The landscape
Everything sold as a vibe coding tool is one of three things. The kind decides who it is for and what it can safely write.
| Kind | Tools | Best for | What it writes |
|---|---|---|---|
| IDE agents | Cursor, Windsurf, Claude Code, GitHub Copilot | Developers working inside an existing codebase | Code inside your project, reviewed diff by diff |
| App builders | Lovable, Bolt, Replit, v0 | Non-developers and greenfield prototypes | A whole application from a prompt |
| The model underneath | Claude, GPT, Gemini | Everyone, whether they see it or not | The actual code, whatever the wrapper |
How to choose
Four questions settle which kind belongs on your team. They are about your work, not the tools.
Who writes the code
A developer in an existing codebase needs an IDE agent. A founder sketching a product needs an app builder. Buying one for the other is the most common mistake.
What exists today
Greenfield prototypes forgive almost anything. A ten-year-old monorepo does not. The more code you already carry, the more the tool needs to understand it.
Who reviews the output
If nobody on the team can read the diff, an app builder will ship you a demo, not a product. Review capacity decides how much autonomy is safe.
What breaks when it is wrong
A broken landing page costs an afternoon. A broken payment flow costs more. Match the tool and the review process to the cost of being wrong.
Where the tool stops mattering
Teams that get nothing from these tools usually blame the tool. Almost every time, the constraint is the process around it: vague requirements produce wrong code faster, thin review lets it through, and the sprint looks the same as before. A better tool dropped into the same process buys the same result at a new price.
That is the whole argument behind our transformation work: the tool layer is one of four that have to move together. The other distinction worth keeping is vibe coding versus agentic work, where the system picks steps itself. Our comparison of the two covers where each one belongs.
What to ask before you standardise
Five questions worth settling before a tool becomes the team default. They apply to any vendor.
Who owns the code it produces?
Some tools claim license terms over generated output. Check before it writes something you sell.
What does it send off your machine?
Code, context, and sometimes secrets leave your environment. Know what the tool transmits and to whom.
Can it see your whole repo or just open files?
Context window decides whether the tool understands your architecture or guesses at it.
What does a bad generation cost to catch?
If review takes longer than writing it yourself, the tool is costing you. Measure before you standardise.
Does it fit the process or replace it?
A tool dropped on top of an unmapped workflow produces faster chaos. The process decides what the tool earns you.
Common questions
Which vibe coding platform is best? ▾
Depends who is writing. Developers inside a codebase do best with an IDE agent: Cursor, Windsurf, Claude Code, or Copilot. Non-developers and prototype work suit app builders like Lovable, Bolt, or Replit. The platform choice matters less than the process around it, which is why we start engagements by mapping how the team actually works.
What do vibe coding tools cost? ▾
Most seat prices land in the $10 to $40 per month range, with free tiers for individuals. The subscription is rarely the real cost. What unreviewed output does downstream, in rework and in defects, is where the money goes.
What is the difference between vibe coding and agentic coding? ▾
Vibe coding keeps the loop with you: you prompt, review, and direct each step. Agentic systems pick the next step themselves inside a boundary you set. We wrote a full comparison of the two approaches.
What is the difference between vibe coding and spec-driven development? ▾
Spec-driven work writes the requirements down first and generates code against them. Vibe coding iterates conversationally: describe, generate, react. Spec-driven suits regulated or large-scope work where the spec is the contract. Vibe coding suits exploration and speed.
Can non-developers use vibe coding tools? ▾
For prototypes, yes. App builders exist for exactly that. For anything that ships to real users, someone on the team still needs to read what the model wrote, because the failure mode of a tool nobody can review is invisible until it lands.
Do vibe coding tools have free trials? ▾
Most do, either a free tier or a trial period. Try the tool against your own repository rather than the vendor demo, because a demo codebase hides every hard case your real code will produce.