Text to app
Text to app describes tools that generate a working application from a written description — pages, data model, and often auth and deployment — without you writing the scaffolding. The output is a running project with a live preview rather than a code snippet.
What separates these from code generation generally is that they own the whole project: structure, dependencies, build config, and usually hosting. You describe a product and get something you can click.
The ceiling is consistent across tools. They are excellent from zero to a working prototype and degrade once the app has enough surface area that changes interact, because each regeneration risks rewriting something that already worked.
What this means in practice
Lovable, Bolt, and Replit Agent are the text-to-app tools we cover. The skill is knowing when to stop: once describing a change costs more than making it, export the project and switch to a coding assistant.
Prompts for the tools this applies to
Related terms
- AI code generation
AI code generation is producing working code from a natural-language description — a function, a component, a module, or an entire application.
- Spec-driven development
Spec-driven development means writing a precise specification before generating any code, then using that spec as the prompt.
- Design to code
Design to code is generating working interface code from a visual input or a description of one — a screenshot, a Figma file, or written art direction.
- PRD for AI
A PRD for AI is a product requirements document written to be consumed by an AI coding tool rather than by a team.