Security
Are API keys, user data and admin functions properly protected?
FREE 3-MINUTE INITIAL ASSESSMENT
Your AI-built app works in the demo.But will it survive real users?
AI tools can help you build an application in days. Real users bring unexpected inputs, failed payments, permission problems, data loss, security risks and operational pressure.
Free initial assessment. No code upload required.
SAMPLE RESULTNeeds attention
68/ 100
Overall Readiness Score
Security82
Data reliability58
User access71
Operations46
Maintainability63
3 priority risks found before launch
Built for founders and teams using AI-assisted development tools
ChatGPTClaudeCursorLovableBoltReplitGitHub Copilot
Tool names are examples only; no official partnership is implied.DEMO → PRODUCTION
A working demo is not the same as a production-ready product.
A polished interface proves that a flow can be demonstrated. It does not yet prove that permissions, data recovery and operations will hold up under real use.
Authentication & permissions
Can users reach data or features they should not see?
Data reliability
What happens when data is deleted, duplicated or lost?
Payments & logic
Can failures or repeated requests break your workflow?
Monitoring & operations
Will you know when the app fails after you go offline?
Maintainability
Can the product still be updated safely after months of AI changes?
HOW IT WORKS
A useful result, not a sales gate
You answer seven focused sections, receive a five-dimension score and leave with a prioritized action plan.
- 01Answer
Seven focused sections with conditional questions.
- 02Understand
See your score, dimensions and top risks.
- 03Act
Follow a plan for launch, month one and growth.