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AI deployment for enterprise marketing teams.
© 2026 FutureProof LLC
Vibe-coded prototypes are showing up in every department — most die in a drawer or, worse, run ungoverned. Citizen SDLC gives non-technical employees a secure, governed process for turning AI prototypes into approved production applications: review gates, security checks, deployment paths.
Someone in finance built a reconciliation tool over a weekend. Someone in HR has a screening assistant running on their laptop. AI coding tools made building easy — and now every department has software nobody reviewed, touching data nobody cleared, maintained by whoever built it. The alternative is worse: ban it all, and the most motivated builders in your company go back to waiting on IT.
What's missing is a road. A process where a useful prototype gets reviewed, checked against security and data rules, and promoted to production — or retired on purpose. That's a lifecycle problem, and it's solvable with the same discipline engineering has used for decades, sized for people who don't write code.
We design the process with your IT, security, and legal teams, stand it up, and train the builders. What you keep is a running system, not a policy PDF.
An intake-to-production pipeline for employee-built AI apps. Every app gets registered, reviewed, and checked against your security and data rules. The good ones get a promotion path with real deployment and ownership. The rest get retired deliberately instead of running in the shadows.
Scope your rollout →The review gates and data rules are written with your legal, security, and compliance teams — not handed to them afterward. That's the difference between a process people route around and one they actually use.
Involve your legal team early →Citizen builders learn what production-grade means: data handling, review, handoff. The portfolio dashboard shows every app, its status, its owner, and its data access — so "what did our employees build" becomes a report, not a mystery.
Ask about builder training →Citizen SDLC is for organizations where the building has already started — with or without permission.
Citizen SDLC pairs with training that creates the builders and infrastructure that governs their access.
A scoping call takes 30 minutes. You leave with a read on your current exposure and what a governed pipeline would look like.
AI deployment for enterprise marketing teams.