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What we fix

Everything your AI build needs before real users

AI tools nail the first draft. We handle the unglamorous 20% that decides whether your product survives contact with paying customers.

What we do

Everything between demo and production

Eight things AI builders almost always need before real users show up. Take one, take all — we scope to your codebase.

Refactor & cleanup

Most requested

We untangle god-components, kill duplicated logic, and reshape the architecture into small, testable pieces you can actually grow — without changing what your users see.

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Performance tuning

Sub-second loads on real data. We profile the slow paths, add caching and code-splitting, and trim the bundle so the app feels instant under real traffic.

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Database & queries

We kill N+1 queries, add the right indexes, and batch the calls that melt under load — so your database stays fast as you grow from ten users to ten thousand.

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Security hardening

Critical

Locked-down auth, server-side validation, rate limiting, and secrets moved out of the client into a managed vault. We close the holes AI builders leave open.

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Deploy & CI/CD

One-command deploys to production with CI/CD, custom domains, preview environments, and environment variables configured correctly the first time.

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Monitoring & alerts

Ongoing

Uptime checks, error tracking, and performance alerts wired to email or Slack — so you hear about problems before your customers do.

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AI feature build-out

Ship the AI features you sketched — streaming responses, RAG, tool use, and agents — built on the latest Claude models with proper cost and latency controls.

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Handoff & docs

Clean commit history, a documented data model, and a README your next developer will thank you for. You own everything, and you can keep building.

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The gap

AI gets you a demo. We get you a product.

AI tools are brilliant at the first draft. The distance between “it works on my screen” and “it's ready for paying customers” is exactly what we close — without throwing away what you've built.

!What AI builders get stuck on

Pages that crawl once real data loads
One 1,200-line file nobody dares touch
The same logic copy-pasted ten times
Database queries that melt under traffic
Open auth holes and leaking API keys
No deploy pipeline — you drag-and-drop
Zero monitoring, so you find out from users

What Gen2Prod delivers

Clean, modular architecture you can grow
Sub-second loads on real-world data
Indexed, optimized database queries
Locked-down auth and secret management
One-command CI/CD to production
Alerts and monitoring before users notice
A senior engineer on call when you need one

Real results

The difference is measurable

Same product, same idea — rebuilt underneath so it's fast, safe, and ready for real traffic.

Before
4.8s to first paint
1,200-line God component
N+1 queries on every page
Deploys by hand, fingers crossed
No error tracking at all
Secrets hard-coded in the client
After
1.1s to first paint
Small, testable components
Batched, indexed queries
One-command CI/CD deploys
Real-time error alerts
Secrets in a managed vault
24h
Average first response
Typical performance gain
100%
Ownership stays with you
0
Rebuilds from scratch needed

Your AI-built product deserves a real launch.

Start with a free 15-minute call. We'll tell you honestly what it takes to get you live — no pressure, no jargon.

Senior engineers only · NDA on request · Your code stays yours