All articles

Vibe Coding

From Prompt to Product: A Repeatable Vibe-Coding Workflow

A concrete six-stage loop for turning a conversational prototype into something you would put your name on — with the checkpoints that make it repeatable.

June 30, 2026 · 7 min read · AI Research, Quantum Tech & IT Strategy Consulting

Fast conversational building becomes unreliable when it has no structure — every session starts from a different place and ends wherever the conversation drifted. The workflow below is what we use to keep the speed while making the outcome predictable. It is deliberately lightweight; the value is in doing the stages in order, not in ceremony.

1. Write the one-paragraph contract

Before generating anything, write who the user is, what they can do, and what must be true when they are done. One paragraph. This is not a specification document; it is the thing you will re-read in stage five to check whether what exists is what you meant. Skipping it is the single most common cause of a prototype that is impressive and useless.

2. Fix the data model by hand

Entities, fields, relationships, and ownership rules. Write them yourself even if a model drafts them, because every subsequent generation inherits these decisions and rewriting them later means rewriting everything above them. Ten minutes here is the highest-return investment in the whole loop.

3. Generate the thinnest end-to-end slice

One flow, running for real, from interface to storage and back. Not the whole feature set — one path that proves the pieces connect. This is where integration surprises appear, and they are much cheaper to fix before ten features are built on the same assumptions.

4. Expand in parallel, review in series

Once the slice works, additional features usually follow the same pattern and can be generated quickly, several in a session. Generation can be parallel; acceptance should not be. Land each one, check it, and keep the working state clean so you always have something to fall back to.

5. Reconcile against the contract

Re-read stage one and walk the product against it. Every gap is either a feature to build or a line in the contract to change, and forcing that choice explicitly prevents the slow drift where the product becomes whatever was easiest to generate.

6. Harden before exposure

  • Validate every external input at the boundary, not in the interface.
  • Confirm authorisation on each data path, including the ones added last.
  • Move secrets out of code and rotate anything that was ever committed.
  • Add tests for the flows whose failure would be expensive.
  • Add error handling and logging that a human can act on at three in the morning.
The workflow is not there to slow generation down. It is there so the fifth feature does not require rebuilding the first four.

Run this loop a few times and the stages stop feeling like process. They become the shape of how the work is done, and the difference shows up as prototypes that survive contact with real users instead of collapsing under them.