01 Definition
What is MVSP?
A methodology for shipping products where security and privacy are baked in from the first commit — not bolted on later.
Instead of treating security as a final review step, MVSP integrates threat modelling, safe defaults, and data minimisation into the same loop as feature work.
02 Framework
MVP versus MVSP.
- MVP Build enough to test the market.
- MVSP Build enough to test it — securely.
- MVSP.ai The same discipline, applied to AI-assisted development.
03 Why now
Speed without guardrails is a liability.
The smallest set of practices that keeps AI-era speed honest.
AI accelerates shipping. Without matching guardrails, it also accelerates the way secrets leak, dependencies rot, and personal data spreads. MVSP.ai is a compact set of practices that keeps that speed honest — teams still move quickly, but the product is defensible on day one.