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  "title": "How to improve AI visibility for a cosmetic surgery practice | Rotgar",
  "h1": "How to improve AI visibility for a cosmetic surgery practice",
  "description": "Audit rhinoplasty and facelift visibility in ChatGPT, Gemini, AI Overviews and AI Mode. A practical guide to surgeon, facility and source-page improvements.",
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    "markdown": "Cosmetic plastic surgery · Practical guide\n\n# How to improve AI visibility for a cosmetic surgery practice\n\nA procedure-led workflow for US practice owners and marketing teams: inspect how AI answers connect your clinic, surgeon and operating facility, clarify the approved information and repeat the same checks.\n\nBy [Evgeniy Yudin](https://rotgar.com/about), Founder and Strategy Lead · Published October 30, 2026\n\nImprove AI visibility by auditing **procedure × surgeon × operating facility × platform**, not one practice-wide score. Save the exact rhinoplasty, facelift or breast-augmentation question, inspect the clinic and surgeon named in each answer, verify whether a cited location is a consultation site or an operating facility, clarify the relevant approved pages and repeat the same checks.\n\n## Make the surgical relationship explicit before choosing a website task\n\nA practice mention does not establish that the named surgeon performs the requested operation at the address in the answer. A consultation office, operating facility and group headquarters should not be collapsed into one location. Record what the answer says and what the cited source actually establishes; keep an unresolved relationship marked unknown.\n\nStep 1\n\n## Choose one procedure and a real market\n\nStart with the operation the practice actually offers and the market it serves. Cross each procedure below with your real catchment and keep that choice fixed. New York City, Chicago and Miami are the three markets in our research panel.\n\n**Repeat each procedure row in each selected market; keep discovery and evidence questions separate**\n\n| Procedure and scope | Reusable questions for each market |\n| --- | --- |\n| Rhinoplasty Use the practice’s actual rhinoplasty offering. Do not infer an operating facility from the surgeon’s consultation address. | <br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for rhinoplasty? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer rhinoplasty? Identify the surgeon and operating facility, and link to the evidence. <br> |\n| Facelift surgery Keep a surgical facelift distinct from nonsurgical facial treatments and from a generic facial-rejuvenation menu. | <br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for facelift surgery? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer facelift surgery? Identify the surgeon and operating facility, and link to the evidence. <br> |\n| Breast augmentation Check the named operation, surgeon and facility. Do not treat a broad breast-services page as confirmation of every procedure. | <br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for breast augmentation? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer breast augmentation? Identify the surgeon and operating facility, and link to the evidence. <br> |\n\nReplace `[city]` before collecting a baseline. Keep an unbranded discovery question separate from a named-clinic fact check. Save the discovery and evidence questions as two distinct inputs.\n\nStep 2\n\n## Keep four platform records and three different observations\n\nRecord **answer presence, provider mentions and source citations separately**. A clinic may be named without a link to its website. A surgeon may be named without the practice. A cited practice page does not necessarily mean that practice was recommended. Do not blend these into one visibility score.\n\n### ChatGPT\n\nSave the exact question, answer, clinic and surgeon mentions, any procedure-and-facility statement, and visible cited URLs. Record whether the capture came from the consumer interface or a monitoring provider, along with available model and search settings.\n\n### Gemini\n\nCapture Gemini’s own answer and sources under the same recorded market and question. Inspect its affiliations and facility references independently; do not carry ChatGPT’s provider list or citations into this record.\n\n### Google AI Overviews\n\nRecord whether an AI Overview appeared. If it did, inspect the overview’s text and supporting links. If it did not, retain “no AI Overview” as the result. Organic listings and map results below it are not an AI Overview answer, and no feature is not proof of clinic absence.\n\n### Google AI Mode\n\nCapture AI Mode separately, including its own named providers and sources. An AI Overview is not a substitute for this record. Save a changed or follow-up question as a different input rather than silently replacing the original.\n\n**Checking basis:** the [historical Plastic Surgery source comparison](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery) concerns Google Top 20, ChatGPT and Gemini source sets. It is not a measurement of AI Overviews or AI Mode. The [separate four-platform cosmetic-surgery study](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study) retains its own questions, collection method and outcomes.\n\nStep 3\n\n## Use an auditable answer-and-source sheet\n\nGive every capture a stable row key and retain the saved answer in a review folder. The following fields form a reusable log, not a composite rating:\n\nInput and capture time\n\nExact question, procedure, market, platform, interface or provider, available settings and UTC capture time.\n\nAnswer and provider mentions\n\nAnswer present, no AI feature, or technical failure; clinic name, surgeon name and the wording attaching them to the procedure.\n\nConsultation site\n\nThe address identified for consultation and the page establishing its purpose. Do not copy it into the operating-facility field.\n\nOperating facility\n\nThe named operating facility, its relationship to the procedure and surgeon, and the source establishing that relationship; otherwise unknown.\n\nSource and statement\n\nExact cited URL, the statement being checked, source retrieval date and a retained excerpt or private evidence snapshot.\n\nDecision and owner\n\nConfirmed, outdated, contradictory or not established; practice approver, page owner, approved change, implementation date and follow-up capture.\n\nDo not put patient records, private consultations or personal health details into this log. A public clinic, surgeon or facility statement can be checked without supplying patient information. Keep a missing answer, an unanswered factual question and a technical collection failure distinct.\n\nStep 4\n\n## Turn a recorded finding into an owned action\n\nMatch the finding in your saved answer to an action below. The linked checking basis explains the platform guidance or research behind each step; assign a page owner and retain the implementation date.\n\n**Cosmetic-surgery findings → action → contextual checking basis**\n\n| What you record | What to inspect or change |\n| --- | --- |\n| The practice appears for broad cosmetic-surgery questions, but the priority procedure is unclear | <br> Inspect the cited procedure page. Give the actual rhinoplasty, facelift or breast-augmentation offering a useful page, with its surgeon, consultation route and documented facility relationship. <br> **Checking basis:** [Google’s people-first content guidance](https://developers.google.com/search/docs/fundamentals/creating-helpful-content). Use the visitor’s procedure question to judge which information the page needs. <br> |\n| A surgeon is named without a current practice affiliation | <br> Check the dated source, full surgeon name, current practice profile and procedure links. Ask the practice to confirm the affiliation and approve any qualification wording before editing. <br> **Checking basis:** [Medical-provider shortlist study](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists). The broader study tracks organizations in provider-selection answers. Keep a named surgeon and the practice brand identifiable in your own records. <br> |\n| A consultation address is presented as the operating facility | <br> Save the exact statement and cited URL. Keep consultation site and operating facility in separate fields, and ask the clinic to confirm the procedure-specific relationship. Leave the facility unknown when the source does not establish it. <br> **Checking basis:** [Cosmetic-surgery source-page follow-up](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#source-follow-up). The study codes consultation-location and operating-facility evidence separately. Use that same distinction when checking a surgical answer. <br> |\n| A facelift question is answered with a nonsurgical service | <br> Check the answer and its cited page. Distinguish the practice’s surgical facelift service from nonsurgical facial treatments, and have the surgical team approve the corrected service description. <br> **Checking basis:** [Google’s visible-content and markup guidance](https://developers.google.com/search/docs/appearance/ai-features). The page text, navigation and structured data should describe the same offering. <br> |\n| The answer cites an old directory, surgeon biography or facility page | <br> Preserve that external URL and capture time. Compare the statement with the practice’s current approved information, identify the factual discrepancy and send the source owner the documented correction. <br> **Checking basis:** [Historical Plastic Surgery source-overlap subset](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery). The surgical subset compares Google, ChatGPT and Gemini source sets. Inspect the assistant’s actual cited page rather than your Google rankings alone. <br> |\n| A cost or qualification statement lacks its scope | <br> Record the wording, date and source. Ask the clinic which procedure and facility it concerns, what the quoted scope includes and what qualifications it can substantiate. Publish the approved scope and a clear consultation route. <br> **Checking basis:** [Google’s reliability and sourcing questions](https://developers.google.com/search/docs/fundamentals/creating-helpful-content). Make the factual source and the person responsible for approving the information visible to the team. <br> |\n| An important page is blocked, image-only or hard to reach internally | <br> Check indexing and snippet eligibility, expose important approved information as readable text, and connect procedure, surgeon and facility pages with descriptive crawlable links. <br> **Checking basis:** [Google’s AI-feature eligibility guidance](https://developers.google.com/search/docs/appearance/ai-features). Google requires indexed, snippet-eligible supporting pages and recommends readable text and internal links. <br> |\n| The practice appears once, then the sources or named providers change | <br> Repeat the exact question under recorded conditions before choosing an edit. Compare answer presence, clinic and surgeon mentions, facility statements and cited URLs separately, retaining all capture times. <br> **Checking basis:** [Four-platform cosmetic-surgery repeat-source comparisons](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability). The surgical panel repeats each exact question three times per platform. Compare that baseline variation before assigning a website task. <br> |\n\n## Build a procedure, surgeon and facility trail a visitor can inspect\n\n### Rhinoplasty: give the specific offering a coherent page\n\n- Use the practice’s approved description of its rhinoplasty service, not an interchangeable “cosmetic surgery” paragraph.\n- Connect the procedure to the surgeon’s current practice profile and a public consultation route.\n- State the operating-facility relationship only when the clinic can substantiate it. Label a consultation address by its actual purpose.\n- Keep any clinical scope, qualification or recovery wording with the practice’s clinical approver; marketing staff should not fill missing medical details.\n\nUse [Google’s helpful-content questions](https://developers.google.com/search/docs/fundamentals/creating-helpful-content) to check whether the rhinoplasty page answers the visitor’s real procedure-and-provider question.\n\n### Facelift: separate surgery from a nonsurgical menu\n\n- Check the page title, visible explanation, navigation and markup for a consistent description of the actual surgical offering.\n- Keep nonsurgical facial treatments on clearly distinguished pages; do not use their availability to imply a surgical service.\n- Link the facelift page to the responsible surgeon’s current profile and the documented consultation and facility information.\n- If a saved answer mixes the two services, retain its exact wording and source before asking the clinic to approve a clarification.\n\n[Google’s AI-feature guidance](https://developers.google.com/search/docs/appearance/ai-features) calls for important information in readable text and markup that matches the visible content.\n\n### Breast augmentation: keep the operation and evidence scope visible\n\n- Inspect whether the cited page describes the requested operation or only a broad breast-services category.\n- Use the practice-approved procedure name and connect it to the relevant surgeon profile.\n- Keep any consultation, facility, qualification or fee-scope statement tied to the dated source that establishes it.\n- Mark an unestablished detail for clinic review instead of inferring it from a photograph, testimonial, directory category or another procedure page.\n\n### Surgeon and facility: keep identities and locations separate\n\n- Use the surgeon’s documented name and current affiliation consistently across approved practice pages; check the cited external biography separately.\n- Distinguish the consultation site from the operating facility and any group headquarters. A location page should state its actual role.\n- Link each procedure to the relevant profile and location information with descriptive `<a href>` links. Keep the destination readable without a booking interaction.\n- Ask the clinic to approve any credential, operating arrangement or accreditation statement.\n\n[Google’s crawlable-link guidance](https://developers.google.com/search/docs/crawling-indexing/links-crawlable) explains link markup and descriptive anchor text. Check the actual procedure–surgeon–facility navigation in the rendered page, not only a sitemap or schema file.\n\nStep 5\n\n## Repeat the exact questions and retain the change log\n\nSave repeated baseline captures before editing. After an approved change, rerun the same questions with the same recorded market and collection method. Compare answer presence, practice and surgeon mentions, facility statements and cited sources as separate outcomes.\n\nUse a short chain: observed statement → cited source → clinic-approved correction → page owner → implementation date → follow-up capture. Keep some comparable questions unchanged to see background variation alongside the work.\n\nThe [broader ChatGPT stability study](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability) distinguishes model-and-effort configurations. The [new cosmetic-surgery repeat-source comparisons](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability) examine the separate four-platform panel.\n\nResearch and platform guidance\n\n## Research behind the cosmetic-surgery workflow\n\n### The historical Plastic Surgery source-overlap subset\n\nThe [US-English Plastic Surgery subset](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery) concerns rhinoplasty, facelift and breast-augmentation questions within the broader medical source-overlap panel. It compares cited sources from ChatGPT and Gemini with paired Google Top 20 results, separately from AI Overviews and AI Mode.\n\nIn that August 7, 2026 subset, mean exact-URL overlap with Google Top 20 was **15.7% for ChatGPT** across 36 eligible checks and **49.2% for Gemini** across 29. Mean similarity between the assistants’ cited-domain sets was **8.3%** across 29 matched question pairs. This is why the checking sheet keeps Google rankings and each assistant’s actual sources separate.\n\n### The broader shortlist and stability studies\n\nThe [medical-provider shortlist study](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists) and [ChatGPT model-and-effort stability study](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability) provide broader methods for separating provider identities and checking variation. Their populations and configurations remain their own; this guide does not relabel all-medical or other-specialty findings as cosmetic-surgery results.\n\n### A separate four-platform cosmetic-surgery record\n\nThe [cosmetic plastic surgery four-platform study](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study) contains the new panel’s exact questions, capture outcomes, cited-source comparisons and selected-source review. Its downloadable tables let your team inspect and reuse the evidence behind this workflow.\n\nAcross 25 inspected unique pages in the fixed first-citation sample, **7 identified a consultation location** and **4 explicitly identified an operating facility**. This is a reason to inspect the two relationships separately, rather than copying one address into both fields. [Inspect the selected-page evidence and unknown states](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#source-follow-up).\n\nMean cited-hostname overlap across repeated exact questions was **ChatGPT: 11.3% across 48 defined pairs; Gemini: 36.0% across 54 defined pairs; Google AI Overviews: 27.2% across 42 defined pairs; Google AI Mode: 23.6% across 54 defined pairs**. [See the pair definitions and results](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability).\n\n### Google eligibility and usable public information\n\n[Google’s AI-feature guidance](https://developers.google.com/search/docs/appearance/ai-features) requires a supporting page to be indexed and snippet-eligible. It recommends readable text and internal links, with no special AI schema required. [Crawlable descriptive links](https://developers.google.com/search/docs/crawling-indexing/links-crawlable) let visitors follow the procedure, surgeon and facility information.\n\nFor the definitions used in your checking sheet, see [AI visibility measurement](https://rotgar.com/resources/ai-visibility-measurement) and [Rotgar’s measurement methodology](https://rotgar.com/medical/methodology). Keep the observed answer, the source-page fact and the team’s interpretation in separate fields.\n\nFrom the checking sheet to implementation\n\n## When the work needs implementation ownership\n\nThis guide describes checks a practice team can run itself. For a managed work scope, the commercial page explains how procedure, surgeon and location review connects to implementation responsibilities and repeated measurement.\n\n[Cosmetic plastic surgery AI visibility service ](https://rotgar.com/medical/niches/plastic-surgery)\n\n## How to read the recommendations\n\nThis is Rotgar’s practical interpretation of scoped research and published platform guidance, not a proven ranking formula, clinical advice or a guarantee of inclusion. No website intervention in the cited observational studies isolates the effect of these individual edits. The practice’s clinical approver owns treatment, qualification and facility statements. Unknown facts stay unknown until established.\n",
    "headings": [
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        "level": 1,
        "text": "How to improve AI visibility for a cosmetic surgery practice"
      },
      {
        "level": 2,
        "text": "Make the surgical relationship explicit before choosing a website task",
        "id": "start-title"
      },
      {
        "level": 2,
        "text": "Choose one procedure and a real market",
        "id": "choose-title"
      },
      {
        "level": 2,
        "text": "Keep four platform records and three different observations",
        "id": "platform-title"
      },
      {
        "level": 3,
        "text": "ChatGPT"
      },
      {
        "level": 3,
        "text": "Gemini"
      },
      {
        "level": 3,
        "text": "Google AI Overviews"
      },
      {
        "level": 3,
        "text": "Google AI Mode"
      },
      {
        "level": 2,
        "text": "Use an auditable answer-and-source sheet",
        "id": "record-title"
      },
      {
        "level": 2,
        "text": "Turn a recorded finding into an owned action",
        "id": "map-title"
      },
      {
        "level": 2,
        "text": "Build a procedure, surgeon and facility trail a visitor can inspect",
        "id": "implementation-title"
      },
      {
        "level": 3,
        "text": "Rhinoplasty: give the specific offering a coherent page",
        "id": "rhinoplasty-page"
      },
      {
        "level": 3,
        "text": "Facelift: separate surgery from a nonsurgical menu",
        "id": "facelift-page"
      },
      {
        "level": 3,
        "text": "Breast augmentation: keep the operation and evidence scope visible",
        "id": "breast-augmentation-page"
      },
      {
        "level": 3,
        "text": "Surgeon and facility: keep identities and locations separate",
        "id": "surgeon-facility-record"
      },
      {
        "level": 2,
        "text": "Repeat the exact questions and retain the change log",
        "id": "repeat-title"
      },
      {
        "level": 2,
        "text": "Research behind the cosmetic-surgery workflow",
        "id": "evidence-title"
      },
      {
        "level": 3,
        "text": "The historical Plastic Surgery source-overlap subset"
      },
      {
        "level": 3,
        "text": "The broader shortlist and stability studies"
      },
      {
        "level": 3,
        "text": "A separate four-platform cosmetic-surgery record"
      },
      {
        "level": 3,
        "text": "Google eligibility and usable public information"
      },
      {
        "level": 2,
        "text": "When the work needs implementation ownership",
        "id": "service-title"
      },
      {
        "level": 2,
        "text": "How to read the recommendations"
      }
    ],
    "tables": [
      {
        "caption": "Repeat each procedure row in each selected market; keep discovery and evidence questions separate",
        "rows": [
          {
            "cells": [
              {
                "text": "Procedure and scope",
                "markdown": "Procedure and scope",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Reusable questions for each market",
                "markdown": "Reusable questions for each market",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Rhinoplasty Use the practice’s actual rhinoplasty offering. Do not infer an operating facility from the surgeon’s consultation address.",
                "markdown": "Rhinoplasty Use the practice’s actual rhinoplasty offering. Do not infer an operating facility from the surgeon’s consultation address.",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Which cosmetic plastic surgery clinics in [city] should I compare for rhinoplasty? Which cosmetic plastic surgery clinics in [city] offer rhinoplasty? Identify the surgeon and operating facility, and link to the evidence.",
                "markdown": "<br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for rhinoplasty? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer rhinoplasty? Identify the surgeon and operating facility, and link to the evidence. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Facelift surgery Keep a surgical facelift distinct from nonsurgical facial treatments and from a generic facial-rejuvenation menu.",
                "markdown": "Facelift surgery Keep a surgical facelift distinct from nonsurgical facial treatments and from a generic facial-rejuvenation menu.",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Which cosmetic plastic surgery clinics in [city] should I compare for facelift surgery? Which cosmetic plastic surgery clinics in [city] offer facelift surgery? Identify the surgeon and operating facility, and link to the evidence.",
                "markdown": "<br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for facelift surgery? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer facelift surgery? Identify the surgeon and operating facility, and link to the evidence. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Breast augmentation Check the named operation, surgeon and facility. Do not treat a broad breast-services page as confirmation of every procedure.",
                "markdown": "Breast augmentation Check the named operation, surgeon and facility. Do not treat a broad breast-services page as confirmation of every procedure.",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Which cosmetic plastic surgery clinics in [city] should I compare for breast augmentation? Which cosmetic plastic surgery clinics in [city] offer breast augmentation? Identify the surgeon and operating facility, and link to the evidence.",
                "markdown": "<br> Which cosmetic plastic surgery clinics in \\[city\\] should I compare for breast augmentation? <br> Which cosmetic plastic surgery clinics in \\[city\\] offer breast augmentation? Identify the surgeon and operating facility, and link to the evidence. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      },
      {
        "caption": "Cosmetic-surgery findings → action → contextual checking basis",
        "rows": [
          {
            "cells": [
              {
                "text": "What you record",
                "markdown": "What you record",
                "header": true,
                "colSpan": 1,
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              {
                "text": "What to inspect or change",
                "markdown": "What to inspect or change",
                "header": true,
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                "rowSpan": 1
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            "cells": [
              {
                "text": "The practice appears for broad cosmetic-surgery questions, but the priority procedure is unclear",
                "markdown": "The practice appears for broad cosmetic-surgery questions, but the priority procedure is unclear",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Inspect the cited procedure page. Give the actual rhinoplasty, facelift or breast-augmentation offering a useful page, with its surgeon, consultation route and documented facility relationship. Checking basis: Google’s people-first content guidance. Use the visitor’s procedure question to judge which information the page needs.",
                "markdown": "<br> Inspect the cited procedure page. Give the actual rhinoplasty, facelift or breast-augmentation offering a useful page, with its surgeon, consultation route and documented facility relationship. <br> **Checking basis:** [Google’s people-first content guidance](https://developers.google.com/search/docs/fundamentals/creating-helpful-content). Use the visitor’s procedure question to judge which information the page needs. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "A surgeon is named without a current practice affiliation",
                "markdown": "A surgeon is named without a current practice affiliation",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Check the dated source, full surgeon name, current practice profile and procedure links. Ask the practice to confirm the affiliation and approve any qualification wording before editing. Checking basis: Medical-provider shortlist study. The broader study tracks organizations in provider-selection answers. Keep a named surgeon and the practice brand identifiable in your own records.",
                "markdown": "<br> Check the dated source, full surgeon name, current practice profile and procedure links. Ask the practice to confirm the affiliation and approve any qualification wording before editing. <br> **Checking basis:** [Medical-provider shortlist study](https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists). The broader study tracks organizations in provider-selection answers. Keep a named surgeon and the practice brand identifiable in your own records. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "A consultation address is presented as the operating facility",
                "markdown": "A consultation address is presented as the operating facility",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Save the exact statement and cited URL. Keep consultation site and operating facility in separate fields, and ask the clinic to confirm the procedure-specific relationship. Leave the facility unknown when the source does not establish it. Checking basis: Cosmetic-surgery source-page follow-up. The study codes consultation-location and operating-facility evidence separately. Use that same distinction when checking a surgical answer.",
                "markdown": "<br> Save the exact statement and cited URL. Keep consultation site and operating facility in separate fields, and ask the clinic to confirm the procedure-specific relationship. Leave the facility unknown when the source does not establish it. <br> **Checking basis:** [Cosmetic-surgery source-page follow-up](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#source-follow-up). The study codes consultation-location and operating-facility evidence separately. Use that same distinction when checking a surgical answer. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "A facelift question is answered with a nonsurgical service",
                "markdown": "A facelift question is answered with a nonsurgical service",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Check the answer and its cited page. Distinguish the practice’s surgical facelift service from nonsurgical facial treatments, and have the surgical team approve the corrected service description. Checking basis: Google’s visible-content and markup guidance. The page text, navigation and structured data should describe the same offering.",
                "markdown": "<br> Check the answer and its cited page. Distinguish the practice’s surgical facelift service from nonsurgical facial treatments, and have the surgical team approve the corrected service description. <br> **Checking basis:** [Google’s visible-content and markup guidance](https://developers.google.com/search/docs/appearance/ai-features). The page text, navigation and structured data should describe the same offering. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "The answer cites an old directory, surgeon biography or facility page",
                "markdown": "The answer cites an old directory, surgeon biography or facility page",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Preserve that external URL and capture time. Compare the statement with the practice’s current approved information, identify the factual discrepancy and send the source owner the documented correction. Checking basis: Historical Plastic Surgery source-overlap subset. The surgical subset compares Google, ChatGPT and Gemini source sets. Inspect the assistant’s actual cited page rather than your Google rankings alone.",
                "markdown": "<br> Preserve that external URL and capture time. Compare the statement with the practice’s current approved information, identify the factual discrepancy and send the source owner the documented correction. <br> **Checking basis:** [Historical Plastic Surgery source-overlap subset](https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery). The surgical subset compares Google, ChatGPT and Gemini source sets. Inspect the assistant’s actual cited page rather than your Google rankings alone. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
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            ]
          },
          {
            "cells": [
              {
                "text": "A cost or qualification statement lacks its scope",
                "markdown": "A cost or qualification statement lacks its scope",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Record the wording, date and source. Ask the clinic which procedure and facility it concerns, what the quoted scope includes and what qualifications it can substantiate. Publish the approved scope and a clear consultation route. Checking basis: Google’s reliability and sourcing questions. Make the factual source and the person responsible for approving the information visible to the team.",
                "markdown": "<br> Record the wording, date and source. Ask the clinic which procedure and facility it concerns, what the quoted scope includes and what qualifications it can substantiate. Publish the approved scope and a clear consultation route. <br> **Checking basis:** [Google’s reliability and sourcing questions](https://developers.google.com/search/docs/fundamentals/creating-helpful-content). Make the factual source and the person responsible for approving the information visible to the team. <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
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            "cells": [
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                "text": "An important page is blocked, image-only or hard to reach internally",
                "markdown": "An important page is blocked, image-only or hard to reach internally",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Check indexing and snippet eligibility, expose important approved information as readable text, and connect procedure, surgeon and facility pages with descriptive crawlable links. Checking basis: Google’s AI-feature eligibility guidance. Google requires indexed, snippet-eligible supporting pages and recommends readable text and internal links.",
                "markdown": "<br> Check indexing and snippet eligibility, expose important approved information as readable text, and connect procedure, surgeon and facility pages with descriptive crawlable links. <br> **Checking basis:** [Google’s AI-feature eligibility guidance](https://developers.google.com/search/docs/appearance/ai-features). Google requires indexed, snippet-eligible supporting pages and recommends readable text and internal links. <br>",
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                "rowSpan": 1
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                "text": "The practice appears once, then the sources or named providers change",
                "markdown": "The practice appears once, then the sources or named providers change",
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                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Repeat the exact question under recorded conditions before choosing an edit. Compare answer presence, clinic and surgeon mentions, facility statements and cited URLs separately, retaining all capture times. Checking basis: Four-platform cosmetic-surgery repeat-source comparisons. The surgical panel repeats each exact question three times per platform. Compare that baseline variation before assigning a website task.",
                "markdown": "<br> Repeat the exact question under recorded conditions before choosing an edit. Compare answer presence, clinic and surgeon mentions, facility statements and cited URLs separately, retaining all capture times. <br> **Checking basis:** [Four-platform cosmetic-surgery repeat-source comparisons](https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability). The surgical panel repeats each exact question three times per platform. Compare that baseline variation before assigning a website task. <br>",
                "header": false,
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        "url": "https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery",
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        "download": false
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        "text": "separate four-platform cosmetic-surgery study",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study",
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        "download": false
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        "download": false
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        "kind": "external",
        "download": false
      },
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        "text": "Four-platform cosmetic-surgery repeat-source comparisons",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability",
        "kind": "internal",
        "download": false
      },
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        "kind": "external",
        "download": false
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        "kind": "external",
        "download": false
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        "kind": "external",
        "download": false
      },
      {
        "text": "broader ChatGPT stability study",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "new cosmetic-surgery repeat-source comparisons",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "US-English Plastic Surgery subset",
        "url": "https://rotgar.com/medical/resources/google-top-20-chatgpt-gemini-source-overlap#plastic-surgery",
        "kind": "internal",
        "download": false
      },
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        "text": "medical-provider shortlist study",
        "url": "https://rotgar.com/medical/resources/chatgpt-medical-provider-shortlists",
        "kind": "internal",
        "download": false
      },
      {
        "text": "ChatGPT model-and-effort stability study",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "cosmetic plastic surgery four-platform study",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Inspect the selected-page evidence and unknown states",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#source-follow-up",
        "kind": "internal",
        "download": false
      },
      {
        "text": "See the pair definitions and results",
        "url": "https://rotgar.com/medical/resources/cosmetic-plastic-surgery-ai-visibility-four-platform-study#within-query-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Crawlable descriptive links",
        "url": "https://developers.google.com/search/docs/crawling-indexing/links-crawlable",
        "kind": "external",
        "download": false
      },
      {
        "text": "AI visibility measurement",
        "url": "https://rotgar.com/resources/ai-visibility-measurement",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Rotgar’s measurement methodology",
        "url": "https://rotgar.com/medical/methodology",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Cosmetic plastic surgery AI visibility service",
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        "kind": "internal",
        "download": false
      }
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