Three glowing glass platforms rising like a staircase, standing for the steps from a free playground to a real running system.
You can climb a long way for free. This page maps every free step, and marks the one where you finally need to pay for a server.

You can learn a huge amount and build real, working things without spending a cent and without any risk: no credit card, no account you might forget and get billed on, nothing left running by accident. This page is a plain-language map of every free place to experiment. It explains what each one is, who it is for, and the honest point where a free option runs out and you actually need to pay for a server.

A few words first, in plain terms:

  • A playground is a website where you type a prompt and see what an AI model does. No code, no setup.
  • A sandbox is a temporary computer you are lent for a short time. You can build real things in it, and it is wiped clean afterwards, so you cannot break anything or run up a bill.
  • A free tier is a free allowance on a real service you sign up for. It stays yours, but you have to keep an eye on what you use.
  • A server is a computer that stays switched on to answer requests from other people. Keeping it on is the thing you eventually pay for.

Quick pick: which one should you use?

If you read nothing else, use this. Find your situation on the left.

If you want to…Use thisWhy it fits
See what an AI model doesA browser playgroundNo setup, no code, instant
Write and run some codeA free notebook or APIFree GPU and free model calls
Try real AWS with zero bill riskAWS Builder SandboxNo card, deletes itself in 8h
Your own AWS account to learn over weeksAWS Free TierFree credits, closes itself
Put something online for other peopleA paid serverFree options cannot stay on

The rest of this page explains each one. The rule underneath all of it: start free, and only pay when something forces you to.

Try models in your browser (no code, no card)

The fastest way in. Open a page, type a prompt, watch what a model does. Good for your very first look and for comparing models.

  • NVIDIA Arcade (build.nvidia.com) : run leading AI models in the browser, and copy the exact code when you are ready to move on. See our write-up .
  • AWS PartyRock : describe a small AI app in plain English and it builds it, no code and no AWS account.
  • Provider consoles: the Amazon Bedrock playground, Claude.ai, and ChatGPT all let you test prompts before you write any code.

Who it is for: complete beginners, and anyone comparing models before picking one. Nothing to install, nothing to clean up, nothing to pay.

Run real code with free GPUs

When you want to write and run actual code, a notebook gives you a real machine, often with a free GPU, for the length of a session. A GPU is the chip that makes AI models run fast.

Who it is for: anyone learning to code with AI, or building a small experiment. The machine is temporary and free, so when the session ends it is gone and you were never billed.

Build on real cloud: Sandbox vs Free Tier

This is where beginners get confused, because AWS gives you two different free ways in. Here is the difference in plain terms.

AWS Builder Sandbox lends you a real AWS account for 8 hours, with no sign-up and no credit card, and it deletes itself when the time is up. You reach it from a workshop, which walks you through the steps. Think of it as training wheels that vanish: you cannot forget to switch anything off, and there is no card to charge. Full details in our news piece .

AWS Free Tier is your own AWS account. You get $100 in credits right away and up to $100 more as you explore, so up to $200 over 6 months. The free plan uses a selected set of services, and 30+ services stay free forever within monthly limits. The account closes by itself after 6 months, or when the credits run out, and you are not charged unless you choose to upgrade to a paid plan. Think of it as your own bike with a safety limit: it is yours to keep building on for weeks, but you should watch what you leave running.

AWS Builder SandboxAWS Free Tier
Sign-upNoneYour own account
Credit cardNoNot charged unless you upgrade
How long8 hours, then wipedUp to 6 months of credits
CleanupAutomaticYou manage it
Best forA quick, guided, zero-risk tryLearning AWS over days and weeks

Which to pick: if you just want to follow a workshop or try one thing with no risk at all, use the Sandbox. If you want your own account to build in over time, use the Free Tier, and check the billing page now and then. Other clouds (Google Cloud, Azure) have their own free tiers that work the same way as AWS Free Tier.

Free API tiers to plug into your app

Once you are writing an app, it needs to call an AI model from your own code. An API is how one program talks to another. Several providers give you a free or trial allowance for exactly this.

Who it is for: anyone building an app that uses AI. You prototype against a free quota, and only upgrade on purpose if you outgrow it.

Free dev environment and hosting

The rest of a project can be free too, at least to start.

  • GitHub Codespaces gives you a full coding environment in the browser, and local Docker costs nothing on your own machine.
  • Static hosting (GitHub Pages, Cloudflare Pages, Netlify) puts a website or front-end online for free. This wiki is a static site.

When do you actually need a server (or to pay)?

Here is the honest part. Everything above is for trying, learning, and prototyping. You do not need a paid server to do any of it. You start needing real, paid infrastructure only when one of these becomes true:

  • It has to be always on for other people to use, not just running while your laptop is open.
  • It has to remember things between visits: accounts, saved work, a database .
  • It has real users or traffic, or must be reliable.
  • It outgrows the free limits on compute, requests, or storage.
Step 1 Playground Try a model or an idea in the browser. Free, instant, nothing to manage.
Step 2 Notebook or free API Write code and call a model from a free tier while you work. Still free.
Step 3 Sandbox or free tier Put a small version on real cloud to try it or share it briefly.
Step 4 Cheap always-on It needs to run for others: a small server or serverless, from a few euros a month.
Step 5 Production Real traffic and reliability: managed cloud, scaled to what you actually use.

The jump to paid is smaller than people fear. It is rarely a big scary bill. Serverless options charge per request and cost almost nothing while idle, and a small server can be a few euros a month. The point is to take that step on purpose, when the work needs it, not before.

What you want to doFree is enoughYou need a server (paid)
Try a model, learn, analyse onceYesNo
Prototype an app while you codeYesNo
Share a demo for a few hoursYesNo
An app or API always on for othersNoYes
Keep user data between visitsRarelyUsually
Real traffic or a reliability promiseNoYes

For the cheap middle ground between free and full production, working with multiple environments shows how to keep a shared stage nearly free, and from zero to production walks the whole path end to end.

A rule of thumb

Start in a playground. Move to a free notebook or API the moment you write code. Use a sandbox or a free tier to put something on real cloud. Pay for a server only when your thing must run for other people, remember data, or handle traffic. Until then, build everything for free, and enjoy the fact that you cannot break anything or run up a bill.

Further reading