5.2Module 5 · Vibe Coding & App Building
Workflow Tool Prototyping
Turn your ideas into structured specifications, then convert those specs into optimised AI prompts that produce better results. Think before you build.
App Spec Generator
Describe your workflow tool idea and generate a structured specification document. Good specs lead to better AI-generated code.
Spec-to-Prompt Converter
Convert your specification into an optimised AI prompt. Toggle options to customise the output. You can paste your own spec or use the one generated above.
Include error handling
Add responsive design
Include sample data
Build your tool. Copy the optimised prompt and paste it into ChatGPT. The structured format helps AI understand exactly what you need, producing better code on the first attempt.