If your Lovable, Bolt.new, Cursor, or other AI-built app is stuck, nearing launch, or changing faster than you can safely review it, there are two practical ways to get senior engineering help: a focused one-off review or fix, or ongoing technical support while you continue building.
Choose the right starting point
| Situation | Best starting point |
|---|---|
| I do not know what is wrong | AI App Audit |
| The app works and I need a launch decision | Production Readiness Review |
| I have a bounded technical problem that needs implementation | Fix Sprint |
| I want to keep building while someone guards production risk | Ongoing Engineering Support |
One-off rescue and production-readiness help
AI coding tools can complete the next visible task quickly. Problems often appear in the connections between features: authorization, database ownership, migrations, payments, environment configuration, deployment, recovery, and monitoring. A focused audit or review gives you a prioritized path without requiring an ongoing engagement.
- AI App Audit: identify what is wrong and what to fix first.
- Production Readiness Review: decide whether the app is ready for real users and what still blocks launch.
- Fix Sprint: implement one agreed, bounded technical problem.
Ongoing Engineering Support while you keep building
You do not have to stop using Lovable, Bolt.new, Cursor, Claude Code, or similar tools. Ongoing Engineering Support adds defined senior-engineer capacity for reviewing risky changes, solving problems that need direct code or database work, and helping protect production while you retain product control.
This is not unlimited development, 24/7 incident response, or a guarantee that production cannot fail. Capacity, working days, support windows, response targets, channels, and exclusions are agreed before the engagement.
Common areas I review
- Authentication, authorization, and tenant isolation.
- Supabase RLS, Firebase rules, schema changes, migrations, and backups.
- Vercel, Netlify, preview environments, secrets, and rollback paths.
- Payments, webhooks, retries, and entitlement handling.
- Tests, monitoring, error handling, and maintainability.
Compare the services
See the full service definitions, current one-off pricing, qualification details, and engagement boundaries on ADC Fix.
Get the right level of engineering backup
Start with a focused audit when the next step is unclear, or explore a defined ongoing-support arrangement while you keep building.
About Mamerto
Mamerto Fabian Jr. is the founder of Codefrost, a full-stack software architect with more than 20 years of software-development experience, and a Claude Certified Architect — Foundations. He works directly with founders on architecture, debugging, deployment, security, testing, and maintainability.
Frequently asked questions
What does an AI App Audit include?
A senior-engineer review of the codebase and a prioritized fix-first roadmap covering launch blockers, security, deployment, authentication, and data risks.
Can I keep building with Lovable or Bolt.new?
Yes. You keep shaping the product and using the tools that help you move quickly. Ongoing support adds review and direct engineering where the risk or complexity warrants it.
Is ongoing support 24/7?
No. It is not unlimited development or 24/7 incident response. Capacity, working days, response targets, channels, and exclusions are agreed before an engagement.
Do you need production access?
Not by default. Work starts with the least access required. Never paste passwords, private keys, production credentials, or customer data into a public form.
How do I get started?
Start with Get an App Audit when the problem or risk is unclear, or Explore Ongoing Support if you need recurring technical backup.