You build with AI. I help make it reliable.

You know your business. You've built a useful app with AI. I help make it ready for everyday use—and safer to keep changing.

I handle targeted refactoring, tests, and production setup. You keep creating features with your own AI tools. Optional reviews help you keep the engineering on track.

Founding cohort 1 of 5 projects worked on

I'm selecting 5 AI-built apps for a free, scoped Production Hardening Sprint, in exchange for feedback and an agreed case study. We'll agree what can be shared before anything is published.

No commitment. I'll review the fit before we agree on any work. Ongoing reviews are optional and separate.

const project = {
  owner: "your business",
  features: "you + your AI",
  engineering: "GooseBytes",
  next: "keep building",
};

GooseBytes.harden(project);

Keep what works. Strengthen what matters.

Engineering help for business apps built by people who know their work—not necessarily software development.

I focus on meaningful risks and practical safeguards, not a rewrite or perfect-looking code.

Protect important work

Check the workflows you rely on

I test the important tasks you identify, including what happens when something fails, so changes are less likely to break existing work.

Protect important work

Protect data and access

I review how the app saves data, handles credentials, and controls access, then address the risks within our agreed scope.

Protect important work

Make recovery practical

Where needed, I put backup and recovery steps in place and check that you can recover the data that matters.

Keep building with AI

Keep changes reviewable

I set up a simple GitHub workflow and useful automated checks, so your AI's changes can be reviewed before release when needed.

Keep building with AI

Untangle only what matters

I refactor the parts that make changes fragile or risky, while preserving useful functionality and leaving harmless imperfections alone.

Keep building with AI

Give your AI clear boundaries

I add project instructions and enforceable checks that help your coding tools work within the app's structure. You keep building the features.

The aim is a useful app you can keep improving yourself, with safeguards proportionate to how your business uses it.

Submit your app →

How the hardening sprint works

Production Hardening Sprint

A focused engineering pass on the app you already have—not a new feature-development project.

01

Agree what must keep working

You show me the useful parts, the problems, and what the app should do. I identify the engineering risks and agree on a focused scope with you.

02

Add the safeguards that matter

I make targeted fixes, add tests around important behavior, and improve code boundaries where necessary. Your coding tools get clear instructions for future changes.

03

Prepare the app for real use

I set up the agreed deployment and recovery steps on accounts you control. You get a practical handoff so you can keep developing with your own AI tools.

Application Health Report

What changed, what was checked, and what still needs care.

You get a plain-English before-and-after report: the risks I found, the improvements made, the checks that passed, and the limitations that remain. No unexplained score or promise that every future change is safe.

The code, tests, and agent instructions stay with your project. You don't need a GooseBytes platform to keep using them.

Submit your app →

A one-time sprint. Optional reviews afterward.

Get the foundations in place, then choose how much engineering input you need as you continue building.

One-time hardening

  • A focused review of your existing app and the risks that matter.
  • Targeted fixes, refactoring, and tests—not a feature backlog.
  • The agreed production setup and recovery safeguards.
  • Agent instructions and a plain-English handoff.
  • A fixed scope and price agreed before paid work starts.

Optional ongoing reviews

  • You keep creating features with your own AI tools.
  • I review changes on an agreed schedule or before a release.
  • GitHub pull requests keep the work in one place.
  • I verify relevant checks and address agreed engineering risks.
  • Larger fixes need approval; maintenance is not unlimited.
  • You retain ownership and the final say over production.

Questions before we start

What I handle, what you keep doing, and how optional reviews work.

What is a Production Hardening Sprint?

It's a focused engineering pass on an existing AI-built app. I preserve the useful behavior, fix agreed weaknesses, add practical safeguards, and prepare the app for its intended use. We agree on what needs doing before work starts. You don't have to hand over future feature development.

Who is this for?

Business owners, teams, and independent professionals who have built a useful app with AI and want to rely on it without becoming software engineers. It might be an internal tool for orders, scheduling, or reporting, or an app used by customers. The starting point is something useful that exists—not an idea you need me to build.

What if my entire app is one HTML file?

That's a valid starting point. I assess what the app does, how it stores data, and what could go wrong—not whether it looks like a traditional software project. I only introduce more structure where it solves a real problem.

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Production hardening and ongoing reviews for AI-built business apps.

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Built with care. Canadian company. Working with teams globally.

You keep building. I help keep the engineering on track.