A UK-based hospitality startup had a clear vision: a marketplace connecting chefs with food lovers seeking personalized culinary experiences. To validate the concept quickly, the team built an early-stage MVP using Lovable, a popular AI-powered development tool.
Like many apps built with modern vibe coding tools, the product looked polished and functional. Key user flows were working, investor demos had gone well, and the team was preparing for a launch. From both the outside and the inside, the product appeared ready.
But beneath the surface there were critical architectural, security, functional, and operational gaps.
The startup faced one pressing question:
“Is this application truly ready for real users or only as a prototype?”
The client engaged Varyence to perform a focused Vibe Coding Security Assessment and production-readiness review.
Our evaluation covered issues around:
- Security
- Scalability
- Usability
- Operational readiness
- Core business functionality gaps
The assessment revealed that while the frontend was polished and functional for demos, critical backend vulnerabilities existed, including:
- Login access controls only on the frontend
- Hardcoded credentials embedded in the source code
- Missing multi-user management
- Incomplete workflows for chef menus, orders, and payments
Such vulnerabilities are common in AI-generated and vibe-coded applications and rarely visible without expert review.
Had the team launched publicly, user data could have been comprised from day one.
Rather than risk a public release, Varyence helped the client reframe the MVP as a prototype suitable for internal demos, investor presentations, and controlled validation.
This approach provided clear risk visibility, realistic deployment guidance, and a roadmap to production readiness without a full rewrite.