Anonymized Launchieve Case Study

Stabilizing Repeated AI-Generated Product Logic

Fragile and conflicting AI-generated logic was mapped so fixes could be prioritized.

The Challenge

Repeated prompting had created disconnected behaviors and uncertainty around which parts of the codebase could be changed safely.

The Approach & Solution

The team traced the affected flows, identified conflicting logic, and created a practical completion plan for stabilization and future maintenance.