Development & AI
Audit and take over an AI-generated application
How an application was generated does not establish whether it is ready to operate. A takeover audit examines real behaviour, data and responsibilities to decide what to retain or correct.
Agree a controlled working scope
Name environments and permitted operations. Use protected test data for exercises that can change state, and gather sources, accounts and launch instructions.
Show critical journeys and known incidents. Invoicing failures, lost entries and excessive access deserve different priority from cosmetic concerns.
Inspect permissions and trust boundaries
Test authentication, roles and record-level authorisation across different users. Important controls belong on the server independently of visible buttons.
Inspect secrets, uploads and data sent externally. Agent actions must not exceed user permissions. Report findings without exposing sensitive reproduction material.
Assess practical maintainability
Examine modules, dependencies and correction deployment. Duplicated functions and incompatible state can make changes fragile. Focus on understanding and safe modification rather than style preferences.
Review schema changes and representative recovery. Identify missing accounts, instructions, tests or decisions that affect transfer to another team.
Confirm findings through meaningful journeys
Run priority scenarios with valid and invalid inputs. Inspect actual calculations, messages and integration outcomes rather than relying on a coverage percentage.
Record reproducible steps and correction criteria. Automated checks should address distinct business risks rather than merely repeat the implementation.
Prioritise correction and bounded rebuilding
Separate urgent work, takeover requirements and optional improvements. Explain dependencies and estimation uncertainty, including investigation where necessary.
Retain suitable parts and rebuild others where justified, with data migration and user transition planned. The goal is an operable product with known responsibilities.
Your checklist
- Agree scope and permitted operations.
- Identify critical journeys and incidents.
- Inspect permissions, secrets and data flows.
- Keep reproducible findings.
- Prioritise corrections and migration.
Frequently asked questions
Does an audit guarantee zero defects?
No. It examines an agreed scope with explicit methods and limits, making observed risks and next actions understandable.
Can only an urgent issue be fixed?
Yes, provided relevant dependencies and access are checked. Define the intervention’s boundary and how its result will be validated.
A project to explore
Hush Messenger
Hush Messenger’s access and confidentiality mechanisms illustrate why a product review needs to examine rules and data as well as appearance.
Explore the project