Create a copy-paste AI prompt kit for a nutrition professional. The kit must support professional judgment, not replace clinical assessment, diagnosis, prescribing, or referral. Do not invent client history, laboratory values, food intake, contraindications, evidence, scope-of-practice rules, or citations. My credential, jurisdiction, and setting: [PRACTICE CONTEXT] Clients I serve: [CLIENT POPULATION] Common work I want help with: [COMMON TASKS] My nutrition approach and approved resources: [PRACTICE APPROACH]
Documentation, privacy, and brand rules: [WORKFLOW CONSTRAINTS]
Create 6 distinct copy-ready prompts, 120-180 words each, for the most useful tasks in my setting. Select from: intake-question planning; food-record pattern analysis; client education handout; meal or snack ideas within stated needs; SOAP or ADIME documentation draft; follow-up message; behavior-change plan; referral or red-flag screening; group-program outline; and evidence-summary outline.
Every prompt must include clear placeholders, specify its output format, prohibit invented clinical facts, and tell the AI to ask up to 3 questions only when a required input is missing. For any task involving a client, include a reminder to remove direct identifiers and to surface red flags for clinician review rather than give diagnosis or treatment instructions.
After the six prompts, provide a table with prompt name, intended use, required inputs, and a human review step. End with a “Do not use AI for” list covering emergencies, diagnosis, medication changes, eating-disorder assessment, and decisions outside my credential or jurisdiction. Before answering, check that each prompt stays inside the stated practice context and distinguishes education from individualized clinical advice.Fill in
| Placeholder | What to enter | Example |
|---|---|---|
| [PRACTICE CONTEXT] | State your credential, jurisdiction, work setting, and the services you are authorized to provide. | Registered dietitian nutritionist in outpatient primary care in Illinois; education and medical nutrition therapy within clinic protocols. |
| [CLIENT POPULATION] | Describe the clients you serve, including age range, common goals, and relevant care context. | Adults with prediabetes, hypertension, and busy family schedules; many have limited cooking time. |
| [COMMON TASKS] | List the recurring tasks you want AI prompts to cover. | Reviewing food records, drafting plain-language handouts, writing follow-up notes, and planning group classes. |
| [PRACTICE APPROACH] | State your nutrition philosophy, approved guidelines, and resources you use. | Client-centered counseling, ADA nutrition guidance, DASH-style meal patterns, and culturally familiar food options. |
| [WORKFLOW CONSTRAINTS] | List privacy rules, documentation format, brand voice, referral processes, and software limits. | Use de-identified notes only; draft in SOAP format; avoid calorie prescriptions without clinician review; referrals go through the primary-care team. |
How to use
- State your credential and setting first, because scope of practice changes which prompts are appropriate.
- Choose the six tasks you do repeatedly and paste approved resources or clinic language where needed.
- Remove names, dates of birth, contact details, record numbers, and unnecessary health details before using a client-facing prompt.
- Follow up with: “Adapt prompt 3 for this approved handout template and keep the reading level near grade 6: [TEMPLATE].”
Variations
Food record review
Use this to identify discussion topics from a de-identified food record.
Analyze this de-identified [NUMBER]-day food record for discussion with [CLIENT CONTEXT] under my [CREDENTIAL AND SETTING]. Use [RELEVANT GOALS OR GUIDELINES]. Produce a neutral pattern summary, 3-5 strengths, 2-4 areas to explore, questions for the next visit, and education topics. Do not estimate diagnoses, prescribe treatment, infer portions not recorded, or recommend medication changes. Flag possible nutrition or safety red flags for clinician review. Check that each observation cites a recorded pattern rather than a single meal. Ask up to 3 questions only if required input is missing.
Client handout
Use this to draft a plain-language nutrition education handout.
Draft a one-page client education handout about [TOPIC] for [AUDIENCE] using [APPROVED GUIDANCE] and [CULTURAL OR PRACTICAL CONTEXT]. Include a brief explanation, 5-7 practical actions, a shopping or meal example, and a “when to contact your care team” box. Aim for [READING LEVEL]. Do not make diagnosis claims, give individualized treatment directions, or cite sources you cannot verify. Flag statements requiring local clinical approval. Check that every action is feasible with the stated budget, time, and food context. Ask up to 3 questions only if inputs are missing.
Follow-up note
Use this to turn your own visit notes into a draft documentation note.
Turn these de-identified session notes [SESSION NOTES] into a draft [SOAP OR ADIME] note for a [PRACTICE SETTING] nutrition professional. Use only documented facts. Include assessment language that distinguishes reported intake from clinician interpretation, client-stated goals, education provided, agreed next steps, and items needing follow-up. Do not add diagnoses, measurements, counseling details, or outcomes not in the notes. Flag missing documentation needed for compliance or continuity of care. Check that the plan is consistent with the documented goals and scope. Ask up to 3 questions only if a required element is missing.
Tips
- Use de-identified summaries rather than raw charts, and keep only the minimum clinical detail needed for the task.
- Ask AI to separate client-reported information, your professional assessment, and the agreed plan; blending them creates inaccurate documentation.
- For food-record review, look for repeated patterns across days and contexts before discussing changes; a single meal is rarely enough evidence.
- Maintain an approved-resource list for handouts and evidence summaries, because unverified citations and outdated guidance can quietly enter AI drafts.
FAQ
Can a nutritionist use ChatGPT for client plans?
It can draft education and organize information, but the nutrition professional must assess the client, apply their scope and judgment, and approve any individualized plan.
Can I paste a client’s chart into an AI prompt?
Follow your organization’s privacy policy and applicable law. In most cases, use a de-identified minimum-necessary summary instead of a full chart.
Can AI identify nutrition red flags?
It can help surface items for review, but it cannot replace assessment, emergency screening, diagnosis, or referral decisions by a qualified clinician.