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Guide

Managed Deployment for AI Apps: What It Is and When You Need It

A managed deployment service handles the gap between "my app works in Lovable" and "real users can rely on it". This guide explains exactly what managed deployment covers, who it is for, and how it compares to hiring a DevOps engineer or going self serve on Vercel.

What managed deployment actually means

Managed deployment is when someone else takes operational ownership of your app in production: hosting, CI/CD, security review, custom domains, monitoring, on call, scaling. You keep ownership of the code and the product, they own the infrastructure underneath.

It is not the same as self serve PaaS like Vercel or Railway, where you still configure everything yourself. It is also not the same as traditional managed hosting, which manages the server but understands nothing about your application code.

Who needs managed deployment

The honest answer: not every vibecoder. The signal is when you have a real product with real users. Specifically:

  • You have paying customers, or you are about to.
  • You have a launch event you cannot reschedule.
  • You spend a non trivial amount of time fighting deployment instead of shipping features.
  • Your app has security, data privacy, or compliance implications you do not feel qualified to handle alone.
  • You are pre revenue but want to look serious to investors or design partners.

If your app is for personal use or has five users you trust personally, self serve PaaS is fine.

What you get with Ployed specifically

CapabilitySelf serve PaaSPloyedHire DevOps engineer
Custom domain + SSLYes, you set it upYes, we set it upYes
Code review per releaseNoYes, by an engineerDepends on engineer
Security auditNoYes, on every deployYes
Automatic backupsIf you set them upYes, defaultYes
On call when things breakYouUsThat one engineer
Canvas editor for continued buildingNoYes, with Claude CodeNo
Cost20 to 200 per monthSubscription based100k+ per year all in

Why human in the loop matters more than CI/CD

Self serve platforms run automated CI/CD: every git push triggers tests and deploys. That works when your code has tests. AI generated code typically does not. You get a green CI on broken code because there is nothing to run.

A human reviewer catches what tests cannot: missing auth, exposed secrets, broken database constraints, dependencies with known CVEs, performance traps. Read more about human in the loop coding for the full argument.

The three modes of managed deployment

Reactive

Traditional managed hosting. They deploy what you give them. If you ship broken code, they ship broken code. Cheap but offers no quality safety net.

Reviewed

Ployed's model. An engineer reviews each release before it goes live. Catches the things automated tools miss. Slower than auto deploy by a few minutes, faster than agency by weeks.

Embedded

You hire a fractional or full time engineer. Most flexibility, most expensive. Worth it once you have multiple apps or a team of five plus engineers.

How to evaluate a managed deployment provider

  1. Code ownership. Your code stays in your GitHub. If a provider keeps it locked in their system, walk away.
  2. Review depth. Ask what they actually look at. "We deploy your code" is reactive. "We security check, dependency scan, and code review" is reviewed.
  3. Response time. If your app goes down at midnight, what happens? Get this in writing.
  4. Lock in. Can you leave with a working export? If not, you are buying a hostage situation.
  5. Stack flexibility. Some providers only support specific frameworks. Make sure yours is on the list.

Read related: how to deploy an AI app, best deployment platforms compared.

Frequently asked questions

What does Ployed cost compared to Vercel?

Vercel starts free, scales to a few hundred per month for serious apps. Ployed has a flat subscription that includes hosting, review, monitoring, and human support. Total cost is comparable for medium sized apps, lower for ones that would need add ons like Sentry, paid CI, and developer time on Vercel.

Can I move off Ployed if it does not work out?

Yes. Your code lives in your GitHub. The infra is standard Kubernetes. We help you migrate.

Does Ployed work with my framework?

Anything that runs on Node, Python, Ruby, PHP or Go works. We support Next.js, Nuxt, SvelteKit, Remix, Laravel, Rails, FastAPI and more. If unsure, ask.

Ready to ship your app?

Ployed handles deployment, security and monitoring. A real engineer reviews every release. You keep building in the canvas editor.

Start your project