Advanced Prompt Structures for Lovable AI
Master complex prompt patterns for building sophisticated applications. These are the same patterns used across the 93 channel-optimized Pro variants in our own library.
Multi-Step Prompt Chains
Complex applications are best built through a series of connected prompts, where each prompt builds on the previous output. This approach gives you more control and produces higher quality results than trying to build everything at once.
The Chain Pattern
Think of your application as layers that build on each other:
- Foundation: Layout structure, navigation, routing
- Core Features: Main functionality pages
- Data Layer: State management, API integration
- Polish: Animations, edge cases, error handling
Prompt 1: "Create the app shell with header (logo, nav links, user menu), sidebar (collapsible), and main content area. Set up React Router with these pages: Dashboard, Projects, Settings."
Prompt 2: "Build the Dashboard page. Show 4 stat cards at top, a line chart for weekly progress, and a recent activity feed."
Prompt 3: "Connect the Dashboard to Supabase. Create a 'stats' table and 'activities' table. Show live data with loading states."
Context Preservation
When building iteratively, you need to help Lovable understand the existing context. Reference previous work explicitly:
"In the existing Dashboard component, add a 'Quick Actions' section below the stat cards. Include buttons for: New Project, Invite Team Member, and View Reports. These should open modals, not navigate away."
Notice how this prompt references "existing Dashboard component" and specifies behavior ("open modals, not navigate away"). This prevents Lovable from recreating components or making wrong assumptions.
Conditional UI Patterns
Many applications need UI that changes based on user state, permissions, or data. Here's how to prompt for these scenarios:
Role-Based UI
"Update the sidebar to show different options based on user role. Admins see: Dashboard, Users, Settings, Billing. Members see: Dashboard, My Projects, Settings. Viewers only see: Dashboard, Shared Projects."
Onboarding States
"Add onboarding for new users. If user has no projects: show welcome message with 'Create Your First Project' CTA instead of empty project list. If user hasn't completed profile: show banner at top prompting to complete profile."
Integration-Focused Prompts
When adding third-party integrations, be explicit about the service and what you need from it:
Payment Integration
"Add Stripe subscription checkout. Create a pricing page with 3 tiers (Basic $9/mo, Pro $29/mo, Team $79/mo). Clicking 'Subscribe' opens Stripe Checkout. After payment, redirect to /welcome page. Store subscription status in Supabase users table."
API Integration
"Create an edge function that calls the OpenAI API to generate project descriptions. Input: project name and keywords. Output: 2-3 sentence description. Add a 'Generate Description' button next to the project description field that calls this function."
Performance Optimization Prompts
As applications grow, you may need to optimize performance. Here's how to prompt for common optimizations:
"Optimize the project list page. Add pagination (20 items per page) instead of loading all projects. Implement virtual scrolling for the activity feed. Add React.memo to the ProjectCard component. Show skeleton loaders during initial load."
Put These Techniques to Work
These advanced patterns work best when combined with the fundamentals. Review our prompt library for examples that incorporate these techniques.
Written by
Marco Kohns
Founder of ProtoBites - Venture Growth Studio
Growth PM at a Silicon Valley scale-up (a16z and General Catalyst backed), ex-Techstars where he consulted 13 early-stage startups, Reforge-trained. Every prompt on this site comes out of shipping ProtoBites' own portfolio products.