10 ChatGPT Prompts Every Genetic Counselor Should Be Using in 2025

Dev.to / 4/21/2026

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Key Points

  • The article provides 10 ready-to-use ChatGPT prompts designed to help genetic counselors draft clearer, patient-friendly documentation for complex genetic and probabilistic results.
  • Prompts cover common high-stakes communication tasks such as post-session summary letters for positive BRCA results, explanations of variants of uncertain significance (VUS), and prenatal counseling documentation.
  • It also includes prompts for structured clinical writing like interpreting three-generation family history pedigrees and generating educational materials about inheritance patterns.
  • The underlying goal is to reduce the writing workload while ensuring tone is warm, neutral, and non-alarmist, avoiding false reassurance and capturing informed consent elements accurately.
  • Overall, the piece positions prompt templates as practical tools for improving consistency, reproducibility, and patient comprehension in genetic counseling practice in 2025.

10 ChatGPT Prompts Every Genetic Counselor Should Be Using in 2025

Genetic counselors face a unique documentation challenge: translating complex, probabilistic, emotionally charged information into language patients can act on. These 10 prompts handle the writing load so you can focus on the counseling.

1. Write Post-Session Summary Letters

Prompt:

"Write a post-session summary letter for a patient who received positive BRCA1 results today. Include: what the result means, her estimated lifetime risk for breast and ovarian cancer, recommended surveillance and risk-reduction options, and next steps. Warm, clear tone. No false reassurance. Under 300 words."

Patients often can't process information in-session. A clear letter they can re-read later is one of the most valuable things you can provide.

2. Draft Variant of Uncertain Significance (VUS) Explanations

Prompt:

"Explain a variant of uncertain significance (VUS) in BRCA2 to a patient with no science background. Include: what a VUS means, what it does NOT mean, what we will do when new evidence emerges, and how this affects her family members. Avoid causing unnecessary alarm."

VUS conversations are among the hardest to communicate clearly. This prompt structures the explanation.

3. Create Family History Pedigree Interpretation Notes

Prompt:

"Write a clinical note summarizing a three-generation family history pedigree for a 35-year-old woman referred for hereditary breast/ovarian cancer assessment. Family history: [describe]. Include: pattern of inheritance observed, gene panels to consider, risk assessment, and recommendation for testing."

Pedigree interpretation notes need to be precise and reproducible. This format works.

4. Write Prenatal Counseling Session Summaries

Prompt:

"Write a prenatal genetic counseling session summary for a 38-year-old woman at 12 weeks gestation. Indication: advanced maternal age. Discussed: age-related aneuploidy risk, screening options (NIPT, serum screen, nuchal translucency), diagnostic options (CVS, amniocentesis), and decision-making framework. Patient decision: [decision]. Neutral, thorough tone."

Prenatal counseling documentation must capture informed consent elements clearly. This template ensures nothing is missed.

5. Generate Patient Education Materials on Inheritance Patterns

Prompt:

"Create a 1-page patient handout explaining autosomal dominant inheritance. Include: what it means, what the 50% risk actually looks like in a family, common misconceptions ('it skipped a generation'), and what family members should do next. Plain English, no jargon. Include a simple visual description."

Inheritance pattern handouts get used across many patients. Build the template once.

6. Draft Referral Letters for Cascade Testing

Prompt:

"Write a letter to [patient]'s sister explaining that a pathogenic variant has been identified in the family and cascade testing is recommended. Include: what variant was found, why she may want to consider testing, how to get tested, and reassurance about confidentiality. From the genetic counselor."

Cascade testing letters are sent frequently and follow a structure. Automate the draft.

7. Write Pediatric Genetic Counseling Notes

Prompt:

"Write a clinical note for a 6-month-old referred for evaluation of developmental delay and dysmorphic features. Family history: unremarkable. Evaluation: chromosomal microarray ordered. Discussed with parents: purpose of testing, turnaround time, possible results (positive, negative, VUS), and recurrence risk concepts. Parental understanding confirmed."

Pediatric notes must document parental understanding of testing implications. This template covers the required elements.

8. Create Informed Consent Summaries for Genetic Testing

Prompt:

"Summarize the key informed consent elements for expanded carrier screening for a couple planning pregnancy. Include: what is being tested, types of results possible, limitations of testing, implications for reproductive decisions, insurance discrimination protections (GINA), and the right to decline. Patient-facing language."

Informed consent summaries bridge the legal document and patient understanding. This fills that gap.

9. Draft Psychological Support Referral Notes

Prompt:

"Write a referral note to a mental health provider for a patient who received a positive BRCA1 result and is showing signs of significant distress (crying throughout session, expressing hopelessness about her future). Include: clinical context, reason for referral, urgency level, and what the therapist should know about genetic testing results and their emotional impact."

Mental health referrals from genetic counselors need clinical context. This provides it.

10. Write Annual Review Letters for Surveillance Patients

Prompt:

"Write an annual surveillance reminder letter for a BRCA1 carrier. Include: recommended annual screening (breast MRI, mammogram, clinical breast exam), reminder about risk-reducing surgery discussion at next visit, and updated evidence on risk reduction options. Friendly but clinically clear."

Annual touchpoints keep high-risk patients in appropriate surveillance. This letter keeps them engaged.

The Counselor's Advantage

Genetic counseling is one of the most communication-intensive specialties in medicine. Every session generates letters, summaries, referrals, and follow-up materials. These prompts don't replace your clinical judgment — they handle the writing so your judgment gets communicated clearly.

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What documentation task takes the most time in your genetic counseling practice? Drop it below.