IOanyT Innovations

Part of IOanyT’s engineering capability. Most clients reach this team through a Workflow Diagnostic or Proof Sprint. How we work

AI Code Rescue

Fix AI-generated code: Lovable, Bolt and v0 apps made ready for production

AI Code Rescue is our service for production-hardening AI-generated codebases. Built your product with Lovable, Bolt, v0, Cursor or Replit? We make it production-ready: secure, tested and deployable.

Get a Free Preliminary Assessment See Our Process
2016
Founded
ISO/IEC 27001
Certified
AWS
Partner
50+
Engineers

IOanyT Innovations offers AI Code Rescue and Hardening services for codebases built with AI tools such as Lovable, Bolt, v0, Cursor and Replit: app builders, code editors and coding assistants. The service includes a systematic 5-dimension code quality assessment covering security, architecture, dependencies, test coverage, and code quality, with A-F ratings and a prioritized remediation roadmap. Production hardening includes adding tests, CI/CD pipelines, monitoring, security fixes, and documentation. Timeline and price for each are fixed at scoping. 10+ years of production experience with senior-led engineering teams.

How IOanyT takes over an inherited codebase A five-stage method, left to right. One: read it first — architecture, dependencies, and what is actually running in production. Two: establish ground truth — what is tested, what is not, and the real failure modes. Three: make it safe to change by putting tests around the parts you must modify first. Four: harden it with a security review, dependency currency, and the operational gaps nobody logged. Five: hand back a codebase your team can own, with the map that was missing. IOanyT FIELD NOTE / CODE RESCUE Taking over software you did not write Method, in order. No step is skipped — each one makes the next one safe. 01 Read it first architecturedependencieswhat's actually live 02 Ground truth what is testedwhat is notreal failure modes 03 Make it safe tests around whatyou must changefirst 04 Harden security reviewdependency currencyoperational gaps 05 Hand back a codebase yourteam can own+ the missing map the map that was missing

The Hidden Cost of AI-Generated Code

AI coding tools let you build v1 fast. That's genuinely impressive. But these tools create predictable problems:

  • No tests — every deploy is a prayer
  • Security vulnerabilities you can't see — exposed API keys, missing auth edge cases, XSS
  • Architecture that works at 10 users but breaks at 500
  • No CI/CD, no monitoring, no error handling
  • Hardcoded values and missing environment configuration

These aren't random bugs. They're systematic patterns in how AI tools generate code. We've built a process specifically to find and fix them.

Systematic Assessment & Hardening

We don't do ad-hoc code reviews. We run a systematic 5-dimension code quality assessment that gives you a clear picture of where your codebase stands and exactly what to fix first.

Your Code Quality Report includes:

  • A-F rating across 5 dimensions
  • Prioritized remediation roadmap
  • Estimated effort for each fix category
  • Go/no-go recommendation (fix vs. rebuild)

What We Assess — 5 Dimensions

Security

XSS, CSRF, injection, exposed secrets, auth gaps, OWASP compliance

Architecture

Component structure, separation of concerns, scalability patterns, database design

Dependencies

Outdated packages, known vulnerabilities, unnecessary dependencies, lock file hygiene

Test Coverage

Unit tests, integration tests, edge case coverage, test quality (not just quantity)

Code Quality

Code smells, duplication, naming, error handling, performance patterns

Our Process

1

Share Your Repo

Day 0

Read-only access to your codebase. We sign NDA if needed.

2

Preliminary Review

24-48 hrs

Quick scan to confirm we can help and identify obvious risks.

3

Full Assessment

Timeline fixed at scoping

5-dimension code quality scan. Security, architecture, deps, tests, code quality.

4

Report & Roadmap

Included

A-F ratings, prioritized fix list, effort estimates, fix-or-rebuild recommendation.

5

Hardening Phase

Timeline fixed at scoping

Systematic remediation: tests, CI/CD pipeline, monitoring, security fixes, documentation.

6

Handoff

Included

Full knowledge transfer. Your team can deploy and maintain independently.

Built with Lovable, Bolt or v0?

These tools are good at the first version. The work is what comes after it: real users, real data and releases you can repeat.

Lovable

Good at the first version. The gaps tend to be sign-in edge cases, data access rules and keys exposed in the browser.

Bolt

Scaffolds a full-stack app fast. The gaps tend to be error handling, tests and a deployment you can repeat.

v0

Gives you the front end. The back end, the database and sign-in are still yours to add.

Cursor and Replit

The code is your team’s own. The review checks it the same way.

The review gives you an itemised fix list before any build work, and you decide. Not built with AI tools? See our code audit.

Code From Any AI Coding Tool

AI app builders AI code editors Coding assistants Agentic coding tools

Different kinds of tool leave different gaps. Some skip authentication edge cases and error boundaries; others leave environment configuration missing and values hardcoded. The assessment checks for each of these patterns systematically, whichever tool wrote the code.

Why Not Just Hire Any Developer?

Factor Generic Developer IOanyT AI Code Rescue
Approach Fix bugs as found Systematic 5-dimension assessment
AI pattern knowledge Treats like regular code Understands AI-specific failure modes
Deliverable Fixed code (maybe) A-F report + roadmap + hardened code
Process Ad-hoc Repeatable methodology
Production standards Variable 40-point delivery checklist

Who This Is For

Startup Founders

Built MVP with AI tools, getting real users, need production quality before things break.

SaaS Teams

Added AI-generated features to existing product, need security review before release.

Pre-Due Diligence

Investors or enterprise clients asking about code quality, need assessment report.

What You Get

Each stage is a fixed price, agreed at scoping.

Assessment

Timeline fixed at scoping
  • 5-dimension code quality scan
  • A-F ratings per dimension
  • Prioritized remediation roadmap
  • Fix-or-rebuild recommendation

Hardening

Timeline fixed at scoping
  • Tests (unit, integration, E2E)
  • CI/CD pipeline setup
  • Monitoring & error handling
  • Security fixes
  • Documentation & knowledge transfer

Frequently Asked Questions

Is it worth fixing or should I rebuild from scratch?
Our assessment tells you. Often the business logic is sound and the production set-up is what's missing. If a rebuild makes more sense, we'll tell you honestly.

Can you work with any AI-generated code?
Yes. Whether the code came from an AI app builder, a code editor or a coding assistant, the gaps follow the same few patterns, and the assessment checks for all of them.

Do you work with apps built in Lovable, Bolt, v0, Cursor or Replit?
Yes. Whichever tool wrote the code, the gaps follow the same few patterns, and the review checks for all of them.

How long does the hardening phase take?
It depends on codebase size and how many dimensions need work. The assessment report sets out the work, and the timeline is fixed at scoping.

Do I need to pause feature development during hardening?
No. We can work in parallel with your team. We typically start with security fixes and CI/CD setup so your ongoing work also benefits immediately.

What if I just want the assessment?
That's fine. The assessment is a standalone deliverable. You get the report and roadmap, and you can give it to any developer to execute.

Getting Started

1

Share your repo

Read-only access, NDA available

2

Get preliminary review

Free

3

Receive full assessment

Fixed price and timeline, agreed at scoping

Share Your Codebase for a Free Preliminary Review

Built with AI tools? Let’s make it production-ready.

Start with the free Reliability Review, or describe what you built on Pricient and get a specification and an itemised quote, no call needed.

Book a free Reliability Review Get a fixed quote

Fixed price, agreed at scoping. The quote comes from Pricient — by IOanyT, itemised with exclusions.

Prefer to start through Upwork, with escrow and milestone payments? Several of our fixed-scope engagements are available there. See them on Upwork