AI Remediation and Rescue
Recovery of AI-built or AI-maintained software that has become hard to understand, maintain or safely change because it was developed without enough engineering ownership, restoring the documentation, tests and understanding capable engineers need to run it.
AI can accelerate software engineering. It should not replace understanding of the software being engineered. This work is for organisations that have lost human ownership of a system and now find that prompting a model is the only practical way to change it.
Loss of ownership, not the use of AI
AI-generated code can be sound when an engineer owns the design, review and testing. The trouble starts when nobody can explain the system and the only way to continue is to ask a model to change code it previously generated. Understanding decreases, more work is delegated to the model, and ownership deteriorates further.
The objective is to restore human understanding, control and maintainability. That does not mean stopping the use of AI. It means putting models back inside an engineering process so capable people can understand, test and change the system again.
Signs this is the problem
Nobody can explain the structure
Large parts of the application were generated without enough oversight, and nobody can describe how it is put together.
Changes only happen through prompting
New work is done by asking AI to modify code it previously generated, because changing it by hand feels too risky.
The impact of a change cannot be assessed
Tests are thin or missing, documentation no longer matches the system, and deployment or data handling cannot be confidently explained.
Assessment, then a decision
Work begins with an assessment of whether the system should be stabilised, progressively remediated or replaced. A rebuild is a conclusion based on evidence, not an automatic response.
Assessment
Review architecture, important business behaviour, dependencies, testing, deployment, security and data handling, and who can actually change the system. The result may be a remediation plan, a replacement plan, or a recommendation to retain the implementation with specific improvements.
Remediation
Where the system remains viable, restore engineering discipline: document behaviour, put tests around critical paths, remove generated complexity that serves no purpose, clarify interfaces and improve deployment and observability.
Controlled replacement
Where remediation is not commercially sensible, identify the behaviour that must be retained, separate it from accidental implementation decisions, and migrate in stages where that is practical.
What you end up with
An assessment that can be acted on
A written view of how maintainable the system is, where the risks sit and whether to stabilise, remediate or replace it.
Documentation and tests that match the system
Behaviour documented and critical paths covered by tests, so a change can be checked before it reaches production.
Engineers who can change it
A system that capable engineers can understand, deploy and modify without a model to explain it.
How a typical engagement works
01Assess
Assess the system
We review architecture, dependencies, tests, deployment, security and data handling, and who can actually change it.
02Decide
Decide on evidence
The assessment concludes whether to stabilise, progressively remediate or replace, with the reasoning written down.
03Restore
Restore engineering discipline
Behaviour is documented, tests go around critical paths, unnecessary generated complexity is removed and deployment is improved.
04Handback
Hand ownership back
The organisation's own engineers are brought up to speed on the system so they can run and change it themselves.
05Sustain
Keep it maintainable
Review, testing and documentation practices are set up so the system stays understood as it changes.
Frequently Asked Questions
Start with a conversation
Book a free 15 minute call. Describe the problem, the systems involved and what you already know, and we will tell you plainly whether we can help and what a sensible next step looks like. There is no obligation.