How do I make my vibe-coded app production ready?

Start with a CTO-level architectural and security review to identify structural risks, hardcoded credentials, and scalability gaps. End Line provides this as a standalone $3,500 Assessment, followed by optional rebuild, deploy, and managed operations phases.

Is AI-generated code safe to deploy to production?

AI-generated code increases defect risk by 30% in projects with poor code health (CodeScene, 2026). Common issues include hardcoded credentials, missing authentication, no CI/CD pipeline, and unscalable architecture. A production readiness assessment identifies these risks before they become outages.

What does production-ready mean for a Cursor or Replit app?

Production-ready means your application has passed architectural review, security hardening (OWASP Top 10), a working CI/CD pipeline, monitoring and alerting, and can handle real user load without structural failure. End Line provides the senior engineering judgment to get you there.

Architecture for what you've already built.

You shipped something that works. Maybe you built it with AI tools in a weekend. Maybe a small team got it to market in three months. Maybe it's been running for a year, and it's time to have a closer look at what's underneath.

Get a Preview → Or get in touch directly

Sample Assessment April 2026

[Anonymized B2B SaaS]

Level 2 — Full-Stack with BaaS

Critical

High

Medium

Low

Read sample Assessment

1.7x

More Issues in
AI-Generated Code

CodeRabbit, December 2025 — 470-PR study

45%

Of AI Code Fails
Security Tests

Veracode, State of Software Security 2025

95%

Of Apps Fail
Accessibility Standards

UsableNet, 2025 Mid-Year Report

Apps Passed EndLine
Assessment

The Reality

Working is not the same as ready.

A founder built an MVP in two weeks using AI coding tools. Raised a seed round on the demo. Then a security researcher found AWS keys hardcoded in the repo. His cloud bill hit $50,000 before anyone noticed.

A three-person team shipped an internal tool that became business-critical. The original developer left six months ago. Nobody documented anything. The database schema started failing at scale.

Whether the code was written by AI, a junior developer, or a contractor who moved on — the pattern is the same. Software that works in a demo and struggles under real conditions. No deployment pipeline, no security review, and nothing in place for monitoring.

Platforms will continue to make deployment easier. What they haven't automated — and won't easily — is architecture judgment, security posture, and the operational discipline that production demands.

In the press

World Business Newspaper UK Edition

Saturday 21 February 2026 £3.20 · Vol. CCXXVII No. 33

COMPANIES & TECHNOLOGY

Amazon AI coding tool caused 13-hour AWS outage in China

Insiders say internal Kiro agent "deleted and recreated" production environment

Engineers at Amazon Web Services allowed the company's in-house Kiro ‘agentic’ coding tool to make changes that sparked a 13-hour disruption, according to four people familiar with the matter. The agent autonomously decided to delete and recreate the environment, the sources said.

"We've already seen at least two production outages," one senior AWS employee told the Financial Times. Amazon disputed the framing, calling the event "extremely limited" and blaming misconfigured access controls rather than AI behaviour.

WSJ.com HHHH · $5.00

EASTERN EDITION Saturday, July 12, 2025 Vol. CCLXXXVI No. 9

TECHNOLOGY

‘Vibe Coding’ Has Arrived for Businesses

Vanguard, Fifth Third Bank let staff ship working code with AI — engineers set the boundaries

By BELLE LIN

Vanguard's team is vibe coding new webpages with the help of product and design staff, said divisional CIO Heather Wilkinson. The process eliminated traditional handoffs, speeding up the design for a new Vanguard webpage by 40%.

"The role of the engineer is still very, very critical," Wilkinson said. Jude Schramm, CIO of Fifth Third Bank, said the regional bank's 700 engineers may be entirely vibe coding within a few years.

March 18, 2026 Vol. 195 · No. 5

Fortune

For the world's business leaders

Tech · The AI Reckoning

An AI agent destroyed this coder's entire database.

He's not the only one with a horror story. Inside the year vibe-coded software started taking down production systems.

"People are becoming so reliant on AI that essentially they stop reviewing the code altogether." — Amazon engineer, anonymous

fortune.com

The Process

Assessment first. Then choose your path.

Every engagement starts with a CTO-level architectural and security review. You get a written Assessment — what works, what doesn't, and what it takes to fix. From there, you choose your path based on what the Assessment finds. Phases are fluid. You enter where you are and move at the pace your business requires.

Who This Is For

Founders and teams who built something real.

You used AI coding tools to build a product and you're approaching a launch or a raise. Maybe you shipped with a small team and the original architecture wasn't built for what the product has become. Or you inherited a codebase and you're not sure what's in it.

You're looking for a Principal Architect who can tell you exactly where you stand — and a team that can take it from there, whether that means fixing what's broken, getting to production, or rebuilding the parts that won't scale.