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AI App Strategy

The AI App Production Checklist

AI tools like Cursor, Lovable, and v0 can spin up a working UI in minutes. But a working UI is not production software. This checklist shows you exactly what the governance layer looks like — and where most AI-built apps die before they ever ship.

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The AI App Production Checklist

Format
Checklist
Length
22-point checklist, 7 sections
Delivery
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01

What you get

Understand exactly why most AI-built apps fail at the security review stage — not because the code is bad, but because the governance layer was never there

Use the 22-point production readiness checklist to audit any AI-generated app before it touches real customer data

Identify which gaps you can close fast versus which require a governed platform layer

Know the five categories every production app must pass: auth, permissions, data governance, audit, and observability

Get a scoring rubric so you can prioritize what to fix first and communicate risk clearly to stakeholders

02

The details

What's inside

The 22-point checklist that separates an AI-generated demo from software your company can actually run in production. The guide is designed as a practical read: short explanations, concrete prompts, and enough structure to use it immediately.

Who this is for

Built for engineering leads, product managers, and technical founders who are already using AI coding tools like Cursor, v0, or Lovable to build internal apps or prototypes — and who need to understand what it actually takes to move those apps from demo to production without rebuilding everything from scratch.

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