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From AI Prototype to Real Product

Clear guidance for founders and teams whose AI-built app now needs safer launches, stronger engineering, and a sensible next step.

2 articles/Prototype rescue, hardening, and launch planning

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AI to Real Product/July 21, 2026/7 min read

How to Hand an AI-Built App to an Engineering Team Without Wasting Weeks

A practical guide for founders who built quickly with AI and now need a development team to review, improve, or launch the app without wasting weeks.

What you will learn

  • A weak hand-off wastes money because the engineering team has to rediscover scope, assumptions, and risk under pressure.
  • The fastest improvement is not more polish. It is better visibility into workflows, integrations, edge cases, and known gaps.
  • Founders hire better when they can explain the app as a working system, not just as a repo that "mostly works."

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