Get from AI-built
to ready to launch.

Vibe coding rescue: close the gap between a demo and a product.

AI coding tools can help a project move quickly. They can also leave a build with incomplete logic, disconnected parts or behaviour that has never been tested against the conditions of a real launch.

RescueFoundry helps establish what the application actually does, what remains unfinished and what has to change before it can deliver its intended outcome. Our code audit and AI code review services provide a scoped starting point. For background, read why vibe-coded applications can break before launch.

Common starting points

Unfinished backend implementation

Features may exist in the interface while the underlying data handling, business logic or integrations are incomplete. We assess the implementation behind the expected user journeys.

Security and data handling

Access control, permissions, exposed data and the way sensitive operations are handled may need investigation and remediation. Any urgent containment needs are established during scoping.

Crashes and launch blockers

The application may run in a development environment but break as the delivery team approaches release. The recovery needs to account for the actual failures, operating environment and critical dependencies.

Keep, repair or replace?

We do not treat all AI-generated code as disposable. The useful decision is which parts can support the required product, which need repair and which would cost more to preserve than replace.

That decision should be supported by the investigation, including dependencies, ownership and the level of assurance needed for launch.

A practical next step

Tell us what the application is supposed to do, how it was built and where it is failing. You do not need to diagnose the problem before contacting us.

If the work is broader than an initial conversation, we will explain the investigation and scope required before committing to implementation.