The Problem
A founder built Vouch, an AI-powered social dating app designed to create user profiles automatically using AI. The idea was compelling: Users sign up → AI generates their profile → matches happen faster.
The founder used modern AI development tools to rapidly build the MVP. In just a few months the product was mostly complete. But when it came time to launch the app into production, everything started breaking.
Common issues appeared:
The product technically worked. But it wasn't stable enough to launch publicly.
The founder had reached the most common problem with AI-built MVPs: Building is easy. Launching is hard. That's when Rescue Leap was brought in.
The Challenge
The app had been assembled using multiple AI tools and generated code. While development was fast, the system lacked:
- Proper production infrastructure
- Reliable authentication flows
- Stable API integrations
- Error handling
- Scalable database queries
- Deployment pipelines
Without fixing these issues, the app would fail under real users. Our job was to stabilize the system and prepare it for production launch.
Rescue Leap Solution
Rescue Leap stepped in to audit the entire application stack and rebuild the critical production foundations.
System Audit
We began with a full technical audit. This allowed us to identify where AI-generated code had introduced instability.
- Architecture review
- Integration checks
- Database performance testing
- Authentication flow analysis
- Infrastructure review
Infrastructure Stabilization
We rebuilt the deployment architecture to support production traffic. Key improvements included:
- Reliable hosting environment
- Proper environment configuration
- Deployment automation
- Error monitoring setup
Integration Fixes
Several integrations were unstable or improperly configured. We resolved issues with:
- Authentication flows
- Third-party APIs
- Data processing pipelines
- External service reliability
Performance Optimization
The database queries and backend logic required optimization to support real users.
- Query optimization
- Improved caching
- Reduced API latency
- Scalable backend patterns
The Result
After Rescue Leap stabilized the platform, Vouch was finally ready for launch. The app transitioned from a fragile AI-generated MVP to a production-ready platform.
- Stable authentication
- Reliable integrations
- Faster database performance
- Production-ready infrastructure
- Confident launch readiness
Key Insight
AI tools make it incredibly fast to build MVPs. But production systems still require engineering discipline, architecture, and reliability.
Rescue Leap bridges that gap. We help founders turn AI-built prototypes into real, launchable products.