Skip to content
Specialized Service

AI-BUILT
CODEBASE RESCUE.

AI coding agents are incredible for prototyping, but terrible at enterprise architecture. We untangle, refactor, and stabilize brittle AI-generated code so you can actually scale.

REQUEST CODEBASE AUDIT
Symptom Diagnostic

Is your MVP at risk?

AI models generate code line-by-line, not system-by-system. This inevitably leads to architectural spaghetti that breaks under load.

The "Fix-One-Break-Two" Loop

Adding a simple feature causes unrelated systems to crash because the AI created massive, hidden dependencies.

Security Vulnerabilities

AI often hallucinates authentication logic, leaves secrets hardcoded, or exposes direct database queries to the frontend.

Performance Bottlenecks

The prototype runs fine locally, but fails in production because the AI ignored N+1 query problems and index optimization.

Massive Tech Debt

Instead of modular components, you have 3,000-line "god files" that human developers refuse to touch.

The Transformation

Prototype to Production

The AI Output

Unscalable
  • Monolithic SpaghettiUI, business logic, and database queries intertwined in single files.
  • Zero Test CoverageNo unit or integration tests, making human refactoring terrifying.
  • Insecure DefaultsMissing CORS constraints, unvalidated inputs, and exposed API routes.

Stactualize Standard

Enterprise Grade
  • Separation of ConcernsClean MVC or Service-Controller patterns with strict module boundaries.
  • Test-Driven ValidationComprehensive CI/CD pipelines enforcing Vitest/Jest coverage limits.
  • Hardened InfrastructureOWASP Top 10 mitigation, rate limiting, and strict input sanitization.
Execution

Our Rescue Methodology

We don't rewrite your MVP from scratch unless absolutely necessary. We systematically untangle the mess while keeping your application running.

01

The Forensic Audit

We map the AI-generated architecture, identify critical security flaws, N+1 query bottlenecks, and hidden tight couplings.

02

Test Harness Installation

Before touching the spaghetti code, we write comprehensive end-to-end and integration tests to ensure our refactoring doesn't break existing behavior.

03

Strangler Fig Decoupling

We systematically extract logic from "god files" into isolated, secure services and controllers, swapping them out one by one.

04

Security Hardening

We implement standard data sanitization, correct flawed authentication schemas, and optimize database indexes for scale.

STOP THE BLEEDING

Send us your GitHub repository. We will conduct a high-level forensic audit of your AI-generated codebase and provide a realistic rescue roadmap.

GET A CODEBASE HEALTH CHECK