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Reusing A Prompt System Across Clients Without Turning It Into A One Size Fits All Failure

Building a custom GPT for one ministry client teaches you something specific about that ministry. Building the third or fourth one for a different government or enterprise client teaches you something…

  • Reusable prompt system has two layers: structural and register.
  • Structural layer governs logic, response behavior, and scope handling.
  • Register layer varies in tone, formality, and personality per client.

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