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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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