{ "format_version": 1, "canonical": "https://rotgar.com/resources", "path": "/resources", "title": "AI Visibility Research & Resources for Clinics — Rotgar", "h1": "AI visibility research and resources for clinics", "description": "Medical AI visibility research, downloadable datasets and practical guides to Google AI Overviews, ChatGPT and Gemini for clinics.", "language": "en", "kind": "collection", "source_html_sha256": "00032eda6a5089973738b106af6189eb7765de9f6fd248e08b81e00a7ae60d41", "content_markdown_sha256": "7320e458170d345536e7d780c929baf6c5ad324a586ca921f9859ba69d1ab3fb", "alternatives": { "markdown": "https://rotgar.com/machine/pages/resources.md", "json": "https://rotgar.com/machine/pages/resources.json" }, "content": { "markdown": "Resources\n\n# AI visibility research and resources for clinics\n\nOriginal medical research, reusable datasets and practical guides to how Google AI Overviews, ChatGPT and Gemini describe and recommend clinics.\n\n[Explore the guides](https://rotgar.com/resources#resources) [Book a 30-minute call](https://calendly.com/z-rotgar/30min)\n\nFor clinics\n\n## Explore the two AI visibility services\n\n[Google AI Overviews **Understand how your clinic appears in Google’s AI answers**](https://rotgar.com/medical/services/google-ai-overviews) [ChatGPT + Gemini **Track clinic mentions, factual accuracy and cited sources**](https://rotgar.com/medical/services/chatgpt-gemini)\n\nOriginal research\n\n## Original research on Google and AI visibility\n\nUS-English studies of AI citations, source overlap and the observable path from early search actions to final provider shortlists.\n\nCosmetic plastic surgery practice owners and marketing teams\n\n### [Cosmetic Plastic Surgery AI Search Visibility Across Four Platforms](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study)\n\nA fixed US panel compares cited sources and repeated answers for rhinoplasty, facelift and breast augmentation in ChatGPT, Gemini, Google AI Overviews and AI Mode.\n\n[Read the study ](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study)\n\nAesthetic clinic and medspa marketing teams\n\n### [Aesthetic Clinic AI Visibility Across Four Platforms](https://rotgar.com/medical/resources/aesthetic-clinic-ai-visibility-four-platform-study)\n\nA fixed US panel examines cited sources and repeated answers for neuromodulator injections, dermal fillers and laser resurfacing in ChatGPT, Gemini, Google AI Overviews and AI Mode.\n\n[Read the study ](https://rotgar.com/medical/resources/aesthetic-clinic-ai-visibility-four-platform-study)\n\nDentists and dental marketing teams\n\n### [Dental AI Search Visibility Across Four Platforms](https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study)\n\nA fixed US dental panel compares answer citations and repeatability in ChatGPT, Gemini, Google AI Overviews and AI Mode for cosmetic dentistry, implants and urgent care.\n\n[Read the study ](https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study)\n\nMedical organizations\n\n### [Google and AI Source Overlap Across 12 Medical Niches](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap)\n\nA descriptive US benchmark of explicit ChatGPT and Gemini citations against paired Google organic Top 20 results across 12 medical niches.\n\n[Read the study ](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap)\n\nMedical provider visibility\n\n### [ChatGPT Named Most Final-Shortlist Medical Providers in Its First Search Queries](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists)\n\nAcross 180 commercial provider-selection responses, 85.0% of final provider positions were occupied by organizations already named in the query strings of the first returned web-search action.\n\n[Read the study ](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists)\n\nMedical AI visibility\n\n### [Clinic Shortlists and Sources Across ChatGPT Models and Reasoning Efforts](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability)\n\nAcross 450 isolated ChatGPT-authenticated runs, this New York City study compares provider inclusion, presentation order and visible sources across five model and reasoning-effort configurations.\n\n[Read the study ](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability)\n\nMedical AI visibility\n\n### [When ChatGPT Adds Caveats to Clinic Recommendations](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check)\n\nA claim-level audit of 43 identified caveat families from 450 New York City clinic answers tests what was supported, overstated, stale, unsupported or unverifiable.\n\n[Read the study ](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check)\n\nChoose your task\n\n## 15 guides, organized around your next decision\n\nUnderstand a term, plan the work, check a platform or define a measurement. Research findings and reusable clinic prompt kits have their own sections.\n\n### Understand the terminology\n\nChoose the definition you need; these terms are not separate service packages.\n\nDefinition\n\n#### [What Is AI Search Optimization?](https://rotgar.com/resources/what-is-ai-search-optimization)\n\nAI search optimization is the umbrella term for being visible in AI answers. How it maps to SEO, GEO, AEO, and LLM SEO — with a surface-by-surface map.\n\n[Read the guide ](https://rotgar.com/resources/what-is-ai-search-optimization)\n\nDefinition\n\n#### [What Is Generative Engine Optimization (GEO)?](https://rotgar.com/resources/what-is-generative-engine-optimization)\n\nGenerative engine optimization (GEO) makes a brand easy for AI systems to understand, trust, and cite. Definition, research data, and what GEO is not.\n\n[Read the guide ](https://rotgar.com/resources/what-is-generative-engine-optimization)\n\nDefinition\n\n#### [What Is Answer Engine Optimization?](https://rotgar.com/resources/what-is-answer-engine-optimization)\n\nAnswer engine optimization (AEO) structures content so AI Overviews and assistants extract and attribute a direct answer. What it covers, and what it isn't.\n\n[Read the guide ](https://rotgar.com/resources/what-is-answer-engine-optimization)\n\nDefinition\n\n#### [What Is LLM SEO?](https://rotgar.com/resources/what-is-llm-seo)\n\nLLM SEO explained: how language models pick sources, why OAI-SearchBot is not GPTBot, and how LLM SEO differs from classic SEO. With data and checklists.\n\n[Read the guide ](https://rotgar.com/resources/what-is-llm-seo)\n\nGuide\n\n#### [AEO vs GEO: What's the Actual Difference?](https://rotgar.com/resources/aeo-vs-geo)\n\nAEO vs GEO compared: surfaces, signals, and where the terms overlap. Why in practice it's one job with two aims — and when each term fits. August 2026.\n\n[Read the guide ](https://rotgar.com/resources/aeo-vs-geo)\n\n### Plan, prioritize and check the work\n\nMove from an implementation sequence to priorities and a pass/fail checklist.\n\nGuide\n\n#### [AI Search Optimization: A Step-by-Step Guide from Audit to Measurement](https://rotgar.com/resources/ai-search-optimization-guide)\n\nA working AI search optimization process: baseline audit, entity fixes, answer-first content, citation building, and monthly measurement across AI surfaces.\n\n[Read the guide ](https://rotgar.com/resources/ai-search-optimization-guide)\n\nGuide\n\n#### [Generative Engine Optimization (GEO) Strategy: What to Do First](https://rotgar.com/resources/geo-strategy)\n\nA GEO strategy sequenced for small sites: five phases with deliverables and KPIs, an effort-versus-impact matrix backed by research, and what to postpone.\n\n[Read the guide ](https://rotgar.com/resources/geo-strategy)\n\nGuide\n\n#### [Generative Engine Optimization Checklist: 27 Pass/Fail Items in 5 Layers](https://rotgar.com/resources/geo-checklist)\n\nA GEO checklist in five layers — technical, entity, content, sources, measurement — with 27 pass/fail items, each with a check and a done-when criterion.\n\n[Read the guide ](https://rotgar.com/resources/geo-checklist)\n\nGuide\n\n#### [How to Get Your Business to Show Up in AI Searches](https://rotgar.com/resources/show-up-in-ai-searches)\n\nFive plain-language steps to get your business named in ChatGPT, Gemini, and Google AI answers: first move per surface, common mistakes, and a monthly check.\n\n[Read the guide ](https://rotgar.com/resources/show-up-in-ai-searches)\n\n### Work with a specific AI platform\n\nSeparate platform-specific access and answer formats from general guidance.\n\nGuide\n\n#### [ChatGPT SEO: A Practical Guide to Getting Cited in ChatGPT Answers](https://rotgar.com/resources/chatgpt-seo-guide)\n\nHow ChatGPT picks sources, which OpenAI crawlers control your visibility in robots.txt, and a step-by-step roadmap to getting named in ChatGPT answers.\n\n[Read the guide ](https://rotgar.com/resources/chatgpt-seo-guide)\n\nGuide\n\n#### [How to Rank in ChatGPT Answers](https://rotgar.com/resources/how-to-rank-in-chatgpt)\n\nHow to rank in ChatGPT answers: which factors actually influence citation, a 6-step checklist with verification steps, and what you cannot buy. August 2026.\n\n[Read the guide ](https://rotgar.com/resources/how-to-rank-in-chatgpt)\n\nGuide\n\n#### [How to Show Up in Google AI Overviews](https://rotgar.com/resources/how-to-show-up-in-ai-overviews)\n\nGoogle says there is no special markup for AI Overviews — only indexing and snippet eligibility. Six steps, an eligibility checklist, and 2026 citation data.\n\n[Read the guide ](https://rotgar.com/resources/how-to-show-up-in-ai-overviews)\n\n### Measure and interpret visibility\n\nKeep mentions, linked citations and recommendations separate, with explicit denominators.\n\nDefinition\n\n#### [What Is AI Visibility?](https://rotgar.com/resources/what-is-ai-visibility)\n\nAI visibility definition: how mention, citation, and recommendation differ as three levels of visibility in AI answers — and how citation rate measures it.\n\n[Read the guide ](https://rotgar.com/resources/what-is-ai-visibility)\n\nGuide\n\n#### [How to Measure AI Visibility: Our Method, Published in Full](https://rotgar.com/resources/ai-visibility-measurement)\n\nHow to measure AI visibility: our full method — a fixed 16-prompt battery, four AI surfaces, a clean-session protocol, and our own honest zero baseline.\n\n[Read the guide ](https://rotgar.com/resources/ai-visibility-measurement)\n\nDefinition\n\n#### [What Is an AI Visibility Score?](https://rotgar.com/resources/ai-visibility-score)\n\nAn AI visibility score measures how often AI assistants mention or cite your brand. Definition, the manual citation-rate formula, and what the score is not.\n\n[Read the guide ](https://rotgar.com/resources/ai-visibility-score)\n\nCosmetic plastic surgery\n\n## AI search for cosmetic surgery practices\n\nCosmetic surgery guide\n\n### [How to Improve AI Visibility for a Cosmetic Surgery Practice](https://rotgar.com/medical/niches/plastic-surgery/ai-visibility)\n\nA practical guide to rhinoplasty, facelift and breast-augmentation answer checks, surgeon and operating-facility information, and repeatable four-platform audits.\n\n[Read the guide ](https://rotgar.com/medical/niches/plastic-surgery/ai-visibility)\n\nAesthetic medicine\n\n## AI search for aesthetic clinics and medspas\n\nAesthetic clinic guide\n\n### [How to Get Your Aesthetic Clinic Recommended by ChatGPT](https://rotgar.com/medical/niches/aesthetic-medicine/ai-visibility)\n\nA practical US aesthetic-clinic guide to checking procedures, practitioners, branches and sources across ChatGPT, Gemini, Google AI Overviews and AI Mode.\n\n[Read the guide ](https://rotgar.com/medical/niches/aesthetic-medicine/ai-visibility)\n\nDental\n\n## AI visibility for dental practices\n\nDental guide\n\n### [AI visibility for dentists: a practical guide](https://rotgar.com/medical/niches/dental/ai-visibility)\n\nA research-led dental AI visibility guide: track ChatGPT, Gemini, Google AI Overviews and AI Mode, improve treatment and dentist pages, and check changes.\n\n[Read the guide ](https://rotgar.com/medical/niches/dental/ai-visibility)\n\nHealthcare\n\n## Practical medical AI visibility tools and guides\n\nRotgar’s own AI visibility tool\n\n### [ClinicTruth — AI search visibility tracking](https://rotgar.com/clinictruth)\n\nTrack your clinic and competitors across ChatGPT, Gemini, Google AI Overviews and AI Mode. Inspect saved answers, source pages and decision-audit findings.\n\n[Explore ClinicTruth ](https://rotgar.com/clinictruth)\n\nFree medical AI tool\n\n### [Healthcare AI Visibility Prompt Library](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library)\n\nChoose one of 13 medical verticals and generate a fixed 24-question discovery and factual-accuracy monitoring set for one service.\n\n[Use the free tool ](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library)\n\nHealthcare guide\n\n### [AI SEO for Doctors: Getting Cited in ChatGPT, Gemini, and AI Overviews](https://rotgar.com/medical/resources/ai-seo-for-doctors)\n\nAI SEO for doctors: how physicians get cited in ChatGPT, Gemini, and Google AI Overviews — and why it starts with the same foundation as classic SEO.\n\n[Read the guide ](https://rotgar.com/medical/resources/ai-seo-for-doctors)\n\nAI Visibility Audit\n\n## See how your clinic appears in AI answers\n\nDiscuss an AI visibility audit of Google AI Overviews, ChatGPT and Gemini using public data.\n\n- Your current visibility and named competitors\n- The sources linked in AI answers\n- What already works and a prioritized list of improvements\n\nSeveral locations, markets or 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": "AI visibility research and resources for clinics" }, { "level": 2, "text": "Explore the two AI visibility services", "id": "industry-heading" }, { "level": 2, "text": "Original research on Google and AI visibility", "id": "original-research-heading" }, { "level": 3, "text": "Cosmetic Plastic Surgery AI Search Visibility Across Four Platforms" }, { "level": 3, "text": "Aesthetic Clinic AI Visibility Across Four Platforms" }, { "level": 3, "text": "Dental AI Search Visibility Across Four Platforms" }, { "level": 3, "text": "Google and AI Source Overlap Across 12 Medical Niches" }, { "level": 3, "text": "ChatGPT Named Most Final-Shortlist Medical Providers in Its First Search Queries" }, { "level": 3, "text": "Clinic Shortlists and Sources Across ChatGPT Models and Reasoning Efforts" }, { "level": 3, "text": "When ChatGPT Adds Caveats to Clinic Recommendations" }, { "level": 2, "text": "15 guides, organized around your next decision", "id": "resources-heading" }, { "level": 3, "text": "Understand the terminology", "id": "understand-heading" }, { "level": 4, "text": "What Is AI Search Optimization?" }, { "level": 4, "text": "What Is Generative Engine Optimization (GEO)?" }, { "level": 4, "text": "What Is Answer Engine Optimization?" }, { "level": 4, "text": "What Is LLM SEO?" }, { "level": 4, "text": "AEO vs GEO: What's the Actual Difference?" }, { "level": 3, "text": "Plan, prioritize and check the work", "id": "implement-heading" }, { "level": 4, "text": "AI Search Optimization: A Step-by-Step Guide from Audit to Measurement" }, { "level": 4, "text": "Generative Engine Optimization (GEO) Strategy: What to Do First" }, { "level": 4, "text": "Generative Engine Optimization Checklist: 27 Pass/Fail Items in 5 Layers" }, { "level": 4, "text": "How to Get Your Business to Show Up in AI Searches" }, { "level": 3, "text": "Work with a specific AI platform", "id": "platforms-heading" }, { "level": 4, "text": "ChatGPT SEO: A Practical Guide to Getting Cited in ChatGPT Answers" }, { "level": 4, "text": "How to Rank in ChatGPT Answers" }, { "level": 4, "text": "How to Show Up in Google AI Overviews" }, { "level": 3, "text": "Measure and interpret visibility", "id": "measure-heading" }, { "level": 4, "text": "What Is AI Visibility?" }, { "level": 4, "text": "How to Measure AI Visibility: Our Method, Published in Full" }, { "level": 4, "text": "What Is an AI Visibility Score?" }, { "level": 2, "text": "AI search for cosmetic surgery practices", "id": "cosmetic-resources-heading" }, { "level": 3, "text": "How to Improve AI Visibility for a Cosmetic Surgery Practice" }, { "level": 2, "text": "AI search for aesthetic clinics and medspas", "id": "aesthetic-resources-heading" }, { "level": 3, "text": "How to Get Your Aesthetic Clinic Recommended by ChatGPT" }, { "level": 2, "text": "AI visibility for dental practices", "id": "dental-resources-heading" }, { "level": 3, "text": "AI visibility for dentists: a practical guide" }, { "level": 2, "text": "Practical medical AI visibility tools and guides", "id": "healthcare-resources-heading" }, { "level": 3, "text": "ClinicTruth — AI search visibility tracking" }, { "level": 3, "text": "Healthcare AI Visibility Prompt Library" }, { "level": 3, "text": "AI SEO for Doctors: Getting Cited in ChatGPT, Gemini, and AI Overviews" }, { "level": 2, "text": "See how your clinic appears in AI answers" } ], "tables": [], "links": [ { "text": "Explore the guides", "url": "https://rotgar.com/resources#resources", "kind": "internal", "download": false }, { "text": "Book a 30-minute call", "url": "https://calendly.com/z-rotgar/30min", "kind": "external", "download": false }, { "text": "Google AI Overviews Understand how your clinic appears in Google’s AI answers", "url": "https://rotgar.com/medical/services/google-ai-overviews", "kind": "internal", "download": 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Search Visibility Across Four Platforms", "url": "https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study", "kind": "internal", "download": false }, { "text": "Read the study", "url": "https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study", "kind": "internal", "download": false }, { "text": "Google and AI Source Overlap Across 12 Medical Niches", "url": "https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap", "kind": "internal", "download": false }, { "text": "Read the study", "url": "https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap", "kind": "internal", "download": false }, { "text": "ChatGPT Named Most Final-Shortlist Medical Providers in Its First Search Queries", "url": "https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists", "kind": "internal", "download": false }, { "text": "Read the study", "url": "https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists", "kind": "internal", "download": false }, { "text": "Clinic Shortlists and Sources Across ChatGPT Models and Reasoning Efforts", "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability", "kind": "internal", "download": false }, { "text": "Read the study", "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability", "kind": "internal", "download": false }, { "text": "When ChatGPT Adds Caveats to Clinic Recommendations", "url": "https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check", "kind": "internal", "download": false }, { "text": "Read the study", "url": "https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check", "kind": "internal", "download": false }, { "text": "What Is AI Search Optimization?", "url": "https://rotgar.com/resources/what-is-ai-search-optimization", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/what-is-ai-search-optimization", "kind": "internal", "download": false }, { "text": "What Is Generative Engine Optimization (GEO)?", "url": "https://rotgar.com/resources/what-is-generative-engine-optimization", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/what-is-generative-engine-optimization", "kind": "internal", "download": false }, { "text": "What Is Answer Engine Optimization?", "url": "https://rotgar.com/resources/what-is-answer-engine-optimization", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/what-is-answer-engine-optimization", "kind": "internal", "download": false }, { "text": "What Is LLM SEO?", "url": "https://rotgar.com/resources/what-is-llm-seo", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/what-is-llm-seo", "kind": "internal", "download": false }, { "text": "AEO vs GEO: What's the Actual Difference?", "url": "https://rotgar.com/resources/aeo-vs-geo", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/aeo-vs-geo", "kind": "internal", "download": false }, { "text": "AI Search Optimization: A Step-by-Step Guide from Audit to Measurement", "url": "https://rotgar.com/resources/ai-search-optimization-guide", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/ai-search-optimization-guide", "kind": "internal", "download": false }, { "text": "Generative Engine Optimization (GEO) Strategy: What to Do First", "url": "https://rotgar.com/resources/geo-strategy", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/geo-strategy", "kind": "internal", "download": false }, { "text": "Generative Engine Optimization Checklist: 27 Pass/Fail Items in 5 Layers", "url": "https://rotgar.com/resources/geo-checklist", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/geo-checklist", "kind": "internal", "download": false }, { "text": "How to Get Your Business to Show Up in AI Searches", "url": "https://rotgar.com/resources/show-up-in-ai-searches", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/show-up-in-ai-searches", "kind": "internal", "download": false }, { "text": "ChatGPT SEO: A Practical Guide to Getting Cited in ChatGPT Answers", "url": "https://rotgar.com/resources/chatgpt-seo-guide", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/chatgpt-seo-guide", "kind": "internal", "download": false }, { "text": "How to Rank in ChatGPT Answers", "url": "https://rotgar.com/resources/how-to-rank-in-chatgpt", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/how-to-rank-in-chatgpt", "kind": "internal", "download": false }, { "text": "How to Show Up in Google AI Overviews", "url": "https://rotgar.com/resources/how-to-show-up-in-ai-overviews", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/how-to-show-up-in-ai-overviews", "kind": "internal", "download": false }, { "text": "What Is AI Visibility?", "url": "https://rotgar.com/resources/what-is-ai-visibility", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/what-is-ai-visibility", "kind": "internal", "download": false }, { "text": "How to Measure AI Visibility: Our Method, Published in Full", "url": "https://rotgar.com/resources/ai-visibility-measurement", "kind": "internal", "download": false }, { "text": "Read the guide", "url": "https://rotgar.com/resources/ai-visibility-measurement", "kind": "internal", "download": false }, { "text": "What Is an 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