General practitioners face an extraordinary breadth of clinical demands — from managing chronic conditions and preventive care to navigating complex patient communication and mountains of documentation. AI tools like ChatGPT can serve as a practical assistant to help you draft clearer notes, reason through differentials, and communicate more effectively with patients and specialists alike. This collection of 35 prompts is organized into 7 key areas of GP practice to help you get started right away.
Patient History and Clinical Documentation
Prompt 1: SOAP Note Draft
I saw a patient today with the following presenting complaint and findings: [paste brief notes]. Please draft a SOAP note in standard format. Keep the language clinical and concise.
Prompt 2: HPC Structuring
Here are my raw notes from a patient history: [paste notes]. Please restructure this into a clear History of Presenting Complaint (HPC) using the SOCRATES framework.
Prompt 3: Past Medical History Summary
A patient has the following conditions and medications on their file: [list]. Please summarize their past medical history in 3-5 sentences suitable for a referral letter.
Prompt 4: Consultation Letter Draft
Draft a consultation summary letter for a GP record. The patient is [age/gender], presented with [complaint], examination findings were [findings], and I plan to [management plan]. Use professional clinical language.
Prompt 5: Discharge Summary Simplification
Here is a hospital discharge summary: [paste text]. Please extract the key clinical points — diagnosis, treatment received, follow-up required — in a brief structured format I can add to the GP record.
Diagnosis Support and Clinical Reasoning
Prompt 6: Differential Diagnosis Builder
A [age/gender] patient presents with [symptoms and duration]. Relevant history includes [background]. Please provide a prioritized differential diagnosis list with brief reasoning for each, from most to least likely.
Prompt 7: Red Flag Checklist
For a patient presenting with [symptom, e.g. lower back pain / headache / fatigue], list the key red flag features I should specifically ask about and examine for, organized by system or urgency.
Prompt 8: Rare Diagnosis Consideration
I have a patient with an unusual presentation: [describe symptoms and negative workup so far]. What less common or rare diagnoses should I be considering that may fit this picture?
Prompt 9: Lab Result Interpretation
My patient has the following blood results: [paste results]. They are [age/gender] with a background of [conditions]. Please help me interpret these results clinically and suggest any follow-up investigations.
Prompt 10: Clinical Reasoning Summary
I'm going to describe a clinical case. Please help me think through the reasoning step by step, from problem representation to diagnosis and management plan. Case: [describe case].
Patient Education and Shared Decision Making
Prompt 11: Plain Language Explanation
Explain [medical condition, e.g. type 2 diabetes / hypertension / IBS] to a patient in plain language. Avoid medical jargon. Keep it under 150 words and end with 2-3 practical things they can do.
Prompt 12: Medication Explanation
A patient has been started on [medication name and dose]. Write a simple explanation of what this medication does, how to take it, common side effects to watch for, and when to seek advice. Write at a Year 8 reading level.
Prompt 13: Shared Decision Making Script
I need to discuss [treatment option A vs option B] with a patient who has [condition]. Help me write a balanced shared decision making dialogue that presents both options with benefits and risks in non-technical language.
Prompt 14: Post-Appointment Summary
Based on today's consultation, the patient has [diagnosis] and the plan is [management]. Write a brief, friendly after-visit summary the patient can take home, including what was discussed and next steps.
Prompt 15: Addressing Vaccine Hesitancy
A patient has concerns about [specific vaccine]. They are worried about [specific concern]. Help me draft a calm, evidence-based response that acknowledges their concern and provides accurate information without being dismissive.
Chronic Disease Management
Prompt 16: Chronic Disease Review Template
Create a structured review template for a patient with [condition, e.g. type 2 diabetes / COPD / heart failure]. Include the key clinical parameters, lifestyle factors, medication review, and patient-reported outcomes I should cover at each annual review.
Prompt 17: Treatment Escalation Decision
My patient with [condition] is not at target despite [current treatment]. They are [age/gender] with [comorbidities]. Please outline the next treatment escalation options based on current guidelines, with considerations for their specific profile.
Prompt 18: Multimorbidity Complexity Support
I have a patient with [list of conditions] on [list of medications]. I'm concerned about [specific issue, e.g. polypharmacy / drug interactions / conflicting guidelines]. Help me think through a holistic management approach.
Prompt 19: Patient Goal-Setting for Lifestyle Change
Help me create a motivational goal-setting conversation guide for a patient with [condition] who needs to make [lifestyle change, e.g. dietary changes / increase activity / quit smoking]. Use a brief motivational interviewing style.
Prompt 20: Chronic Pain Management Plan
A patient has chronic [type] pain not responding well to current treatment. Please outline a biopsychosocial framework for their management, including non-pharmacological, pharmacological, and referral considerations.
Preventive Care and Health Screening
Prompt 21: Screening Schedule Summary
Create a preventive health screening checklist for a [age/gender] patient with the following risk factors: [list]. Include recommended screenings, frequency, and the rationale for each based on current guidelines.
Prompt 22: Cardiovascular Risk Discussion
My patient has a 10-year cardiovascular risk of [X]% calculated using [tool]. They are [age/gender]. Help me explain what this means in plain language and outline the lifestyle and treatment options to reduce their risk.
Prompt 23: Immunisation Catch-Up Plan
A [age] patient has incomplete vaccination history. Known vaccines include: [list]. Please outline a catch-up immunisation schedule based on [country/guideline] recommendations.
Prompt 24: Alcohol and Lifestyle Brief Intervention
Help me structure a brief intervention conversation for a patient who scored [X] on the AUDIT-C. I want to raise the issue sensitively, give them feedback, and provide practical advice without being judgmental.
Prompt 25: Mental Health Screening Pathway
A patient has scored [X] on the PHQ-9 and [X] on the GAD-7. Please help me draft a structured response covering risk assessment, immediate management, and a stepped care pathway for this patient.
Referral and Specialist Communication
Prompt 26: Referral Letter Draft
Please draft a referral letter to [specialty] for a [age/gender] patient with [presenting problem]. Relevant history: [background]. Current medications: [list]. I am requesting [specific ask, e.g. assessment / investigation / procedure].
Prompt 27: Urgent Referral Justification
I need to write an urgent 2-week wait referral for suspected [cancer site] in a [age/gender] patient. Their symptoms are [list] and examination findings are [findings]. Help me frame the clinical justification clearly and concisely.
Prompt 28: Rejecting a Referral Response
A referral I sent has been rejected with the following reason: [paste rejection]. Help me draft a professional response to the specialist team, either accepting their advice and outlining my revised management plan, or appealing the decision with clinical justification.
Prompt 29: Clinic Letter Interpretation
Here is a specialist clinic letter: [paste letter]. Please summarize the key points, highlight any actions the GP needs to take, and flag any medications or investigations I need to arrange.
Prompt 30: Pre-Referral Optimisation Checklist
Before referring a patient with [condition] to [specialty], what steps should I take to optimise their management in primary care? Please provide a checklist of investigations, treatments, and documentation to complete first.
Practice Management and Professional Development
Prompt 31: Significant Event Analysis (SEA) Template
Help me complete a Significant Event Analysis for the following incident in my practice: [describe event]. Please structure it with: what happened, why it happened, what was done well, what could be improved, and action points.
Prompt 32: Patient Complaint Response
A patient has made a complaint about [describe situation]. Please help me draft a professional, empathetic written response that acknowledges their concerns, explains what happened, and outlines any steps we are taking to address the issue.
Prompt 33: CPD Reflection Writing
I attended [course/conference/training] on [topic]. Key learning points were [list]. Please help me write a structured CPD reflection using a reflective model (e.g. Gibbs or Kolb) suitable for my professional portfolio.
Prompt 34: Practice Policy Draft
Draft a short practice policy on [topic, e.g. chaperone use / medication requests / home visit criteria]. Include the purpose, staff responsibilities, process, and review date. Keep it practical and suitable for a small GP practice.
Prompt 35: Appraisal Statement Draft
Help me write a supporting information statement for my GP appraisal. I want to reflect on my work in [clinical area or role] over the past year, including [key activities and achievements]. The tone should be reflective and professional.
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Works with ChatGPT, Claude, and DeepSeek.
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