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How to Actually Get Useful Answers from AI: Prompting Strategies for Physicians

How to Actually Get Useful Answers from AI: Prompting Strategies for Physicians

September 01, 20253 min read

Let’s Get Real About Using AI at Work

You’ve heard it: “Just ask ChatGPT.”

But then you do — and it gives you a generic, half-baked response that sounds like a Wikipedia summary wearing a lab coat.

It’s not the AI that’s broken.

It’s the way we’re asking.

This newsletter is your cheat sheet for getting actually useful, clinical-grade answers from AI — fast.

How to Actually Get Useful Answers from AI: Prompting Strategies for Physicians


Why Prompting Matters More Than You Think

AI doesn’t think like a doctor. It thinks like a mirror.

What you put in determines what comes out.

The difference between a vague prompt and a precise one?

Wasted time versus workflow magic.

Let’s break it down.


How to Actually Get Useful Answers from AI: Prompting Strategies for Physicians

Step 1: Assign the AI a Role — Be Specific

If you don’t tell the AI who to “be,” it will default to something generic. That’s like asking a med student to write your research paper without direction.

✅ Instead, set the stage:

“Act as a physician leadership coach with experience mentoring burnout-prone hospitalists.”

Why it works: This focuses the AI’s tone, content, and depth.


Step 2: Give It Relevant Background — But Not a Text Dump

AI needs context. But it’s not your therapist — it doesn’t need your whole life story.

✅ Provide what matters:

“I’m a hospitalist 10 years into practice, leading a small inpatient team. Morale is low. We’re seeing increasing burnout and turnover.”

Why it works: It zeroes in on the problem without overload.


Step 3: Ask a Specific Question — Clarity Is Power

Vague questions = vague answers.

Instead of:

❌ “How can I improve my team?”

Try:

✅ “What are three burnout prevention strategies I can introduce to my hospitalist team this month that don’t require budget approval?”

Why it works: It frames the response toward action, not theory.


Step 4: Invite the AI to Ask You Back

Great prompting is a conversation, not a command.

✅ Add this to your prompt:

“If you need more details to improve your response, ask me for clarification.”

Why it works: You open the door to more accurate, collaborative results — just like a smart consultant would.


How to Actually Get Useful Answers from AI: Prompting Strategies for Physicians

Real-Life Physician Prompt Example

Prompt:

“Act as a digital health content strategist. I’m a cardiologist launching a newsletter for peers focused on tech in cardiology. I want the first edition to include a short thought leadership piece on AI in diagnostics. What’s a compelling angle I could take, and what 3 points should I highlight to grab attention?”

This gives you strategy, tone, and actionable structure in one clean reply.


Bottom Line: AI Is a Scalpel, Not a Sledgehammer

The better your prompt, the more surgical the response.

If you’re not getting value from ChatGPT or any AI tool — it’s probably not the tool. It’s the prompt.

You don’t need to write code. You just need to communicate like a clinician — clear, purposeful, and context-driven.


Try This Today

  1. Revisit the last AI question you asked. Reframe it using the 4-step framework.

  2. Test it in your favorite AI tool.

Compare the difference. You’ll never prompt the same way again.


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blog author image

Miguel Villagra, MD, FACP, FHM

Internal Medicine physician who practices Hospital Medicine and is passionate about Physician Wellness and Entrepreneurship. He has several side gigs including Telemedicine, Real Estate and a Coaching Program.

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