<ai-prototype-to-production>

You vibe-coded a working prototype. We make it production-ready.

AI-assisted coding tools are empowering a new wave of makers — founders, designers, and marketers who are building apps faster than ever before. But these tools often stop short of the finish line. Whether you used Cursor, Lovable, Bolt.new, or another AI platform to kickstart your project, the jump from working prototype to production-ready application can be a steep one. We help you make that leap.

Let’s finish what you started Ask about an audit

<no-judgment>

“Where some teams see an unstructured AI-generated codebase, we see a starting point. We know how to clean it up, strengthen it, and get it launch-ready.”

The prototype already proved the idea. What’s left is the unglamorous part — structure, accessibility, security, deployment — and it’s the part we’ve been shipping for enterprise clients since 2012.

$ git clone your-prototype && cd your-prototype
$ southleft audit
scan 3 duplicated component trees · 0 tests · a11y gaps
scan secrets in client bundle · no deploy pipeline
✓ findings report + prioritized estimate ready
— a starting point, not a lost cause.

<who-its-for>

Built something? You’re who this is for.

AI coding tools put working software in more hands than ever. We meet you wherever the prototype stopped.

Solo founders

Building MVPs with AI and now facing real users, real data, and real uptime expectations.

Designers

Creating proofs-of-concept without a dev team — and needing one for the last mile.

Product & innovation teams

Validating internal ideas fast, then needing them to survive contact with IT and security review.

Agencies

Prototyping client concepts at speed, with production hardening handled by a partner.

<the-hardening>

Everything between demo and launch

Five workstreams, scoped from the audit — you buy what the codebase actually needs, not a fixed menu.

Codebase review & audit: Framework alignment, maintainability, performance, and best practices — a clear picture of what you actually have.
Component refactoring & architecture alignment: Restructuring AI-generated code into components and patterns a team can maintain and extend.
UI polish & accessibility: Responsiveness across devices and WCAG compliance — the details AI tools consistently skip.
Security & DevOps readiness: Stabilization, vulnerability hardening, and a deployment pipeline you can trust.
Scalability & extendability consulting: What to keep, what to replace, and how the codebase grows past version one.

<audit-first>

Audit first, so the estimate is real

step 01

Fixed-scope audit

Typically 1–2 weeks. We review the codebase end to end and produce a findings report with a concrete estimate — no open-ended discovery.

step 02

Findings & plan

You see exactly what’s solid, what’s fragile, and what production requires — prioritized, with costs attached. Suitable for fixed-fee packaging.

step 03

Production hardening

Scoped from the audit, typically 4–10 weeks: refactoring, accessibility, security, and deployment — until it’s genuinely launch-ready.

<proof>

Production is our home turf

WCAG-compliant, performance-optimized delivery for Liquor.com’s e-commerce launch, thirty-plus Creole Cuisine venue sites, and Better.com’s multi-faceted platform work.

Liquor.com

A fast-tracked Shopify storefront that diversified Liquor.com's revenue beyond affiliate links.

Content ModelingFront-End DevelopmentShopify

Creole Cuisine Restaurant Concepts

One flexible WordPress multi-theme powering 30+ unique but connected restaurant brand sites, manageable by a small corporate team.

Front-End DevelopmentUX/UI DesignWordPress

Better.com

A home-bidding platform spanning real estate listings, mortgage APIs, and insurance — delivered against an IPO-driven deadline.

Front-End DevelopmentReact

<related-insights>

We take vibe coding seriously

We’ve written at length about exactly where AI-built software shines — and exactly where it breaks.

all insights →

AI Mar 26, 2025

In Defense of Vibe Coding

Vibe coding isn’t about perfect code, it’s about unlocking creativity, validating ideas fast, and sketching the future before committing to the final draft.

AI Dec 14, 2025

You Can Vibe Almost Anything Now. That’s the Good Part and the Risk.

Vibe coding has made it possible to build almost anything, which also means you should think twice before paying for tools you could build yourself in an afternoon.

AI Nov 1, 2025

Vibe Coding vs. Context Engineering

Not everything AI-assisted should be called vibe coding — context engineering is the discipline that transforms creative sparks into sustainable systems, with or without a vibe in sight.

<cta>

Let’s finish what you started.

A fixed-scope audit tells you exactly what stands between your prototype and production — findings report and estimate included.

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