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Dividing Roles Between Engineers and Non-Engineers

AI Navigate Original / 5/16/2026

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Key Points

  • AI use is not everyone doing the same thing; divide by role
  • Non-engineers find use cases, use off-the-shelf tools, articulate problems
  • Engineers build integrations/RAG/agents and handle security and cost
  • Define problems first, try off-the-shelf, then systematize at scale

Dividing Roles Between Engineers and Non-Engineers

Using AI is not "everyone does the same thing." Dividing by role raises the productivity of the whole organization.

What Non-Engineers Own

  • Discovering prompts and use cases that leverage business knowledge

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