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Prompt Engineering for Healthcare

Master the CRAFT framework to write effective prompts for clinical documentation, research queries, and patient communication.

The CRAFT Framework

CRAFT is a structured approach to writing effective AI prompts, designed for healthcare professionals who need accurate, safe, and useful AI outputs.

C — Context

Set the stage. Tell the AI who you are, what setting you're in, and what background information it needs. The more specific your context, the more relevant the response.

Example: "I am a family physician in a rural clinic with limited specialist access. I'm reviewing a patient's lab results..."

R — Role

Define what role you want the AI to play. This shapes the tone, depth, and perspective of the response.

Example: "Act as a clinical pharmacist reviewing medication interactions..."

A — Action

State exactly what you want the AI to do. Be specific about the task, format, and deliverable.

Example: "Summarize the key findings of this study in 3 bullet points, highlighting clinical relevance..."

F — Format

Specify the output format — bullet points, table, narrative, structured note, patient-friendly language, etc.

Example: "Present this as a structured SOAP note with clear sections..."

T — Target

Define the audience and purpose. This ensures the output matches the intended use case.

Example: "This is for a patient education handout — use 6th-grade reading level, no medical jargon..."

Vitalia Nakamura-Chen
Vitalia Nakamura-Chen
The Evidence-Based Analyst

"CRAFT provides a reproducible methodology for prompt construction. The key is specificity — vague prompts produce vague outputs. I recommend healthcare professionals treat prompt engineering like protocol design."

Dr. Cipher Okafor-Reyes
Dr. Cipher Okafor-Reyes
The Patient Safety Guardian

"Never include real patient identifiers in prompts. Even with 'HIPAA-compliant' platforms, practice data minimization. Use anonymized examples and generic scenarios for learning."

Hearta Moreau-Singh
Hearta Moreau-Singh
The Innovation Catalyst

"Once you master CRAFT, you'll wonder how you ever worked without AI assistance. I've seen physicians save 2-3 hours per day on documentation alone. The ROI on prompt engineering skills is extraordinary."

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