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App recovery & software delivery

Vibe Coding Rescue for the app you cannot get working

Where we can help

Get your app from stuck to usable

You used AI to build an app and made real progress. Now the login fails, the data will not save, or every fix breaks something else. QuantalAI helps you work out what is wrong and get the project moving again. We inspect the code, reproduce the failures and agree a practical rescue plan, then repair and test the parts needed to make the app useful.

Discuss your app rescue
Quality inputs
quality outputs

You have the idea and the code. Now the app needs to work.

AI coding tools can get an idea onto the screen quickly. You can describe a feature, see it appear and keep adding to it. The difficult part often comes when those features need to work together with real users, real data and a live hosting environment.

Perhaps the demo looked right, but the buttons do nothing. Perhaps login works on your laptop and fails online. Or you fix one error, ask the AI for another change, and lose a feature that worked yesterday.

QuantalAI’s Vibe Coding Rescue helps Australian businesses and teams get through that stage. We start with what you have built and the result you need, then investigate the blockers.

Find the cause of the failure

An error on the screen can start somewhere else in the app. A blank dashboard can come from a failed login, a database permission rule or a missing connection to the server. More changes to the interface will not resolve those underlying issues.

We reproduce the problem and trace what happens through the code and connected services. We review the project setup, dependencies and data model, then explain the findings in terms your team can use.

The assessment separates working features from incomplete or unreliable parts. It also identifies issues that affect the next release, such as access controls, exposed credentials and missing data validation.

Agree a rescue plan around the next useful release

We work with you to define the essential user journeys. For a booking app, that might mean a customer can sign in, choose an available time and receive a booking that staff can see. This gives the rescue a clear target.

We then recommend a scope based on the condition of the code. Some projects need a few focused repairs. Others need parts of the application reorganised before further changes are practical. If a rebuild is the better option, we explain why and what can carry over.

You get a clear view of the proposed work, its dependencies and the issues that can wait. We agree that scope before starting implementation.

Repair, test and prepare the app for use

We work from a recoverable copy of the project and make changes in manageable steps. Repairs can include connecting the interface to real data, correcting database queries, fixing sign-in or resolving failed integrations.

Testing follows the agreed user journeys. We also examine relevant failure cases, such as missing information, an expired session or a service that does not respond. Access checks help establish whether each user can see and change the right records.

For deployment, we review the build, required configuration and hosting setup. We document how to release the app and recover from a failed change. The work needed for a public launch can differ from the work needed for a small internal trial, so we agree that target with you.

Software development work to diagnose and repair an application

Keep control of the app after the rescue

A working release is more useful when your team can maintain it. We explain what changed, document how to run the project and record any remaining limitations.

The handover includes the agreed tests and instructions for future releases. Your team can continue developing the app with a clearer structure and a way to spot problems before users encounter them.

If you need ongoing development, our software development service can support the next stage. If the app’s intended workflow is still unclear, process mapping can help define what the software needs to do.

No stupid questions

Frequently asked.

What is vibe coding?
Vibe coding is building software by describing what you want to an AI coding tool and iterating on the code it produces. It can help you create a prototype quickly, but the result still needs engineering review and testing before people depend on it.
Can you help if the app has never worked?
Yes. We can start with the code and your description of what the app needs to do. We first establish whether we can run the project, then identify the missing or broken parts and agree the next steps with you.
Will you need to rebuild the whole app?
That depends on the code and the intended use. We assess what can be retained and explain where a targeted repair, restructuring or rebuild makes sense. You can review the scope and tradeoffs before agreeing to the implementation work.
Does it matter which AI coding tool we used?
The generated code, framework and hosting environment determine what the rescue involves. We review those details first. Access to the source code and relevant project configuration helps us assess the work, and platform restrictions can affect what is possible.
What do you need from us to get started?
Start with what the app is meant to do, what goes wrong and any useful error messages. We then agree how to access the source code and a suitable test environment. Share passwords and API keys only through an agreed secure method.
How long does an app rescue take?
The scope depends on the app's condition, its dependencies and what you need for the next release. We begin with an assessment, then explain the findings, priorities and proposed effort. We do not promise a fixed turnaround before reviewing the project.
Take the next step

Show us where your app gets stuck

Tell us what you built, what you want it to do and what fails. We will help you work out a practical path to a working application.

Discuss your app rescue