Rapid Application Delivery
Enterprise vibe coding governance
The controls that make AI-generated software safe to ship: code review standards, secret handling, data boundaries, publish permissions, and maintainability handover
- Duration
- 3 to 5 weeks
- Ladder stage
- Platform
- NATIVE stages
- Integrate, Expand
The situation
When this engagement is the right one
Your teams are already generating software. The question is whether it reaches production through a gate or around one. Governance here is not a prohibition; it is the set of controls that lets the speed be kept.
You are probably seeing
- Applications exist that IT has never seen, holding data IT is accountable for.
- Secrets have been pasted into prompts and nobody has rotated them.
- A departmental tool broke and the person who built it has left.
What we do
The work, in the order it happens
- 01Inventory what has already been built and by whom.
- 02Write the review standard for generated code, at a level a reviewer can apply.
- 03Define data boundaries per application class.
- 04Set publish permissions and the gate that precedes publication.
- 05Establish maintainability requirements: documentation, ownership, and a handover test.
What you get, and keep
- An inventory of existing internally built applications with risk classification.
- A written code review standard for AI-generated software.
- A data-boundary and publishing policy.
- A maintainability checklist used as a publishing gate.
Prerequisites
- Agreement that the inventory is no-blame.
Not included
- We do not remediate every existing application inside this engagement. We classify and prioritise.
Where this sits in the method
Commercially this is a Platform engagement on the Proof, Product, Platform ladder.
FAQ
Questions we get asked
- Should we just ban this?
- Bans move the activity out of view. The observable outcome of prohibition is shadow AI, which is the same risk with less evidence.
Related engagements
Work that usually sits either side of this
Rapid Application Delivery
Lovable Delivery and Enablement
Building production applications on Lovable, plus the governance, enablement, and rollout structure enterprises need around it
AI Governance and Risk
AI Governance Framework
A standing governance discipline with approval, override, and escalation named per workflow, not per company
Next step
Ready to scope enterprise vibe coding governance?
Bring the pilots you already have running. The first call is a scoping conversation, not a pitch.