What Is Vibe Coding? Meaning, Examples, and What It Changes for People Who Do Not Code
A plain-English explainer for people who want to build something and do not write code.
Vibe coding is building software by describing what you want in plain language and letting an AI write, run and fix the code, without reading the code yourself. The phrase is from a February 2025 post by Andrej Karpathy and was Collins Dictionary’s Word of the Year for 2025. Nearly everything written about it is for developers. This page is for the other reader: what it means, what it can build, what you are left owning, and where a no-code AI builder is the better fit.
What This Guide Covers
- The definition, origin and the loop it runs on
- One diagram of how a vibe-coding session actually goes
- The same brief in both lanes: the code-gen loop first-hand, and Appy Pie AI as far as a free account goes
- Vibe coding vs no-code AI vs hiring, in one table
- Security, ownership and why people say it is bad
- Seven questions people ask, answered plainly
Sources are linked inline and dated. Appy Pie AI is not a code-generating tool: its vibe coding builder turns the prompt into a hosted app you edit visually, with no code to export. Section 4 says what each lane gave us, and where our own test stopped. Tools are ranked in the vibe coding tools list, not here.
TL;DR Quick Summary
Vibe coding is when you tell an AI coding tool what you want in ordinary language, accept the code it writes without reviewing it, run it, and feed the errors back until it works. Karpathy described it as giving in to the vibes and forgetting the code exists. It produces real source code you own and have to host, secure and maintain. A no-code AI builder takes the same plain-language prompt but hands you a configured, hosted app with store publishing built in, and no code to keep. If you cannot code, that trade is the decision this page is about.
Describe an app and see what the no-code lane builds →Table of Contents
Definition first, then the loop, the examples, the honest comparison, and the objections.
- Where the term came from
- How vibe coding actually works: the loop
- Three vibe coding examples
- One brief, two lanes: what we ran and where it stopped
- Vibe coding vs no-code AI vs hiring a developer
- What it changes for people who do not code
- Security and ownership
- Is vibe coding a real job, and what does it pay?
- Why people say vibe coding is bad
- Tools: where the list lives
- Frequently asked questions
Where the term came from
On 2 February 2025, Andrej Karpathy, a co-founder of OpenAI and former head of AI at Tesla, posted on X that there was a new kind of coding he called vibe coding, where you “fully give in to the vibes” and forget that the code even exists. He was describing his own weekend projects: talking to an AI coding assistant, accepting whatever it produced, and pasting error messages back in until things worked. The post was a description of a habit, not a proposal, and the name stuck because everyone using those tools recognised the habit.
Within a month it was mainstream. In March 2025 Y Combinator’s Jared Friedman said that for a quarter of the Winter 2025 batch, 95% of the codebase was AI-generated (TechCrunch, 6 March 2025). Merriam-Webster listed the term as slang and trending the same month. On 6 November 2025 Collins named it Word of the Year, defining it as using AI to turn natural-language prompts into computer code. The Wikipedia entry now carries five sections of criticism, which section 9 below summarises fairly.
Dates and quotes verified 23 September 2026 against the linked primary sources.
How vibe coding actually works: the loop
Strip the name away and vibe coding is a loop with five stops. You describe what you want. The tool writes code and, in the agentic tools, runs it. Something breaks or comes out wrong. You paste the error or describe the problem. It changes the code, and you test again. Our step-by-step guide to how to vibe code runs this loop on a real app, prompt by prompt. The loop ends when the thing works, or when you no longer understand what has been built well enough to describe the next fix. That second ending is the one the criticism is about. What you type at each turn matters too: our vibe coding prompts test ran six tasks twice, once vague and once specific.
The tools that run this loop include Cursor, Claude Code, Lovable, Bolt.new, Replit and Base44. They differ in whether you see the code, whether they host the result, and how much they do without asking. That is the whole list you will get on this page; the ranked version, eleven tools with every price read the same week, lives in the best vibe coding tools.
Three vibe coding examples
Three shapes come up again and again in published accounts. Two are described from those accounts; the third is ours, in the next section.
A weekend web app in a code-generation tool
The Karpathy shape: a personal tool, built in a few hours by prompting, never reviewed line by line. The YC founders in the TechCrunch report were doing this at company scale, with the important caveat, in Friedman’s words, that they were “highly technical” people who could have written it themselves.
A spreadsheet replacement for a team
The most common non-developer story: a tracker or intake form that lived in a spreadsheet gets turned into a small app with a login and a database. It works on day one. The recurring problem, reported across many of these accounts, is month three, when the person who prompted it has left or cannot explain what the app does when a field is renamed.
A small game
Games are the demo that made the term spread, because the loop is visible: prompt, play, complain, prompt again. They are also the shape that hides the least, because nobody deploys them to a store or keeps them running for customers.
Notice what the three have in common. Each was built by one person, for a small audience, without a plan for what happens after it works. That is not a flaw in vibe coding. It is what vibe coding is for.
One brief, two lanes: what we ran and where it stopped
We gave one brief to a code-generation vibe-coding tool and ran the loop ourselves, then pasted the same words into Appy Pie AI prompt-to-app generator. Same brief, same person, one afternoon. The brief:
The code-generation lane, first-hand
The no-code lane, same brief
We pasted the same words into the prompt box on the Appy Pie AI home page, on a free account, and pressed Generate My App. The app was created in a few seconds and the AI named it Coffee Stamp. The next screen was a plan screen, “Buy Now and Start Testing Your App!”, offering the Basic plan and listing what it includes, 500 push notifications a month among them; a second brief run the next day on the same account was offered Gold, listing 1,000. Behind that screen the app sits in the account’s dashboard with “Upgrade to customize your app” and a Get App button that leads back to the plan. So the editor and the phone preview open after choosing a plan, there is no 30-minute Appy Pie AI screenshot on this page, and we are not going to describe an editing session we did not have.
What the no-code lane provides by design, from the product itself rather than from our session: a loyalty-card module with a stamp rule, push notifications sent from the dashboard, hosting, and store publishing through the paid plans. The lists below separate what we saw from what the product offers.
Where the code-gen tool won
- Freedom: any feature you can describe, it will attempt, including things no builder has a module for
- Ownership: the code is yours, in a repository you control, and you can hire someone to take it over
- Speed to a rough first version: a web page existed after one prompt
Where it lost
- Deploying: it ran on the tool’s preview; getting it onto a phone needed steps the tool did not do
- Push notifications: that is a platform setup, not a code problem, and the loop could not solve it
- Maintenance: after three fix rounds we could not have explained the data model to a developer
What the no-code lane gives you by design
- Publishing: the phone preview and the store submission path are part of the product, on the paid plans
- Push: a dashboard feature, not a code problem
- Nothing to keep running: hosting and updates are handled by the platform
What it does not give you
- Freedom: the stamp rule has to fit the loyalty module; a rule the module does not offer needs a workaround
- Ownership: there is no source code to export; you own the app and the account, not code
- A free editing session: on the account we used, the editor and preview opened only after choosing a plan
Vibe coding vs no-code AI builders vs hiring a developer
| Vibe coding (code-gen tools) | No-code AI builder | Hiring a developer | |
|---|---|---|---|
| Who writes what | You describe; the AI writes source code you do not read | You describe; the platform configures modules it already has | You brief; a person writes and reviews code |
| What you own at the end | Source code and the job of running it | An app and an account; hosting and updates included; no code export | Source code, usually with documentation and a handover |
| Store readiness | You handle certificates, builds and store review yourself | Built in, through the platform’s publishing service | Included in the engagement, at a price |
| Cost band | Tool subscription plus your time; hosting extra | From $16 per app a month for Google Play, $60 with iOS; Apple $99 a year, Google $25 once | Most agency projects $10,000 to $49,999 (Clutch), plus maintenance |
| Who it suits | People who can read the code when it matters, or who are building for themselves | Businesses that need a working, published app and will never touch code | Products with custom logic or scale that neither of the other lanes can reach |
Appy Pie AI prices read from the US pricing page, 28 September 2026; agency figures from Clutch’s pricing data as cited in our app cost guide. The fuller lane comparison is in two places: vibe coding tools vs AI app builders on the tools list, and vibe coding vs no-code on the app builders list.
What it changes for people who do not code
Three things you can now do that you could not in 2024
- Turn a plain description into a working first version in an afternoon, in either lane, without learning a language first
- Fix small things yourself by describing the fix, instead of waiting a week for someone else’s calendar
- Try three versions of an idea for the price of three prompts, then keep the one that felt right
Three things that have not changed
- You still have to know what you want. Vague brief in, vague app out, in both lanes
- You still own the bugs. The AI wrote it; the customer emails you
- You still need a store account and a review. Apple and Google did not change their rules for AI-built apps; see how to build an app with AI for the publishing steps
If the app has to end up in the stores and stay there, that is the fork. Our ten-step app guide covers the whole path; the AI-specific version is the post linked above.
Vibe coding security and ownership
The Wikipedia entry collects the evidence. In May 2025 a review of 1,645 apps built on Lovable found 170 with vulnerabilities that exposed personal information. A December 2025 CodeRabbit analysis found AI co-authored code contained 1.7 times more major issues than human-written code. Veracode reported in October 2025 that the security of generated code had generally not improved. None of this means the tools are bad; it means the code they write is not reviewed, because not reviewing it is the definition. For the eight risks and a checklist to run before launch, see is vibe coding safe?
Leaked keys
Generated code often puts API keys and passwords straight into files that get published. If you cannot read the code, you cannot see that it happened.
No tests
The loop stops when the feature works once. Nothing checks it still works after the next fix, which is how the third fix breaks the first feature.
Dependency drift
The code pulls in libraries that go out of date. Someone has to update them, and they have to understand the code to do it safely.
Who owns it
Read the tool’s terms. Some grant you the code outright; some hosted tools keep the running app on their platform, which is closer to the no-code trade than they advertise.
Is vibe coding a real job, and what do vibe coders make?
There are job listings that use the phrase. ZipRecruiter’s Vibe Coder listings put the average US hourly rate at about $27 as of September 2026, with most roles between $19 and $35 an hour, and a second set of listings under “vibe code” advertised salaried ranges. Those are aggregator figures from a small and new category, so treat them as a snapshot, not a market rate. The larger truth is that “vibe coder” is rarely a title; it is a way of working that developers, marketers and founders have added to jobs they already had. Nobody we could find is paid to vibe code and nothing else.
What has changed is who gets to build. In the YC discussion, the founders vibe coding 95% of their product were experienced engineers choosing not to type. The non-developer version of that story, a marketer or a shop owner shipping an app, is real, and it mostly ends in the no-code lane, because that is the lane that publishes.
Why people say vibe coding is bad
The criticism, fairly stated, has three parts. Code quality and security, covered above with figures. Maintainability: an early 2025 GitClear analysis found code refactoring fell from about 25% to under 10% of changes while duplicated code roughly quadrupled, which is what you would expect when nobody reads what is written. And debugging: when something breaks that the AI cannot fix, the person holding the app has no way in. All three are real. All three are also the price of the speed, and for a weekend project, a prototype, or an internal tool with one user, the price is fine.
When vibe coding is still the right call
- A prototype to show someone before you spend money
- A personal tool with one user, you
- A first version you will hand to a developer to rebuild properly
- Learning what you actually want before you brief anyone
When it is the wrong call
- The app takes payments or stores customer data and you cannot review the code
- It has to be in the App Store and Google Play and stay there
- Someone else will maintain it after you
- You need it to keep working next year without you
Tools: where the list lives
This page deliberately does not rank tools. The vibe-coding tools (Cursor, Claude Code, Lovable, Bolt.new, Replit and six more) are ranked with dated pricing, strengths and weaknesses in the best vibe coding tools; the no-code AI builders (Appy Pie AI among them) are ranked in the best AI app builders list, and Appy Pie AI own no-code route is on its vibe coding app builder page, which also has a section on the vibe coding vs no-code decision. If you want the lane comparison with ten-step publishing detail, Appy Pie AI vs the alternatives and low-code app development cover the middle ground. To watch one tool at work from the first prompt, read vibe coding with Claude.
Frequently Asked Questions
What is vibe coding and why is it bad?
Vibe coding is building software by telling an AI what you want and accepting the code it writes without reviewing it. It is called bad because unreviewed code tends to carry security holes, duplicated logic and no tests, and because the person holding it often cannot fix it when the AI cannot. For a prototype or a personal tool those risks are acceptable; for an app that stores customer data or has to stay in the stores, they are not.
How much do vibe coders make?
There is no established pay scale. ZipRecruiter’s September 2026 listings show an average of about $27 an hour for roles titled vibe coder, with most between $19 and $35. Salaried listings under related titles advertise wider ranges. Most people who vibe code are paid for another job, developer, founder or marketer, and use it as a method, not a title.
What is an example of vibe coding?
Describing a coffee-shop loyalty app to an AI coding tool, getting a working web page after one prompt, pasting three error messages back in, and ending up with a stamp counter that saves per customer, all without reading a line of the code. That is the example on this page; Karpathy’s original examples were weekend projects built the same way.
Is vibe coding a real job?
Job listings using the phrase exist, but they are few and new. In practice vibe coding is a way of working that existing roles have absorbed. The YC founders who built 95% of their code this way were experienced engineers; the non-developers doing it are mostly building for their own businesses.
Is vibe coding the same as no-code?
No. Both start from a plain-language description. Vibe coding produces source code you own and must host, secure and maintain. A no-code AI builder produces a configured app on a platform that hosts it and publishes it to the stores, with no code to export. Which is better depends on whether you want to own code or own an outcome.
Can I publish a vibe-coded app to the App Store?
Yes, if you do the publishing work: developer accounts, certificates, builds, screenshots and store review. The AI does not do those parts. That publishing work is what a no-code builder includes, which is why non-coders usually end up there when an app has to reach the stores.
Do I need to know how to code to try it?
No, to start. Yes, to finish anything that matters. You can prompt a working first version with no coding knowledge. Deploying it, securing it and fixing it when the loop stalls requires either reading the code or paying someone who can.
Describe the App. See Which Lane Fits.
Type the same brief you would give a vibe-coding tool into Appy Pie AI prompt box and compare what comes back: a configured app with hosting, push and store publishing built in.
Vibe code an app without codeCompare the toolsVibe Coding Is a Way of Starting, Not a Way of Shipping
If you can read code, vibe coding is the fastest way anyone has ever had to get a first version. If you cannot, it is a fast way to a first version you cannot finish, and the honest advice is to pick the lane that ends where you need it to: source code, or a published app. How to build an app with AI walks the second lane step by step.
Build it in the no-code lane →
Aasif Khan
Head of SEO and Growth Marketing Lead at Appy Pie AI with 17+ years in digital marketing and scalable growth strategies.
Abhinav Girdhar
Founder and CEO of Appy Pie AI, one of the largest no-code and AI app platforms, with 10M+ apps and websites created.