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About

Why vibe2value exists: helping people make clearer product decisions in the middle of AI-assisted speed.

This started from a simple observation: AI makes it easier than ever to ship the first version. Surviving the second version is the hard part.

vibe2value shows the work of taking AI-assisted coding apps from "it shipped" to "it survived." Grounded in real experience, built and shown on the Cloudflare Workers stack. The thinking can work on yours too.

A word on why me. AI is learnable in an afternoon. The judgment of what to build, and the craft of getting it right, is not. That is twenty years of doing the work, and it is what I bring alongside the AI.

At the centre of it is a small framework called Shape + Build + Launch: 27 ideas for making changes that hold. Built from real work, deliberately practical. Less performance. More clarity. Less noise. More evidence that something actually helps.

Read the blog for working notes from real builds. Start reading any of the 27 framework ideas for free. Join free to unlock the ways to work with AI and ready-to-use prompts. The Tuesday workshop itself is open to anyone.


Weekly community workshops

Free weekly community workshops where we share what we are learning.

Free 1:1

Personalised working engagements

Custom engagements to build your requirement are available, on a plan we shape together.

For questions, email [email protected]