Private technical review sample
Sample Private Technical Review
A realistic example of how an unstable AI-built or no-code MVP is reviewed before an agency, founder, or freelancer decides whether to fix, rebuild, or pause.
Case: AI-built MVP works locally but fails in production
This is a fictional sample used to show the review format. It does not describe a real client project.
Project type
AI-built SaaS MVP
Stack
Next.js, Supabase, Stripe, AI-generated code
Current state
Works on the developer machine, breaks after deployment
Client question
Should we keep fixing this, rebuild it, or stop?
One-line judgment
Not just a hosting issue
This is not primarily a hosting problem. The project shows signs of unstable application structure, unclear environment boundaries, and incomplete production readiness. A limited repair pass is possible, but only after the failure layer is isolated.
Likely failure layer
Environment and deployment boundary
Authentication/session handling
Database permission and RLS assumptions
AI-generated code without integration ownership
Missing production readiness checks
Fix vs rebuild decision
Do not start with a full rebuild. First run a controlled isolation review. If the core user flow, authentication, and database access can be stabilized without touching unrelated features, repair may be safer. If the same failure appears across multiple layers, rebuild should be considered before more feature work.
What not to touch first
- Do not randomly regenerate large parts of the codebase with AI.
- Do not change database permissions blindly.
- Do not migrate hosting before isolating the failure.
- Do not add new features while the production path is unstable.
- Do not promise the client a quick fix before confirming the failure layer.
Safe next sequence
- 1. Freeze feature changes.
- 2. Confirm the exact failing production path.
- 3. Compare local vs production environment variables.
- 4. Audit authentication and database access.
- 5. Identify whether the failure is isolated or systemic.
- 6. Decide between limited repair and rebuild.
Partner-facing explanation
The issue should be explained to the client as a production-readiness and structural stability problem, not as a simple bug. The safest next step is a short diagnostic review before committing to more development time.
Final deliverable format
- Executive judgment
- Root failure layer
- Fix / rebuild / pause recommendation
- Risk if the wrong fix is attempted
- Safe repair sequence
- Client-ready explanation
- Optional partner notes
Need this kind of review for a client project?
Send the project context privately. I can review the structure and return a diagnostic note your team can use before deciding the next step.