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What this piece is

A reflection on the parallels between effective AI prompting and effective leadership communication. The piece argues that prompting is not a technical skill — it is applied leadership communication that trains precision, context-setting, expectation management, iteration, and feedback. Originally published on Medium, March 2026.

What is the core idea?

A good prompt and a good leadership brief share the same five elements: objective, context, audience, format, and room for iteration. When any element is missing, ambiguity fills the gap. With an LLM, the cost is a weak answer. With a team, the cost is weeks of rework. Prompting exposes how often the problem sits upstream — in the brief, not the execution. Managers who learn to prompt well tend to become clearer, more structured, and more conscious of tone in all their communication.

What are the key themes?

  • Prompting as a rehearsal space for leadership communication.
  • Specific feedback transfers from AI critique to human coaching.
  • Tone control matters as much with people as with models.
  • Iteration is not inefficiency — it is how quality is built.
  • Managers now orchestrate a mixed workforce of humans, models, agents, and automated systems. Clear communication is the binding skill.