Vibe Coding Support

The distance between a working prototype and a system a business can run on is its own body of work. It begins with an assessment of what the AI-generated application gets right and what will not hold up under real use. From there it covers rebuilding the data foundation so records stay accurate as volume grows, setting up controlled access so the right people see the right information, connecting the application to the systems the business already uses, and putting testing and release practices in place. Hosting, monitoring, and support are settled before launch rather than after. The original idea and the workflow it proved carry forward. The work usually also includes standards and review habits for the team, so their next prototype starts closer to something the business can rely on.

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