BrandScout is a marketing research tool. A user pastes a competitor's URL, the server scrapes the page, and an OpenAI function-calling agent summarizes it. The agent can look up BrandScout's own client roster and send emails. Review how the scraped page text reaches the agent and what the agent is allowed to do with it.

Review the backend code for EchoForge, an AI voice cloning platform that allows users to upload audio samples and download their generated voice models. The Rails application handles model storage and retrieval for paying subscribers. A recent penetration test flagged potential issues with file handling. Examine how voice model downloads are processed to ensure proper access controls are in place.

BankGo is a mobile banking app that lets customers check balances, move money, and pay bills. The team recently reworked the launcher and login flow to make sure tapping the app icon always returns the user straight to the sign-in screen. During a pre-release review, focus on how the login screen is registered and how it behaves inside the Android task stack when other apps are installed on the device.