See all servicesAI Prototype to Production
Vlad Sedenko · Web Product DeveloperService / Independent specialist
You vibe-coded a prototype. I'll make it a real product.
AI coding tools are brilliant at getting you 80% of the way to a demo — and then the last 20% is where real products are won or lost: payments that don't break, data that stays correct, security that survives real users, and code you can actually keep building on. That's the part I handle. Bring me what you built with AI, and I'll turn it into something you can safely charge money for.
- Honest review of your AI-generated code: what's reusable, what's risky
- Real architecture, payments, authentication and a solid data model
- Security fixes AI tools routinely miss — exposed keys, injection, access control
- Tests, deployment and a codebase you or your next developer can extend
/ Fit
Who this is for
Founders
You built an MVP in Lovable, v0, Bolt or Replit and hit a wall.
Non-technical makers
Your AI app "works" — but breaks the moment real users arrive.
Teams on Cursor or Copilot
You need a senior pass before launch.
Anyone with a promising prototype
It isn't safe to take payments yet.
/ The problem
Why AI prototypes get stuck
The speed has a cost…
AI tools are fast, but studies in 2026 found AI-generated code carries noticeably more serious issues than human-written code — exposed API keys, injection flaws, broken access control — and most teams that shipped it straight to production hit problems.
…and the hard parts stall
Tools also tend to loop and burn credits exactly when you need the hard parts: real payments, custom logic and integrations.
/ The work
What I do
Prototype audit
I review the AI-generated codebase for security, architecture and what's actually worth keeping, and give you a straight verdict.
Real foundations
Proper data model, authentication, roles and an architecture that won't need another rewrite.
Payments & integrations
Stripe, subscriptions and the third-party services the product actually depends on, done right.
Security & correctness
The vulnerabilities AI tools miss, plus type-safety and tests on the flows that matter.
Deployment & handover
CI/CD, a clean repo in your accounts, and a codebase you or your next hire can build on.
/ My approach
How AI fits into how I work
I use the same AI tools — Cursor, Claude Code, v0 — every day. The difference is judgment: AI writes the routine, I own every architectural, security and product decision. You get AI speed with senior review, instead of AI speed with hidden landmines.
/ Deliverables
What you get
A product that started as a fast AI prototype and is now safe to launch: secure, correct, payment-ready, tested, and built on foundations you can grow — without throwing away the momentum you already had.
/ Process
How it works
Free 20-minute call
You show me what you built and where it's stuck.
Prototype audit
A fixed-price review with an honest verdict and a plan.
Productionize
I build the real foundations, with weekly demos.
Launch & support
Deploy, handover, and ongoing help as you grow.
10+
years in web development
120+
launched projects
24h
reply, EU-based
Get a prototype audit
Send me the app you built with AI and where it's stuck. I'll reply within 24 hours with an honest read on what it needs to reach production — no obligation.
Frequently asked questions
Who is AI Prototype to Production for?
AI Prototype to Production is for founders, small businesses and teams that need hands-on work on a website or web product, not just high-level recommendations.
How does the engagement start?
We start with a short description of your goal, current state and constraints. I then suggest the scope, priorities, next steps and a realistic delivery model.
Do you implement recommendations in code?
Yes. I work as a developer, so I can not only prepare a plan but also implement changes in code, site structure, integrations and configuration.
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