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  "title": "Healthcare AI Visibility Prompt Library — Free Medical Prompt Kits | Rotgar",
  "h1": "Healthcare AI visibility prompt library",
  "description": "Use 13 free healthcare prompt kits to build a fixed 24-question AI visibility monitoring set for one medical service, market and patient journey.",
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    "markdown": "Free medical AI tool\n\n# Healthcare AI visibility prompt library\n\nBuild fixed monitoring questions around the factors patients use when choosing care—without starting from a blank sheet.\n\n**13** medical verticals **24** prompts per kit **2** short interview rounds maximum\n\n[Choose your vertical](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library#prompt-library) [How it works](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library#how-it-works)\n\nWhat you get\n\n## One interview prompt creates a repeatable 24-question monitoring set.\n\nChoose the medical vertical, copy the complete Markdown prompt into an AI assistant and answer one or two focused rounds of questions. The assistant then produces a normalized brief and a fixed question set for one service, market and patient population.\n\nKeep the generated questions unchanged when you repeat the measurement. Create a separate set when the service, market or intended patient journey changes.\n\n01\n\n### Normalized brief\n\nOne service, one market, one intended patient population and the decision factors that matter for that measurement.\n\n18\n\n### Discovery prompts\n\nNon-branded questions that test whether a provider appears naturally for patient needs, access factors and choice criteria.\n\n06\n\n### Accuracy prompts\n\nBranded questions that test whether known services, locations, clinicians, coverage and other confirmed facts are described correctly.\n\nQuality-first recommendation\n\n## Recommended models and reasoning settings\n\n**These models are recommended, not required.** The kits work with any capable AI assistant. We expect the settings below to produce the most complete and stable interview and output available in each product.\n\nAvailability varies by plan. If a label is unavailable, choose the strongest model and deepest reasoning mode shown in your account. Reviewed August 25, 2026.\n\n### ChatGPT\n\nGPT-5.6 Sol · Extra High\n\n### Codex\n\nGPT-5.6 Sol · Max\n\n### Claude\n\nFable 5 · Max\n\n### Perplexity\n\nDeep Research\n\n### DeepSeek\n\nExpert Mode\n\nMeasurement design\n\n## Discovery and factual accuracy are different tests.\n\nA clinic can be absent from a non-branded recommendation and still be described correctly when named. The kits keep those signals separate so the result is easier to interpret.\n\nD01–D18\n\n### Non-branded discovery\n\nNo clinic name. Questions cover patient need, service, geography, insurance, access requirement and decision factors.\n\nB01–B06\n\n### Branded factual accuracy\n\nThe clinic is named. Questions cover confirmed services, locations, clinicians, insurance, cost, eligibility and other known facts.\n\nPriority set\n\n## Hospital and health-system service lines\n\nFocused prompt kits for high-impact clinical lines where access, eligibility, subspecialty expertise, care setting, and patient safety materially change the search journey.\n\n**6 prompt kits**\n\nMarkdown\n\n### Primary Care\n\nPreventive, acute, and chronic-care discovery with new-patient access, insurance, continuity, telehealth, and age-group fit.\n\nAdult · family · pediatric · geriatric\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/primary-care.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/primary-care.md)\n\nMarkdown\n\n### Urgent Care\n\nWalk-in, virtual, pediatric, injury, lab, and X-ray journeys with strict emergency-boundary and real-time-availability safeguards.\n\nWalk-in · same-day · diagnostics\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/urgent-care.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/urgent-care.md)\n\nMarkdown\n\n### Orthopedics\n\nBody-area, condition, surgery, non-operative care, imaging, rehabilitation, second-opinion, and specialist-expertise journeys.\n\nSports · joints · spine · trauma\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/orthopedics.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/orthopedics.md)\n\nMarkdown\n\n### Oncology\n\nCancer-type, modality, multidisciplinary, second-opinion, trial, genetics, navigation, and regional-care discovery without outcome claims.\n\nMedical · surgical · radiation\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/oncology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/oncology.md)\n\nMarkdown\n\n### Cardiology\n\nCondition, test, procedure, subspecialty, referral, second-opinion, imaging, monitoring, intervention, and rehabilitation journeys.\n\nDiagnostic · medical · interventional\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cardiology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cardiology.md)\n\nMarkdown\n\n### Women’s Health\n\nLife-stage, preventive, obstetric, gynecologic, menopause, pelvic-health, hospital, provider-fit, and access journeys.\n\nOB/GYN · surgery · menopause · pelvic health\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/womens-health.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/womens-health.md)\n\nSecondary set\n\n## Specialty and high-choice outpatient care\n\nAdditional kits for categories where modality, eligibility, total cost, financing, travel, provider credentials, and service components strongly shape patient choice.\n\n**7 prompt kits**\n\nMarkdown\n\n### Behavioral Health\n\nTherapy, psychiatry, program level, age group, modality, telehealth geography, insurance, availability, and provider-fit journeys.\n\nOutpatient · psychiatry · IOP · telehealth\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/behavioral-health.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/behavioral-health.md)\n\nMarkdown\n\n### Medical Imaging\n\nModality, body area, order requirements, insurance authorization, self-pay price, scheduling, equipment features, and reporting.\n\nMRI · CT · mammography · ultrasound\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/imaging.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/imaging.md)\n\nMarkdown\n\n### Fertility\n\nTesting, treatment, preservation, donor-assisted care, family-building pathways, coverage, total cost, lab integration, and travel.\n\nIVF · IUI · egg freezing · donor services\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/fertility.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/fertility.md)\n\nMarkdown\n\n### Dental Implants\n\nSingle-tooth, multi-tooth, full-arch, preparatory procedures, clinician roles, imaging, sedation, total cost, and financing.\n\nSingle · full arch · dentures · grafting\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/dental-implants.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/dental-implants.md)\n\nMarkdown\n\n### Ophthalmology\n\nCondition, subspecialty, diagnostic, medical, surgical, elective, insurance, Medicare, technology, second-opinion, and recovery journeys.\n\nCataract · glaucoma · retina · LASIK\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/ophthalmology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/ophthalmology.md)\n\nMarkdown\n\n### Bariatrics\n\nProcedure/program, evaluation, authorization, multidisciplinary preparation, accreditation, cost, revision care, and long-term support.\n\nSurgery · revision · medical management\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/bariatrics.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/bariatrics.md)\n\nMarkdown\n\n### Cosmetic Surgery\n\nExact procedure, surgeon credentials, accredited facility, anesthesia, itemized cost, financing, recovery, aftercare, and travel.\n\nSurgical · minimally invasive · aesthetic\n\n[Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cosmetic-surgery.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cosmetic-surgery.md)\n\nMissing a medical vertical?\n\n## Didn't find your medical vertical?\n\nSend us the vertical you need and we'll add a dedicated prompt kit to the library.\n\nBefore you paste\n\n## Use operational information, never patient information.\n\n- Do not paste patient records, PHI, personal medical histories or any identifiable patient information into an AI assistant.\n- The kits generate monitoring questions. They do not diagnose patients, give personal medical advice or run the monitoring for you.\n- Review the privacy, retention and acceptable-use terms of the AI product and plan used by your organization.\n\nProduct marks identify compatible AI assistants and do not imply affiliation, sponsorship or endorsement. All trademarks belong to their respective owners. [View asset sources ](https://rotgar.com/images/tools/healthcare-ai-visibility-prompt-library/ATTRIBUTION.md)\n\nRelated evidence and guidance\n\n## Move from a prompt set to a measurable AI visibility program.\n\nAI Visibility Audit\n\n## See how your clinic appears in AI answers\n\nThe AI visibility audit starts with one clinic or selected location, one priority market and one patient language.\n\n**Best fit** Clinics, hospitals and medical groups in:\n\n- Dental\n- Aesthetic medicine\n- Physiotherapy\n- Fertility & IVF\n- Dermatology\n- Hair transplant\n- Cosmetic plastic surgery\n- Mental health\n- Multi-specialty groups\n\n- Your current visibility and named competitors\n- The sources AI answers cite\n- A prioritized list of improvements to implement\n\nNeed to cover several clinics, locations, countries, markets or patient languages? [Book a 30-minute call ](https://calendly.com/z-rotgar/30min) We’ll discuss the scope for your organization.\n",
    "headings": [
      {
        "level": 1,
        "text": "Healthcare AI visibility prompt library"
      },
      {
        "level": 2,
        "text": "One interview prompt creates a repeatable 24-question monitoring set.",
        "id": "prompt-answer-heading"
      },
      {
        "level": 3,
        "text": "Normalized brief"
      },
      {
        "level": 3,
        "text": "Discovery prompts"
      },
      {
        "level": 3,
        "text": "Accuracy prompts"
      },
      {
        "level": 2,
        "text": "Recommended models and reasoning settings",
        "id": "model-heading"
      },
      {
        "level": 3,
        "text": "ChatGPT"
      },
      {
        "level": 3,
        "text": "Codex"
      },
      {
        "level": 3,
        "text": "Claude"
      },
      {
        "level": 3,
        "text": "Perplexity"
      },
      {
        "level": 3,
        "text": "DeepSeek"
      },
      {
        "level": 2,
        "text": "Discovery and factual accuracy are different tests.",
        "id": "measurement-heading"
      },
      {
        "level": 3,
        "text": "Non-branded discovery"
      },
      {
        "level": 3,
        "text": "Branded factual accuracy"
      },
      {
        "level": 2,
        "text": "Hospital and health-system service lines",
        "id": "priority-prompt-heading"
      },
      {
        "level": 3,
        "text": "Primary Care"
      },
      {
        "level": 3,
        "text": "Urgent Care"
      },
      {
        "level": 3,
        "text": "Orthopedics"
      },
      {
        "level": 3,
        "text": "Oncology"
      },
      {
        "level": 3,
        "text": "Cardiology"
      },
      {
        "level": 3,
        "text": "Women’s Health"
      },
      {
        "level": 2,
        "text": "Specialty and high-choice outpatient care",
        "id": "secondary-prompt-heading"
      },
      {
        "level": 3,
        "text": "Behavioral Health"
      },
      {
        "level": 3,
        "text": "Medical Imaging"
      },
      {
        "level": 3,
        "text": "Fertility"
      },
      {
        "level": 3,
        "text": "Dental Implants"
      },
      {
        "level": 3,
        "text": "Ophthalmology"
      },
      {
        "level": 3,
        "text": "Bariatrics"
      },
      {
        "level": 3,
        "text": "Cosmetic Surgery"
      },
      {
        "level": 2,
        "text": "Didn't find your medical vertical?",
        "id": "vertical-request-heading"
      },
      {
        "level": 2,
        "text": "Use operational information, never patient information.",
        "id": "safety-heading"
      },
      {
        "level": 2,
        "text": "Move from a prompt set to a measurable AI visibility program.",
        "id": "related-heading"
      },
      {
        "level": 2,
        "text": "See how your clinic appears in AI answers"
      }
    ],
    "tables": [],
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        "kind": "internal",
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        "text": "How it works",
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        "kind": "internal",
        "download": false
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      {
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        "kind": "internal",
        "download": true
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      {
        "text": "Download",
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        "kind": "internal",
        "download": true
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      {
        "text": "Open prompt",
        "url": "https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/urgent-care.md",
        "kind": "internal",
        "download": true
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      {
        "text": "Download",
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        "kind": "internal",
        "download": true
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        "kind": "internal",
        "download": true
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        "text": "Open prompt",
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        "kind": "internal",
        "download": true
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      {
        "text": "Download",
        "url": "https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/oncology.md",
        "kind": "internal",
        "download": true
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        "text": "Open prompt",
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        "kind": "internal",
        "download": true
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      {
        "text": "Download",
        "url": "https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cardiology.md",
        "kind": "internal",
        "download": true
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        "text": "Open prompt",
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        "download": true
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        "kind": "internal",
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        "kind": "internal",
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        "download": true
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        "kind": "internal",
        "download": true
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        "kind": "internal",
        "download": true
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        "kind": "internal",
        "download": true
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        "text": "Download",
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        "kind": "internal",
        "download": true
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        "text": "Open prompt",
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        "kind": "internal",
        "download": true
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        "text": "Download",
        "url": "https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/bariatrics.md",
        "kind": "internal",
        "download": true
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        "text": "Open prompt",
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        "kind": "internal",
        "download": true
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        "kind": "internal",
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        "text": "View asset sources",
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        "kind": "internal",
        "download": false
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