You have a product idea. You have opened Cursor, or Replit, or Bolt. You have typed a prompt and watched code appear on screen. It felt fast. Maybe even magical. Then you tried to add a second feature, or connect a real database, or prepare a demo for an investor, and things started to break in ways you could not explain.
That moment is exactly what vibe coding is, and it is also exactly where its limits become expensive.
What Is Vibe Coding, Actually
Vibe coding is a term coined by OpenAI cofounder Andrej Karpathy in early 2025. The idea: you describe what you want in plain language, an AI tool generates the code, and you keep prompting until it looks right. You are not reading the code carefully. You are feeling your way toward a working product.
For a solo founder who cannot write Python, this sounds like the answer to everything. And for some things, it genuinely is. Landing pages. Simple CRUD apps. Internal tools with one user. Proof of concept screens you want to show a friend.
Where it falls apart: anything that needs to work reliably for paying customers. Auth flows that do not leak sessions. Payment logic that does not double charge. APIs that do not expose user data. The AI will generate all of those things confidently. It will also get them subtly wrong in ways that only surface under real conditions.
Who Vibe Coding Is For, and Who It Is Not For
Be honest with yourself about which column you are in.
| Vibe coding works | Vibe coding will cost you |
|---|---|
| You need a clickable prototype for user interviews | You need paying customers in 45 days |
| You are testing whether a problem is real | You are preparing for a seed round |
| You have a technical cofounder who will review the output | You have no one to audit what was generated |
| The stakes of failure are low | A data breach or billing bug would kill the company |
| You want to learn how software is built | You need software that is actually built |
If you are in the right column, vibe coding is not a shortcut. It is a trap that looks like a shortcut.
If you have a real deadline and real users waiting, book a 45 minute call now: calendly.com/albtechsolutions/45min. You will leave with a clear scope and a number.
What Happens When Founders Vibe Code an MVP
The pattern is consistent. A founder spends two to six weeks prompting. They get something that looks like a product. Then they try to demo it and discover the state management is a mess, the database schema cannot support the next feature, and no one can onboard as a new user without the founder sitting next to them.
At that point they have two choices: throw it away and build properly, or hire someone to untangle it. Both cost more than starting right.
A stealth SaaS we built in Cyprus came to us with a product concept and a hard timeline. We built and shipped the full product in 45 days. They now have 50 or more paying customers. The code was theirs from day one. No agency lock in, no retainer, no mystery.
A compliance SaaS we built, also out of Cyprus, followed the same process. Shipped in 45 days. Galaxy in Albania needed an ecommerce catalog with over 1,000 SKUs live. Done in 60 days.
None of those were vibe coded. All of them were scoped, built, tested, and handed over with the IP belonging to the founder.
How the Build Actually Runs
We offer three tiers, because scope determines timeline and timeline determines price.
Proof of Concept (PoC): 3,000 euro, 15 days. You get a testable artifact: enough to validate the core assumption with real users. This is what you show before you spend more.
MVP: 6,000 euro, 30 days. A real product. Real auth, real data, real flows. Enough to charge your first customers or walk into a meeting with an investor.
Launch: 9,000 euro, 45 days. MVP plus the polish and infrastructure a public launch requires. This is what those two Cyprus products used.
Payment is 50 percent on signing and 50 percent on delivery. We take four founder builds per month. That limit is not marketing. It is how we protect quality.
We are the official technology partner of TrepCamp, which means founders in that ecosystem can move straight to a scoped conversation without starting from scratch.
The Objection: Is 6,000 Euro Worth It When AI Tools Cost 20 a Month
Fair question. Here is the honest answer.
If your idea is not validated yet, start with vibe coding. Seriously. Use Bolt or Lovable to build something ugly that tests whether anyone actually wants the thing. That is a legitimate use of AI tools and it is cheap.
But if you have validated demand and you need a product that works, the math changes. Two months of a freelance developer in Western Europe costs more than our MVP tier. A bad build that needs to be redone costs more than two clean builds. And the opportunity cost of a founder spending six weeks debugging AI generated code instead of talking to customers is not zero.
The question is not AI tools versus us. The question is: do you need a product that works, or do you need to find out if a product is worth building? Those are different problems and they have different answers.
What Vibe Coding Gets Right
It deserves credit for one real thing. It has made it possible for a founder who has never written a line of code to understand, at a gut level, how software is assembled. That is genuinely useful. It compresses the learning curve. It makes conversations with engineers less mysterious.
Karpathy's original framing was exploratory. He was describing a way to build personal tools and experiments quickly, not a production methodology. The startup ecosystem grabbed the term and stretched it into something it was never meant to cover.
If you want to go deeper on how AI tools fit into a real engineering workflow, Ledian writes about this at ledianshera.com.
The Honest Summary
Vibe coding is a prototyping tool, not a shipping tool. It is fast for the first 20 percent of a product and fragile for the last 80 percent. If you are a founder who needs to validate an idea cheaply and quickly, it is worth trying. If you need a product that earns revenue, handles real users, and survives due diligence, it is the wrong tool.
We build the second kind of product. Four times a month. With the IP in your name from day one.
Book Your 45 Minute Scoping Call
Here is what happens when you book: you show us what you are building, we tell you whether it fits our model, and if it does you walk away with a clear scope, a fixed price, and a start date. No pitch deck required, no homework before the call.
If we are not the right fit, we will tell you that too and point you somewhere that is.
Book at calendly.com/albtechsolutions/45min. The call is 45 minutes. The answer will be honest.