Vibe Coding: The Complete Guide

Vibe coding is a way to build software through plain-language requests. You describe a result, an AI system writes or edits the code, and you judge the running result before asking for the next revision. Browser platforms such as Lovable, Bolt.new, v0, Replit, and Base44 put that loop inside one hosted workspace.

These products serve founders, small teams, learners, and working programmers who want to turn a specific idea into software. They differ in what they manage, what code you can inspect, which kinds of apps they produce, and what must move if the project leaves the platform.

What Is Vibe Coding?

Vibe coding means directing AI-generated software through prompts and judging the result mainly by how it behaves. The term is also used more broadly for AI-assisted development, although careful code review makes that a different practice. At one end, the builder reads little code and steers through prompts, previews, and error messages. At the other, a programmer asks an agent to draft a feature, then reads the diff, runs checks, and edits the result before it ships.

Both ends use generated code, but they place responsibility in different places. Pure vibe coding judges the output mainly by visible behavior. AI-assisted programming also checks the files, data rules, dependencies, tests, logs, and release path.

That difference matters because a screen can look correct while the data rules behind it are wrong. A form may submit but expose another account's records. A login page may hide a route in the browser while the server still accepts an unauthorized request.

The useful definition therefore describes the loop, whichever brand runs it. A person states intent in everyday language, the AI turns that intent into software, and the person steers by checking each result. The amount of code the person reads can vary, and ownership of the outcome stays with the person either way.

Why Use Vibe Coding?

Vibe coding helps people turn an idea into a prototype they can try before committing to a full build. A founder might use it to test a booking flow. A local team may need a small stock tracker or staff portal.

A learner may want to see how a page, server route, and database record connect. A programmer may want the first draft of routine screens and tests.

Those goals can share a tool without sharing a workflow. The founder needs a way to test the idea and hand it to someone else. The team needs access rules, backups, account ownership, and a person who will answer for the live service.

The learner needs the generated work to stay visible. That means tracing one action from the button to the server and stored record, then explaining what each altered file does. Accepting every revision without reading it may produce an app, but it does not teach how that app works.

The programmer gets a different payoff from the same tools. The platform can draft familiar code, connect standard services, or turn a written acceptance check into a first pass. The programmer still owns the review and can reject a large or unclear diff before it spreads through the project.

Vibe coding serves these groups best when the first task is small enough to inspect. "Build a customer portal" is too broad. "Let one customer sign in, view only their own request, and add one reply" gives you a small feature to test, including who can see and change each request.

Who Coined the Term Vibe Coding?

Andrej Karpathy introduced the phrase in February 2025 for a loose style of coding in which a person accepts AI output, runs it, and keeps prompting from what appears on screen, and his own example was low-stakes weekend work. Collins Dictionary later named "vibe coding" its 2025 Word of the Year, which fixed the term in wider use.

How Do Vibe Coding Platforms Differ?

Lovable and Base44 emphasize managed web-app building, Bolt exposes a browser development workspace, v0 focuses on Vercel workflows, and Replit combines an agent with a cloud coding environment.

Bolt.new starts from a generated JavaScript app. v0 ties generated work closely to Vercel and Git. Replit starts from a cloud coding workspace with Agent alongside files, a shell, Git, and several ways to put an app online.

Platform	Building Interface	What You Need to Manage
Lovable	Prompt, visual edit, and web-app preview	Web output, services, and repository handoff
Bolt.new	Prompt, files, terminal, and preview	JavaScript runtime and linked services
v0	Generated app, visual edit, Vercel, and Git	Vercel project and team ownership
Replit	Agent inside a cloud coding workspace	Runtime, deployment, and operating duties
Base44	Prompt and managed full-stack app	Managed backend, data, and exit path

v0's team plan is called Plus, and its pricing page and pricing guide both list it at $30 per user per month, so confirm on the vendor page before you budget.

Lovable builds web applications and does not generate native iOS or Android projects. Its FAQ names two phone-install paths: make the published site a Progressive Web App, or place the web app in a Capacitor wrapper for store submission. A wrapper still needs signing, store accounts, device checks, privacy details, and release work.

The platforms hub compares all five in more detail. The comparisons hub is more useful after you have narrowed the list to two or three tools that can build your app.

Define the Project Before the Tool

Start a vibe coding project by naming its user, one task, and the result that would count as success. A personal reading list, for example, needs a way to add a book, mark it finished, and keep the list after a refresh. Leave accounts, payments, and shared records out of a first experiment unless they are essential.

Set a spending limit and decide whether the result is a private prototype or something other people will use. List any data and services it needs. Use made-up records while you work out whether the basic flow is useful.

How Does the Vibe Coding Process Work?

The vibe coding process follows a prompt, generation, test, and revision loop. You describe one outcome, let the builder generate it, try the result, and request a specific correction before adding more features.

1. Describe the task: For a reading-list example, ask for a page that adds book titles, marks them finished, and keeps the list after a refresh.
2. Inspect the result: Add a title, try an empty entry, mark a book finished, and refresh the page to check whether the list persists.
3. Request one correction: Describe the failed action and the behavior you expected, rather than asking the builder to fix everything.
4. Save a working version: Use the platform's history or Git before the next change. Treat stored data as a separate backup concern.

This is an illustrative exercise, not a reported product test. For choosing between builders, use the same small task in each candidate and compare the result, repair effort, and usage. The vibe coding platform guide explains the product differences.

What Can You Build with Vibe Coding?

Vibe coding can build prototypes, personal tools such as reading lists, and simple internal apps. They let a team test wording, order, screen flow, and demand before committing to a long build. Use false data, keep the audience small, and delete the prototype if its job was only to answer a question.

Personal tools can also fit well when one person owns the data and can live with downtime. A bookmark list, trip planner, reading log, or household tracker can cause less harm if it fails than a customer service that handles accounts and money.

Internal tools need more care than the word "internal" suggests. A staff dashboard may contain customer records, sales figures, private files, or access to other systems. It still needs server-side login checks, narrow permissions, an owner, and a tested way to take it offline.

A public app raises the bar again for the builder and any reviewer. Account separation, abuse controls, logging, backups, data removal, billing, uptime, and incident steps become part of the product. Generated code can still be used, but the release process must treat it like any other code.

The fit gets weaker when the app has many linked states, strict response-time targets, unusual hardware, regulated data, or a long expected lifespan. The first visible version may still arrive quickly, but review and operating work grow with the stakes.

Reversibility gives the most useful dividing line between those cases. If a broken revision can be rolled back, test data can be thrown away, and no outsider is harmed, a loose prompt loop may be acceptable. If a mistake can expose records, charge money, or block a business process, move to written checks and qualified review.

How Does Vibe Coding Differ from Agentic Coding?

Vibe coding describes a person steering generated software mainly through prompts and visible results; agentic coding describes a tool that can carry out tasks such as editing files and running commands. A coding agent can be used with either careful code review or a hands-off vibe coding workflow.

Karpathy's February 2025 post defined vibe coding by attention: you accept each change without reading the diff and keep prompting from whatever appears on screen. Anthropic uses the other word for capability, calling Claude Code "an agentic coding tool" that reads your codebase, edits files, runs commands, and works with your development tools.

Question	Vibe Coding	Agentic Coding
What the term describes	How closely the person checks	What the tool can do alone
Code gets read	Rarely, if ever	In careful use, as a diff
Main check	The preview looks right	Tests, builds, and review
Typical tools	Lovable, Bolt, Replit, v0	Claude Code, Codex, Cursor Agent, Copilot agent mode

The two practices overlap in both directions. You can vibe code with a terminal agent by approving every change unread, and you can use a browser builder carefully by reading each change and testing each permission. Replit even calls its builder Agent, which shows how far the two labels have blurred.

Anthropic's own best-practice guide for Claude Code still expects a check on the agent's work. Without a test or build the agent can run, the guide warns, "looks done" is the only signal available and you become the verification loop. The narrower meaning of vibe coding involves accepting code without reading it. A workflow that reviews code and runs checks is better described as AI-assisted development, even when it uses the same builder.

Where vibe coding stops and programming starts, including DHH's view from the Lex Fridman Podcast, gets a fuller treatment in the vibe coding vs agentic coding section of our real-programming article.

What Are the Risks of Vibe Coding?

Vibe coding can produce working screens with incorrect access rules, exposed secrets, or fragile code. A working preview does not establish that the application is safe. Veracode's 2025 report tested 80 coding tasks across more than 100 language models. It reported an OWASP Top 10 flaw in 45 percent of the test cases, and security scores stayed flat even as newer models wrote more syntactically correct code.

Wiz reported in September 2025 that one in five organizations it studied had systemic exposure tied to vibe-coded apps. The recurring faults included browser-side password checks, secret keys shipped to the browser, open database tables, and private tools published without login protection.

Put authentication and authorization checks on the server side. Authentication proves who sent a request, and authorization decides whether that person may read or alter a specific record. Hiding a button leaves the route open, because a person can still call it directly.

Keep secrets in a server-side secret store, never in browser code or a prompt pasted into a public service. Use test credentials and false records while building. Before launch, scan packages, inspect database rules, and test every account type against records owned by another account.

Recovery needs its own check before launch. Source history can restore code, but it may not restore database rows, uploaded files, domains, or outside service settings. Back up each part, restore it into a test space, and record who has permission to do the same during an incident.

Stop automated edits when records disappear, accounts cross boundaries, a secret may have leaked, or payment records disagree with the payment provider. Preserve logs and the last working revision. Bring in a security or platform specialist before another broad prompt overwrites the evidence.

Can You Move a Vibe-Coded App to Another Platform?

A vibe-coded app can move to another platform when its source code, data, and required services can be exported or replaced. Exporting a repository alone may leave the app dependent on the original builder. The running system may also depend on database records, uploaded files, secret variables, user accounts, scheduled jobs, domains, payment settings, email senders, analytics, and a vendor's hosted backend.

Write an inventory before calling code "exported." For each item, name the owner account, backup method, move process, and test that proves the copy works. Ask a second person to start the project from a clean copy without using the original builder's session.

Check which kind of mobile app you need before choosing a builder. A responsive web app runs in a phone browser. A Progressive Web App can be installed from the browser and may gain some offline and device features.

A wrapped web app uses a shell such as Capacitor. A native app uses a mobile stack such as React Native with Expo.

Each path leads to a different release process and set of device features. Lovable documents responsive web apps, PWA installation, and Capacitor wrapping.

Replit documents an Expo path for iOS and Android. Bolt also has an Expo route, while a v0 or Base44 project should be checked against the current vendor docs and the required phone features before selection.

Store release adds work outside the builder. Apple and Google accounts, certificates, app identifiers, screenshots, privacy forms, permission text, physical-device checks, and review remain part of the release. A store button does not remove those duties.

Before handing over the app, ask the next maintainer to run it, complete its main task, and restore a working version. Write down any missing setup steps or account access they need.

Vibe Coding Verdict

Use vibe coding for a small prototype, personal tool, or internal task that you can test and restore if something breaks. It works best when you can check the result before other people depend on it.

Do not treat a polished preview as proof that an app is ready for customers. Once the project holds private records, takes payments, runs a business task, or needs a store release, require written acceptance checks, source history, tested backups, account separation, and a qualified review.

Choose a platform that supports the app you need and that you or a developer can maintain. Try the same small task in your shortlisted tools, then compare the result, running cost, and recovery options.

If you are still weighing whether any of this holds up in practice, our article on whether vibe coding is real programming takes the skeptical case seriously and answers it with evidence you can check.

Frequently Asked Questions

Is vibe coding the same as AI code completion?

Vibe coding differs from code completion: completion suggests code while you write, whereas vibe coding uses prompts to generate and revise software based on the running result. Completion helps with authorship, while vibe coding moves more work toward directing, checking, and revising generated output.

How does vibe coding differ from copying code from Stack Overflow?

Vibe coding generates and revises software interactively, while copying a Stack Overflow answer gives you a fixed snippet to adapt by hand. A vibe coding tool can use project context, revise several files, run commands, and respond to the result. That wider reach is useful, but it also means one vague request can alter more code than a copied snippet would.

Is it cheating to use vibe coding?

Using vibe coding is cheating when it violates the applicable rules or misrepresents how the work was produced. For paid work, follow the agreement with the client or employer. For schoolwork, follow the course and assignment rules. Using an allowed tool is different from hiding its use, claiming work you cannot explain, or submitting generated output where the rules ban it.

What should I prepare before opening a vibe coding platform?

Before opening a vibe coding platform, prepare a brief naming the user, one task, its required data, and checks that show whether the task works. Add a spending limit and name who will own the code, accounts, domain, and stored records. This short brief keeps the first build focused and gives you a clear way to check the result.