Context, made concrete

Before and after AI coding prompts.

Vibe Workflow is not a prompt dump. It turns a loose product idea into research questions, a PRD, a technical design, and project-specific agent instructions.

Copy Templates

BeforeAfterView

Research competitors for a recipe app.Market map, adoption risks, MVP scope, and technical risk notes.Open

Write a PRD for the app.Primary journey, acceptance criteria, non-goals, and measurable launch outcomes.Open

Choose a stack and build plan.Tables, API boundaries, client state, phases, and architecture tradeoffs.Open

Make Cursor rules.Persistent project rules, coding standards, and AI review expectations.Open

From intent to implementation

Before and after, stage by stage

The workflow does not make prompts longer for their own sake. It adds the missing product, technical, and review constraints.

Research

Too thin

Research competitors for a recipe app.

Build-ready

Research recipe apps for busy families who plan weekly meals, comparing onboarding, pantry tracking, shopping-list flows, pricing, and barcode-scanning risk.

PRD

Too thin

Write a PRD for the app.

Build-ready

Write a launch PRD where the first successful user action is generating a weekly plan and exporting a grocery list in under five minutes.

Technical Design

Too thin

Choose a stack and build plan.

Build-ready

Design a Vite React + Supabase MVP with saved meal plans, household members, grocery-list export, and a simple path to mobile later.

Agent Setup

Too thin

Make Cursor rules.

Build-ready

Generate AGENTS.md and Cursor rules that preserve MVP scope, require form accessibility checks, and keep recipe imports behind a service abstraction.

From intent to implementation

The pattern behind every strong example

Good AI-coding context is specific, scoped, and reviewable before code is generated.

Name the user and the first useful outcome.

Separate launch scope from later ambition.

Give constraints before implementation starts.

Turn taste into checkable criteria.

Try it with your own idea.

Start in the app, answer the research questions, then compare your first prompt to the generated workflow context.