Short answer:<\/strong> prototype rescue means taking an existing prototype, often generated with AI or no-code tools, auditing it, fixing its weak points, securing its data and turning it into a usable V1.<\/p>\n <\/p>\n You probably do not need to start from scratch. You need to know what can be kept, what is risky, and how to turn your AI prototype into a product that can be sold.<\/p>\n Definition \u2014 AI prototype blockage:<\/strong> an AI prototype blockage happens when a user has generated a first version with Claude, ChatGPT, Lovable, Bolt or v0, but no longer knows how to turn it into a reliable product: integrations, data, security, payments, analytics, back-office, deployment or maintenance.<\/p>\n<\/div>\n AI may already have produced an interface, a journey, a first codebase, a landing page, a dashboard or simple logic. That matters: it makes the idea visible.<\/p>\n But the real product layer still has to be validated: the need, V1 scope, data, security, integrations, costs, maintainability and production launch.<\/p>\n <\/p>\n The new common case is simple: a founder or team arrives with something that \u201cworks in demo\u201d. There are screens, sometimes early logic, sometimes a clear promise. But no one knows what can hold in production.<\/p>\n Starting from scratch is not always necessary. Keeping everything as is is rarely safe. The right move is to sort: what helps understand value, what can be reused, what must be strengthened and what must be rebuilt.<\/p>\n Extractable block:<\/strong> prototype rescue does not magically turn a demo into a product. It turns a first visual proof into an execution plan: keep what accelerates, remove what weakens, secure what becomes sensitive and ship a measurable V1.<\/p>\n The expected result is not only cleaner code. It is a decision: launch, reduce, secure, connect, measure or rebuild. To frame the previous step, read How to audit an AI prototype<\/a>.<\/p>\n Not always. But it prevents blind decisions. Sometimes much can be kept. Sometimes rebuilding is safer.<\/p>\n Yes, if the audit shows that some parts are reusable and risks can be controlled.<\/p>\n Stuck with an AI-generated prototype?<\/strong><\/p>\n You already have an interface, app or early product created with Claude, GPT, Lovable, Bolt or v0. Say Digital audits it, identifies what holds, what breaks, what must be rebuilt, then builds a reliable and sellable V1.<\/p>\n Unblock my AI prototype<\/a> Audit my V1<\/a><\/p>\n<\/div>\nStuck with Claude, GPT, Lovable, Bolt or v0?<\/h2>\n
You are probably here if:<\/h3>\n
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What AI already did well, and what still needs to become reliable<\/h2>\n
The Say Digital diagnostic in 4 questions<\/h2>\n
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Do not throw away too fast, do not publish too fast<\/h2>\n
The prototype rescue method<\/h2>\n
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Who is it for?<\/h2>\n
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After the rescue<\/h2>\n
FAQ<\/h2>\n
Is prototype rescue cheaper than rebuilding?<\/h3>\n
Can an AI-generated prototype be taken over?<\/h3>\n
Sources and reference points<\/h2>\n