APINoNoYes
Preinstalled agentsNoYesYes
Agent harness APINoYesYes
MCP serverNoYesNo
GPUYesNoNo
WindowsNoNoNo
Arm64NoNot publishedNo
Self-hostingNoNoNo
BYOCNoNoNo
Open sourceNoNoNo
Scoped API keysNot publishedNot publishedYes
Spend limitsNot publishedYesYes
Usage per sandbox (API)Not publishedYesYes
Audit logsYesYesNo
SSOYesYesNo
SOC 2YesYesNo
HIPAAYesNoNo
EU data residencyYesYesYes
Zero data retentionNot publishedNot publishedYes

Performance

Modal12.79 runs/s
ReplitNot measured
boat26.69 runs/s

In StarSling's public benchmark at 4 vCPU / 8 GB, boat finished 26.69 Node.js build-and-test runs per second and Modal's default sandbox finished 12.79, so boat did about twice the work. Replit is not in that benchmark, so there is no comparable measurement for it.

Node.js build-and-test loop at 4 vCPU / 8 GB, higher is better. Measured with the open hpc-sandbox-benchmarks suite. Modal measured on: Sandbox (gVisor), request = size, any region. Replit has no published run in this suite yet, so there is no like-for-like number to compare.

Pricing in five scenarios

Each bill is priced from the providers' public price lists by the open Battleships engine, with the cheapest plan that runs the scenario.

ScenarioModal, a monthReplit, a monthboat, a month
One coding agent, workdays
4 vCPU / 8 GB, 50 GB disk, 8 hours a day, 22 days a month, files kept between days
$15 · Starter · with limits$122 · Pro $100 (annual) · with limits$20 · $20/mo
One agent that never stops
4 vCPU / 8 GB, 50 GB disk, running 24/7 all month
$178 · Starter · with limits$122 · Pro $100 (annual) · with limits$26 · $20/mo
50 agents in parallel
50 machines of 4 vCPU / 8 GB at once, 8-hour sessions, 1,100 sessions a month, Docker inside
$2,229 · Starter · with limits$1,330 · Pro $1,000 (annual) · with limits$317 · $20/mo × 3 seats
Sandboxes for your users
2 vCPU / 4 GB, 30,000 sessions of 10 minutes a month, up to 300 at once
$792 · Team$403 · Pro $250 (annual) · with limits$200 · $100/mo × 2 seats
1,000 short jobs at once
2 vCPU / 4 GB, 1,000 at once, 3 minutes each, 200,000 jobs a month
$3,193 · Team · with limits$825 · Pro $1,000 (annual) · with limits$2,000 · $2000/mo · with limits

Modal: Modal bills by the second for the CPU and memory you request or use, whichever is higher, until the sandbox is terminated. Starter is free with $30 of monthly credit and Team is $250 a month with $100 of credit.

Replit: Replit plans (Core $20, Pro from $100) turn into monthly credits for Agent work and hosting, then usage goes on to pay-as-you-go. A Reserved VM has a fixed monthly price per size and bills whether busy or idle, while Autoscale charges only while it serves requests.

Replit: boat plans start at $20 a month and the whole fee becomes usage credit, spent by the second while a sandbox runs. A stopped sandbox costs nothing and keeps its disk.

Limits in those scenarios

On Modal, a sandbox lives at most 24 hours on Starter and its root disk is wiped when it ends, so the workday, always-on and fleet scenarios keep only files in a Volume, and the 50-agent fleet needs the VM runtime for Docker. Replit is an app platform: each always-on machine is a published Reserved VM that bills all month, Docker is not documented, and how many can run at once is not published, so 300 sandboxes or 1,000 jobs at once are not confirmed. On boat, the 1,000-job burst queues above 90 starts a minute and needs more starts a day than the $2,000 plan allows.

ScenarioModalReplitboat
One coding agent, workdays
  • files survive a stop only in Volumes: packages installed elsewhere reset
  • different kind of product: app platform
  • monthly / always-on product: priced as 1 machines kept on and reused
None that bite
One agent that never stops
  • Starter: sessions capped at 24 h
  • files survive a stop only in Volumes: packages installed elsewhere reset
  • different kind of product: app platform
None that bite
50 agents in parallel
  • missing Docker inside
  • files survive a stop only in Volumes: packages installed elsewhere reset
  • adjacent product, not a like-for-like sandbox
  • missing persistent disk, Docker inside
  • different kind of product: app platform
  • how many machines can run at once: limit not published, probably fine at 50 (the typical published limit is 50)
None that bite
Sandboxes for your usersNone that bite
  • adjacent product, not a like-for-like sandbox
  • different kind of product: app platform
  • not confirmed: how many machines can run at once (you need 300; the typical published limit is 50)
None that bite
1,000 short jobs at once
  • shared vCPUs on this tier (Modal sells dedicated cores separately as “Sandbox (gVisor), request = size, any region”): heavy, sustained CPU use can be slowed by other tenants
  • adjacent product, not a like-for-like sandbox
  • different kind of product: app platform
  • not confirmed: how many machines can run at once (you need 1,000; the typical published limit is 50)
  • max 2,400 starts/day (needs ~6,667)
  • max 600 starts/hour (needs ~1,000)
  • bursts above 90 starts/min are queued (a burst of 333 takes ~4 min to start)

Which one should you use?

Use Modal when

your code needs to start many short sandboxes at once, next to GPUs, with outbound rules and regions outside Europe.

  • Sandboxes started by your code, at scale. Useful for platforms and RL: your program starts thousands of short sandboxes, up to 5,000 containers at once on Team.
  • GPUs on the same platform. Useful if your agent trains or runs models: Modal rents GPUs from T4 to B300 next to its sandboxes.
  • Outbound traffic rules. Useful for untrusted code: Modal can block a sandbox's outbound traffic or allow only chosen IP ranges or domains.

Use Replit when

you want Replit Agent to build a web app from a description and host it for you, with a database and hosting that sleeps when idle.

  • An app built and hosted for you. Useful if you want a working app from a description: Replit Agent writes, tests and publishes it with a domain.
  • Hosting that sleeps when idle. Useful for web apps with uneven traffic: Autoscale wakes on the first request and costs nothing while idle.
  • Databases next to the app. Useful for small products: each Replit app gets Postgres and object storage without setting anything up.

Where boat fits

If what you are really running is coding agents that work for hours, neither fits cleanly: Modal ends sandboxes within a day and Replit is built to host apps, not to give your code machines. boat gives each agent a full VM that keeps its disk, runs Docker and a desktop, and is driven from outside by API.

A machine that keeps its work

A Modal sandbox lasts at most 24 hours and its root disk goes with it, unless you write code to save files to a Volume. On Replit an always-on machine is a Reserved VM app that bills all month.

Docker, systemd and KVM on its own kernel

An agent that runs docker compose or boots an emulator needs these. Modal has Docker only on its VM runtime and /dev/kvm on request on Team; Replit's Nix setup does not describe them at all.

Agents and a desktop driven from outside

On Modal you install VNC and the agent harness yourself, with keys in environment variables. Replit's MCP server drives only Replit Agent, and its VNC pane has no computer-use API.

Use boat when your agents work for hours or days: full VMs with Docker and a desktop that keep their disk, coding agents you drive by API, and keys kept outside. Compare it one to one: boat vs Modal and boat vs Replit.

Questions people ask

Is Modal cheaper than Replit?

It depends on the job, and neither fits most of our agent scenarios as is. One always-on agent comes to $178 on Modal against $122 on Replit, and 50 parallel agents to $2,229 against $1,330, while sandboxes for your users come to $792 on Modal, which fits, against $403 on Replit, which does not. boat comes to $26, $317 and $200 for the same three.

Which is faster, Modal or Replit?

We cannot say: Modal's default sandbox did 12.79 Node.js build-and-test runs per second in StarSling's benchmark, but Replit is not in it. boat did 26.69 in the same run, about twice Modal's default sandbox.

Can Modal or Replit run Docker?

Modal runs Docker only on its VM runtime, which you pick with runtime="vm"; the default gVisor sandbox does not document it. Replit sets up environments with Nix packages and does not describe running Docker. Every boat sandbox runs Docker, with root and systemd.

Is Replit a sandbox API like Modal?

No. Modal's sandboxes are created by your code; Replit is an app builder where Replit Agent writes and publishes apps, and its MCP server drives Replit Agent rather than starting machines. boat is a sandbox API like Modal, with full VMs.

How long can a session run?

A Modal sandbox runs for 5 minutes by default and 24 hours at most. A Replit Reserved VM runs continuously at a fixed monthly price. A boat sandbox has no session cap on paid plans, and stopping it ends the bill while keeping the disk.

Do Modal or Replit have GPUs?

Modal does, from T4 to B300, with 10 at once on Starter and 50 on Team. Replit does not, and neither does boat, so for GPU work Modal is the pick.

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