Vibe to Production at SanixTechnologies
AI coding tools like Cursor, Claude Code, GitHub Copilot, Lovable, Bolt, and v0 make it possible to go from idea to working app in days. That speed is a genuine advantage, but vibe-coded software often hides problems that only appear once real users arrive: security holes, fragile architecture, missing tests, runaway cloud costs, and code no one fully understands.
SanixTechnologies specializes in taking AI-generated codebases the rest of the way. We review what you have built, keep what works, and systematically fix what would break in production, without forcing a costly rewrite.
The result is software your team can confidently ship, extend, and hand to investors, auditors, or new engineers.
Capabilities
What We Deliver
Code & Architecture Audit
A structured review of your AI-generated codebase covering architecture, code quality, dependencies, and technical debt, with a prioritized fix list.
Security Hardening
We close common gaps such as exposed secrets, missing authentication and authorization checks, injection risks, and insecure API endpoints.
Refactoring & Maintainability
Duplicated and inconsistent AI-written code is consolidated into clear modules, typed interfaces, and patterns your team can maintain.
Automated Testing
Unit, integration, and end-to-end tests are added around critical flows so future changes, whether written by people or AI, do not silently break things.
Scalability & Performance
Database queries, caching, and infrastructure are tuned so the app stays fast and affordable as usage grows.
CI/CD & Cloud Deployment
Automated pipelines, environment management, monitoring, and backups take your app from a local prototype to a reliable production deployment.
Technology
Tools & Technologies We Use
- Cursor
- Claude Code
- GitHub Copilot
- Windsurf
- Lovable
- Bolt
- v0
- Replit
- Next.js
- React
- Node.js
- Supabase
- Firebase
- Vercel
- Cloudflare
- Docker
- GitHub Actions
- Playwright
- Sentry
Our Approach
How We Deliver
- 01
Assess
We review your codebase, infrastructure, and product goals, then share a clear report of risks ranked by severity and effort.
- 02
Stabilize
Critical security and reliability issues are fixed first, so the app is safe to put in front of users.
- 03
Strengthen
We refactor key areas, add automated tests, and set up CI/CD and monitoring for sustainable development.
- 04
Launch & Support
We deploy to production and can keep supporting your team as you continue building, with or without AI tools.
Why SanixTechnologies
Why Work With Us
Keep Your Momentum
We improve your existing codebase instead of starting over, protecting the speed you gained with AI.
AI-Native Engineers
Our engineers use the same AI coding tools you do and know the specific mistakes those tools tend to make.
Ready for Due Diligence
Clean architecture, tests, and documentation make investor and security reviews far less painful.
Keep Building with AI Safely
We set up guardrails such as tests, linting, and review workflows so you can keep using AI tools with confidence.
FAQ
Frequently Asked Questions
What is vibe coding?
Vibe coding is building software mainly by describing what you want to AI coding tools and accepting the generated code, often with limited manual review. It is excellent for prototypes and MVPs, but the code usually needs hardening before production use.
Do you need to rewrite my app?
Rarely. Most AI-generated apps have a workable foundation. We keep what works and fix the parts that create security, reliability, or maintenance risk. If a component truly needs rebuilding, we explain why and what it will cost before doing it.
Which tools and stacks do you support?
We work with apps generated by Cursor, Claude Code, GitHub Copilot, Windsurf, Lovable, Bolt, v0, and Replit, and with common stacks such as Next.js, React, Node.js, Python, Supabase, and Firebase.
Is my AI-generated app secure?
Not necessarily. AI tools frequently produce code with exposed API keys, missing authorization checks, or unvalidated inputs. A security review is the fastest way to know where you stand.
How long does it take to make an app production-ready?
It depends on the size and condition of the codebase. The initial audit is quick, and critical fixes are prioritized so you can launch safely while deeper improvements continue.
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