No geeky guarantee. If something here doesn’t make sense, that’s on me. Tell me and I’ll fix it: matt@vibe2value.com

You built it with AI. Now make it real.

Launch your AI-assisted product with confidence.

What vibeCoding is. You ask AI to make something that makes your life easier. It might be code, it might be content, it might be anything. What matters is what it makes, not what it is made of.

Who you are. Everyone is building with AI now, all at their own level, so using AI is not the thing that makes you different. What you made is. vibe2value is for anyone building this way and founders building their own product without an engineering team.

What is hard. AI made building things cheap and it did not make running it cheap. If it is only for you and it will not live long, the vibe is the experiment and that is the point. Judgment is knowing which one you are doing.

When it has to be real. The moment other people depend on it. It has to scale, keep running while your laptop is off, be understood by somebody who is not you, get better over time and not cost a fortune in tokens every time it does anything.

The method. Vibe it, then make it real, then iterate on that. Everything here helps with one of those. Pick the stage you are in.

Five stages, 35 decisions.

Each stage sorts its decisions into three kinds. Pick the one you are actually facing.

Shape 01 Shape it decide what to make and who it is for
  • Problem who it is for and the problem you are solving
  • Organise what "done" looks like and what could go wrong
  • Strategy the one outcome and what you will leave out
 Build 02 Build it make it with AI, without overbuilding
  • Prototype the smallest version that shows value
  • Assemble what to reuse, what to buy, what to build
  • Differentiate the one thing that makes it worth using
 Launch 03 Launch it put it in front of people and learn
  • Community share early and get real feedback
  • Assist get unstuck and improve the things that matter most
  • Managed decide when it is ready to put your name on
 Run 04 Run it keep it honest once people rely on it
  • Release how it goes out and how it comes back
  • Recover what breaks quietly and who hears about it
  • Settle how you would know whether any of it worked
 Close 05 Close it decide if it should still exist
  • Test would you start this today if you were deciding now
  • Pause what stops now and what would start it up again
  • Stop who you tell and what they are handed on the way out

Start with the Shape ideas →

What people have said

  • “I was deep in planning a campaign rollout and couldn't see what I was missing. Reading the vibe2value framework helped me find the gap and move forward.”

    Lakshmi, campaign strategist

  • “I work with companies to build agentic capability, not dependency. vibe2value is the same: you take it away and move your prototypes into production yourself.”

    Ian Sampson, Accelerati Founder

  • “If you’re building software with AI, or even just trying to get more out of tools like Claude Code, I’d strongly recommend following the vibe2value framework.”

    Adam Ridgway, Forgeworks Labs