Your AI-assisted product works.
But do you know what is holding it together?
For founders who built a working product with tools like Cursor, Claude, Lovable, Bolt, Replit, v0, or similar AI coding tools — and now want to understand whether it is safe to keep using with real users.
What we assess
We run a focused review of the areas most likely to create risk for a founder relying on an AI-assisted product.
Codebase structure at a high level
Whether the structure makes sense for someone to understand, extend, and fix when issues arise.
Cloud and hosting setup
Whether the way it is hosted is reasonable for the current stage, and whether changes can be deployed safely.
Basic security and access risks
Whether credentials, access controls, and sensitive data are managed in a way that reduces obvious risk.
Obvious risks that could affect users or future changes
Whether there are areas that could cause problems for users or make future development harder than necessary.
What you get
Short founder-friendly written summary
A document written to be read by founders, not only engineers.
Prioritized mitigation steps
What to fix first, what can wait, and what does not need attention right now.
Delivery within one week
A focused turnaround so you can make decisions quickly.
Live walkthrough meeting
A conversation where we walk through what we found and what it means.
Not sure if your AI-assisted product is safe to keep using?
Send us a short description of the product and your main concern. We will tell you whether this assessment is a good fit.
Request an assessment