Your First Pharmacy AI Prompts

A prompt is simply the instruction you give an AI. Good prompts are the difference between a generic, hallucinated answer and a clinically useful one. In this lesson you will learn a simple framework for writing pharmacy prompts and get ten ready-to-paste prompts you can use in your next shift.

What You'll Learn

• The CRISP framework: a 5-part structure for every pharmacy prompt
• Ten copy-and-paste prompts for common pharmacy tasks
• How to iterate on an AI answer that is "almost right"
• Three habits that separate expert pharmacy prompters from beginners

The CRISP Framework

For pharmacy use, we use a memorable five-part prompt structure — CRISP:

• C — Context. Who you are and what setting you practice in.
• R — Role. The expertise you want the AI to assume.
• I — Instruction. The specific task.
• S — Specifics. Patient parameters, de-identified.
• P — Presentation. Format, length, reading level, language.

Here is a generic question: "Tell me about apixaban." That gets you a textbook page you don't need.

Here is the same question with CRISP applied:

"(C) I'm a community pharmacist in a grocery-chain retail setting. (R) Act as a clinical pharmacist specializing in anticoagulation. (I) Write patient counseling points I can read at the window in under 90 seconds. (S) Patient is a 74-year-old female, new AFib, switching from warfarin, CrCl estimated 55, on metoprolol and occasional ibuprofen. (P) Output as 5 bullet points at a 6th-grade reading level, plus 2 'call the pharmacy if...' warning signs."

Same model, dramatically better answer.

Ten Prompts You Can Use Today

Copy these, swap in your specifics (de-identified), and paste into ChatGPT or Claude.

1. New-Rx counseling script

"Act as a clinical pharmacist. Write a 90-second counseling script for a patient starting [DRUG + DOSE]. Cover: how to take it, when to take it, top 3 side effects, the interaction the patient must know, and when to call us. 6th-grade reading level, 6 bullet points max."

2. SIG translation

"Convert this English SIG into plain-language patient instructions, then translate to Spanish at a 6th-grade reading level: [paste SIG]."

3. PA appeal letter

"Draft a letter of medical necessity for [DRUG] for a patient who has failed [TRIED THERAPIES]. Reference the failure criteria, include a clinical rationale, and request formulary exception. Formal letter tone, 1 page, include a closing signature block for the prescribing physician."

4. MTM SOAP note

"Format this CMR encounter into a SOAP note suitable for Medicare Part D MTM documentation: [paste your bullet notes]. Include a 'Medication-Related Problems' section with resolution status."

5. Drug-class comparison

"Compare the three most commonly used GLP-1 receptor agonists on mechanism, dosing, key side effects, approximate retail cost, and typical insurance coverage in 2025. Table format, 5 columns."

6. Interaction summary

"I have a de-identified med list: [list]. Flag any clinically significant interactions, duplication of therapy, or renal-dose concerns assuming CrCl 45. Output: a bullet list with the severity and the suggested action."

7. OTC recommendation script

"A patient asks for an OTC recommendation for [symptom]. They take [de-identified meds]. Draft a 3-question triage script, then provide a ranked list of 3 OTC options with my counseling points for each."

8. Black box warning summary

"Summarize the current FDA black box warnings for [drug]. Give me the warning in 2 sentences and one counseling point I should tell every patient starting this drug."

9. Technician training card

"Draft a 1-page training card for a new pharmacy technician on how to handle a refill-too-soon rejection. Include the typical reasons, what to check in the system, how to talk to the patient, and when to escalate to the pharmacist."

10. Patient-friendly medication guide

"Turn this FDA prescribing information into a 1-page patient handout: how it works, how to take it, top 5 side effects, missed dose instructions, storage, and when to call the doctor. 5th-grade reading level, large-print friendly."

When the Answer Is Almost Right

You rarely get a perfect answer on the first try. The fix is not to rewrite from scratch — it's to iterate.

• "Rewrite that at a 5th-grade reading level."
• "Make it shorter. Max 4 bullet points."
• "Add a line for a patient with diabetic neuropathy."
• "Translate that final version into Vietnamese."
• "Now give me the same counseling points for the child (7 years old, 25 kg) of this patient."

AI is conversational. Keep the thread going instead of starting a new chat.

Three Habits of Expert Pharmacy Prompters

Habit 1. De-identify first, paste second. Build a reflex: before you ever hit Ctrl+V into an AI tool, strip names, DOB, MRN, and addresses. Your muscle memory will protect you on a busy Friday.

Habit 2. Always request a format. "Table," "5 bullets," "SOAP format," "a 100-word email." Format constraints dramatically improve usability.

Habit 3. Ask for the opposite, too. After the AI gives you a counseling script, ask "What important point did you leave out?" or "What's a common counseling mistake with this drug?" You'll catch gaps and learn.

Key Takeaways

• Use the CRISP framework — Context, Role, Instruction, Specifics, Presentation — for every pharmacy prompt
• Ten pharmacy-ready prompts cover 80% of the drafting tasks you do every shift
• Iterate on the answer instead of starting over — AI is conversational
• De-identify before pasting, always request a format, and ask the AI to critique its own answer