Canonical: https://rotgar.com/resources Resources # AI visibility research and resources for clinics Original medical research, reusable datasets and practical guides to how Google AI Overviews, ChatGPT and Gemini describe and recommend clinics. [Explore the guides](https://rotgar.com/resources#resources) [Book a 30-minute call](https://calendly.com/z-rotgar/30min) For clinics ## Explore the two AI visibility services [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) Original research ## Original research on Google and AI visibility US-English studies of AI citations, source overlap and the observable path from early search actions to final provider shortlists. Cosmetic plastic surgery practice owners and marketing teams ### [Cosmetic Plastic Surgery AI Search Visibility Across Four Platforms](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study) A fixed US panel compares cited sources and repeated answers for rhinoplasty, facelift and breast augmentation in ChatGPT, Gemini, Google AI Overviews and AI Mode. [Read the study ](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study) Aesthetic clinic and medspa marketing teams ### [Aesthetic Clinic AI Visibility Across Four Platforms](https://rotgar.com/medical/resources/aesthetic-clinic-ai-visibility-four-platform-study) A 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. [Read the study ](https://rotgar.com/medical/resources/aesthetic-clinic-ai-visibility-four-platform-study) Dentists and dental marketing teams ### [Dental AI Search Visibility Across Four Platforms](https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study) A 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. [Read the study ](https://rotgar.com/medical/resources/dental-ai-visibility-four-platform-study) Medical organizations ### [Google and AI Source Overlap Across 12 Medical Niches](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap) A descriptive US benchmark of explicit ChatGPT and Gemini citations against paired Google organic Top 20 results across 12 medical niches. [Read the study ](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap) Medical provider visibility ### [ChatGPT Named Most Final-Shortlist Medical Providers in Its First Search Queries](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists) Across 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. [Read the study ](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists) Medical AI visibility ### [Clinic Shortlists and Sources Across ChatGPT Models and Reasoning Efforts](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability) Across 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. [Read the study ](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability) Medical AI visibility ### [When ChatGPT Adds Caveats to Clinic Recommendations](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check) A claim-level audit of 43 identified caveat families from 450 New York City clinic answers tests what was supported, overstated, stale, unsupported or unverifiable. [Read the study ](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check) Choose your task ## 15 guides, organized around your next decision Understand a term, plan the work, check a platform or define a measurement. Research findings and reusable clinic prompt kits have their own sections. ### Understand the terminology Choose the definition you need; these terms are not separate service packages. Definition #### [What Is AI Search Optimization?](https://rotgar.com/resources/what-is-ai-search-optimization) AI 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. [Read the guide ](https://rotgar.com/resources/what-is-ai-search-optimization) Definition #### [What Is Generative Engine Optimization (GEO)?](https://rotgar.com/resources/what-is-generative-engine-optimization) Generative engine optimization (GEO) makes a brand easy for AI systems to understand, trust, and cite. Definition, research data, and what GEO is not. [Read the guide ](https://rotgar.com/resources/what-is-generative-engine-optimization) Definition #### [What Is Answer Engine Optimization?](https://rotgar.com/resources/what-is-answer-engine-optimization) Answer engine optimization (AEO) structures content so AI Overviews and assistants extract and attribute a direct answer. What it covers, and what it isn't. [Read the guide ](https://rotgar.com/resources/what-is-answer-engine-optimization) Definition #### [What Is LLM SEO?](https://rotgar.com/resources/what-is-llm-seo) LLM 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. [Read the guide ](https://rotgar.com/resources/what-is-llm-seo) Guide #### [AEO vs GEO: What's the Actual Difference?](https://rotgar.com/resources/aeo-vs-geo) AEO 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. [Read the guide ](https://rotgar.com/resources/aeo-vs-geo) ### Plan, prioritize and check the work Move from an implementation sequence to priorities and a pass/fail checklist. Guide #### [AI Search Optimization: A Step-by-Step Guide from Audit to Measurement](https://rotgar.com/resources/ai-search-optimization-guide) A working AI search optimization process: baseline audit, entity fixes, answer-first content, citation building, and monthly measurement across AI surfaces. [Read the guide ](https://rotgar.com/resources/ai-search-optimization-guide) Guide #### [Generative Engine Optimization (GEO) Strategy: What to Do First](https://rotgar.com/resources/geo-strategy) A GEO strategy sequenced for small sites: five phases with deliverables and KPIs, an effort-versus-impact matrix backed by research, and what to postpone. [Read the guide ](https://rotgar.com/resources/geo-strategy) Guide #### [Generative Engine Optimization Checklist: 27 Pass/Fail Items in 5 Layers](https://rotgar.com/resources/geo-checklist) A GEO checklist in five layers — technical, entity, content, sources, measurement — with 27 pass/fail items, each with a check and a done-when criterion. [Read the guide ](https://rotgar.com/resources/geo-checklist) Guide #### [How to Get Your Business to Show Up in AI Searches](https://rotgar.com/resources/show-up-in-ai-searches) Five 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. [Read the guide ](https://rotgar.com/resources/show-up-in-ai-searches) ### Work with a specific AI platform Separate platform-specific access and answer formats from general guidance. Guide #### [ChatGPT SEO: A Practical Guide to Getting Cited in ChatGPT Answers](https://rotgar.com/resources/chatgpt-seo-guide) How ChatGPT picks sources, which OpenAI crawlers control your visibility in robots.txt, and a step-by-step roadmap to getting named in ChatGPT answers. [Read the guide ](https://rotgar.com/resources/chatgpt-seo-guide) Guide #### [How to Rank in ChatGPT Answers](https://rotgar.com/resources/how-to-rank-in-chatgpt) How to rank in ChatGPT answers: which factors actually influence citation, a 6-step checklist with verification steps, and what you cannot buy. August 2026. [Read the guide ](https://rotgar.com/resources/how-to-rank-in-chatgpt) Guide #### [How to Show Up in Google AI Overviews](https://rotgar.com/resources/how-to-show-up-in-ai-overviews) Google says there is no special markup for AI Overviews — only indexing and snippet eligibility. Six steps, an eligibility checklist, and 2026 citation data. [Read the guide ](https://rotgar.com/resources/how-to-show-up-in-ai-overviews) ### Measure and interpret visibility Keep mentions, linked citations and recommendations separate, with explicit denominators. Definition #### [What Is AI Visibility?](https://rotgar.com/resources/what-is-ai-visibility) AI visibility definition: how mention, citation, and recommendation differ as three levels of visibility in AI answers — and how citation rate measures it. [Read the guide ](https://rotgar.com/resources/what-is-ai-visibility) Guide #### [How to Measure AI Visibility: Our Method, Published in Full](https://rotgar.com/resources/ai-visibility-measurement) How 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. [Read the guide ](https://rotgar.com/resources/ai-visibility-measurement) Definition #### [What Is an AI Visibility Score?](https://rotgar.com/resources/ai-visibility-score) An 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. [Read the guide ](https://rotgar.com/resources/ai-visibility-score) Cosmetic plastic surgery ## AI search for cosmetic surgery practices Cosmetic surgery guide ### [How to Improve AI Visibility for a Cosmetic Surgery Practice](https://rotgar.com/medical/niches/plastic-surgery/ai-visibility) A practical guide to rhinoplasty, facelift and breast-augmentation answer checks, surgeon and operating-facility information, and repeatable four-platform audits. [Read the guide ](https://rotgar.com/medical/niches/plastic-surgery/ai-visibility) Aesthetic medicine ## AI search for aesthetic clinics and medspas Aesthetic clinic guide ### [How to Get Your Aesthetic Clinic Recommended by ChatGPT](https://rotgar.com/medical/niches/aesthetic-medicine/ai-visibility) A practical US aesthetic-clinic guide to checking procedures, practitioners, branches and sources across ChatGPT, Gemini, Google AI Overviews and AI Mode. [Read the guide ](https://rotgar.com/medical/niches/aesthetic-medicine/ai-visibility) Dental ## AI visibility for dental practices Dental guide ### [AI visibility for dentists: a practical guide](https://rotgar.com/medical/niches/dental/ai-visibility) A research-led dental AI visibility guide: track ChatGPT, Gemini, Google AI Overviews and AI Mode, improve treatment and dentist pages, and check changes. [Read the guide ](https://rotgar.com/medical/niches/dental/ai-visibility) Healthcare ## Practical medical AI visibility tools and guides Rotgar’s own AI visibility tool ### [ClinicTruth — AI search visibility tracking](https://rotgar.com/clinictruth) Track your clinic and competitors across ChatGPT, Gemini, Google AI Overviews and AI Mode. Inspect saved answers, source pages and decision-audit findings. [Explore ClinicTruth ](https://rotgar.com/clinictruth) Free medical AI tool ### [Healthcare AI Visibility Prompt Library](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library) Choose one of 13 medical verticals and generate a fixed 24-question discovery and factual-accuracy monitoring set for one service. [Use the free tool ](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library) Healthcare guide ### [AI SEO for Doctors: Getting Cited in ChatGPT, Gemini, and AI Overviews](https://rotgar.com/medical/resources/ai-seo-for-doctors) AI 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. [Read the guide ](https://rotgar.com/medical/resources/ai-seo-for-doctors) AI Visibility Audit ## See how your clinic appears in AI answers Discuss an AI visibility audit of Google AI Overviews, ChatGPT and Gemini using public data. - Your current visibility and named competitors - The sources linked in AI answers - What already works and a prioritized list of improvements Several locations, markets or languages? [Book a 30-minute call ](https://calendly.com/z-rotgar/30min) We’ll discuss the scope for your organization.