The wrong person sees the wrong data.
Inconsistent authentication, incorrect authorization, tenant isolation bugs, and fragile database schemas.
Built your app with AI?
I’ll make it production-ready.
I audit, fix, harden, and launch applications built with Cursor, Claude, Codex, Lovable, Bolt, Replit, and other AI coding tools.
Get a production auditYour existing code is the starting point. A rewrite is a decision, not the default.
Works in the demo.
What happens in production?
AI tools can get you a long way. The next step is checking the boundaries, failure cases, and configuration that real usage depends on.
The happy path works. The retry doesn’t.
Stripe and webhook failures, unreliable email, unvalidated AI output, and duplicated business logic.
Local works. Live breaks.
Exposed secrets, environment configuration mistakes, deployment failures, and missing tests.
A clear scope.
A practical next step.
Production Readiness Audit
From$299
- Architecture, security & database review
- Authentication, authorization & data isolation
- APIs, AI, deployment & environment configuration
- Prioritized P0 / P1 / P2 findings and implementation plan
Fix & Launch
From$1,500
- Critical fixes & stabilization
- Security improvements & integrations
- Deployment & production verification
Ongoing Maintenance
From$399/month
- Bug fixes & technical maintenance
- API / AI updates & reliability improvements
- Deployment help & small production improvements
Starting prices in USD. Final scope and price agreed before work begins.
Keep what works. Fix what doesn’t.
Improve the existing system instead of automatically recommending a rewrite.
Send the repo
Share a link and a little context. We’ll arrange appropriate access after confirming the scope.
Audit
I review the architecture, security, integrations, and deployment, then prioritize the findings.
Fix
I implement the agreed fixes, stabilize integrations, and verify the important user journeys.
Launch
I help deploy, check production behavior, and document what you need to keep it running.
Practical systems. Real project work.
01 / Scope2Quote
From job notes to a customer-ready estimate.
AI-assisted contractor estimating system.
- Photos + notes
- AI analysis
- Pricing review
- PDF + approval
02 / WebsiteCerts
A clearer view of website health.
Website and TLS/certificate diagnostics platform.
- Website
- TLS + HTTPS checks
- Diagnostics
Let’s get your system working.
A working prototype is a good start. Let’s make it ready for what comes next.
Get a production audit