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Ranking Top 5 · AI citation

Who does AI cite most for Luxury Medical Aesthetic Clinics South Florida, Miami / Palm Beach?

youtube.com holds the strongest AI citation share on the Luxury Medical Aesthetic Clinics South Florida market at 22.21%, accumulated across 7 comparable scheduled runs in the window August 17–23, 2026.

By The Observatory DeskPublished Observed   TheObservatory.io
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AI-generated illustration · The Observatory
Governed readingMeasured by AAI Kernel · published by The ObservatoryCapture pr_1787899654665_mdddjr
Market
Luxury Medical Aesthetic Clinics South Florida
Location
Miami / Palm Beach
Observed period
August 17–23, 2026
Run type
Period run · 7 comparable runs
Queries
80 queries per run
Search engine
Google
Device
Desktop
Source location
United States
Reading
Ranking Top 5 · AI citation
“When AI answers South Florida aesthetic clinic queries, it cites platforms and medical archives — not the clinics themselves.”

Quick answer

The top-5 panel is composed entirely of platforms and non-operator domains.

Key reading

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

youtube.com holds the rank-1 position in the period-wide AI Overview citation ranking at 22.21%, with pmc.ncbi.nlm.nih.gov at 16.19% and instagram.com at 15.43% forming a cluster behind it. The top 3 actors together hold more than the remaining 2 combined. The 4 sources behind youtube.com range from 16.19% down to 4.64%, and the spread between the rank-1 and rank-5 actor is 17.57 percentage points. The panel carries no specialist clinic operator — the AI Overview citation rail for this market draws exclusively on general-purpose platforms and institutional or niche domains across the 7-run window.

Core metric

Citation share — top 5 · Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

Observed metric

Citation share — top 5

August 17–23, 202680 queries per run7 comparable runs
Citation share — top 5 · Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · August 17–23, 2026 · 7 comparable runs · AI citation · 5 ranked rows
ActorRankAIO citation sharePresence
youtube.com#122.21% AI citation sharecited in 7/7 runs
pmc.ncbi.nlm.nih.gov#216.19% AI citation sharecited in 7/7 runs
instagram.com#315.43% AI citation sharecited in 7/7 runs
plasticsurgery.org#45.90% AI citation sharecited in 7/7 runs
americanboardcosmeticsurgery.org#54.64% AI citation sharecited in 7/7 runs
How to read this tableThese three measures describe actors' visibility through sources cited in Google's AI Overviews. Each should be read separately.Rank — The actor's position based on the cumulative number of links citing its website.AIO citation share — The actor's percentage of recorded citations among the sources included in the measurement.Presence — The number of comparable daily observations in which the actor received at least one citation.For a full explanation of how these rankings are calculated, see Method & Standards.Reading basis. This card observes the AI Overview citation rail for Luxury Medical Aesthetic Clinics South Florida in the United States on Google desktop, across 7 comparable scheduled runs in the observation period August 17–23, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 80 observed queries per run. Per-actor values represent the sum of each actor's citations across all 7 comparable runs divided by one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs in the comparable window. The primary metric is AI citation share on this market.Read with how readings are scoped and run metadata · what this card does not claim.Produced using AI and automated checks. See methodology.

How the actors read on the surface

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

youtube.com

youtube.com holds the strongest AI citation share on this market at 22.21%, accumulated across the 7-run window. A general-purpose platform, it was cited in 7 of 7 comparable runs — the AI Overview surface for luxury medical aesthetic queries in South Florida consistently reached for video content as a citation source.

pmc.ncbi.nlm.nih.gov

pmc.ncbi.nlm.nih.gov records 16.19% AI citation share on this market and sits 6.02 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this domain appears on the AI Overview citation panel as a niche domain — a medical-literature archive surfaced by AI Overviews when answering aesthetic clinic queries.

instagram.com

instagram.com records 15.43% AI citation share on this market, sitting 6.78 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies a position on the AI Overview citation panel as a social platform — a second general-purpose platform in the top three alongside youtube.com.

plasticsurgery.org

plasticsurgery.org records 5.90% AI citation share on this market and sits 16.31 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it appears as a niche domain — an industry-body source that AI Overviews reference at a fraction of the volume directed to the top three.

americanboardcosmeticsurgery.org

americanboardcosmeticsurgery.org records 4.64% AI citation share on this market, the lowest on the governed panel, and sits 17.57 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies the rank-5 position as a niche domain — a credentialing-body source at the bottom of the observed citation surface.

Pattern on the observed surface

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

The panel splits into two tiers

The panel splits into two tiers. The top three — youtube.com, pmc.ncbi.nlm.nih.gov, and instagram.com — form a concentrated cluster, with the top 2 actors together holding more than the remaining 3 combined. Below them, plasticsurgery.org and americanboardcosmeticsurgery.org compress into a narrow lower band. The surface is platform-heavy: two of the top three positions belong to general-purpose platforms, while the remaining three are niche domains. No specialist operator appears anywhere on the governed panel — the AI Overview citation rail for this market is shaped entirely by non-operator sources.

Why this reading matters

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

youtube.com, the rank-1 actor by cumulative AI citation volume over the period, is a general-purpose platform with no specialization in medical aesthetics. The AI Overview citation surface for South Florida luxury aesthetic clinics draws on video, medical literature, and social media rather than on any domain operated by a clinic — a structural composition that distinguishes this citation rail from what a market operator might expect.

Market implication

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026

The observed AI Overview citation rail for this market signals that AI Overviews source their answers from platforms and institutional archives rather than from specialist clinic domains. This observation suggests that the AI citation surface for luxury medical aesthetic clinics in South Florida is structurally open to any operator that can generate citable content on these non-operator surfaces — or that can position its own domain as a direct citation source in future windows.

Read within the scope and limitations of this card.

Observatory Reading — Citable Proof Capsule

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Scope:
Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach
Surface:
AI citation · Google · Desktop
Observed:
August 17–23, 2026
Published:
August 29, 2026

Method: How readings are scoped · Run metadata · Source protocol · Corrections and right of reply

Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking.

Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date. Terms · Citation guide

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The complete citation record · revision 64b4210cf9cacdf8
Who does AI cite most for Luxury Medical Aesthetic Clinics South Florida, Miami / Palm Beach?

Source: https://theobservatory.io/articles/aesthetic-clinics-miami-palm-beach-most-cited-by-ai-august-17-23-2026
Scope: Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · Google · Desktop
Family: Ranking Top 5
Observed: August 17–23, 2026 (2026-08-17/2026-08-23)
Published: August 29, 2026
Method — How readings are scoped: https://theobservatory.io/method#standards
Method — Run metadata: https://theobservatory.io/method/panel#run-metadata
Method — Source protocol: https://theobservatory.io/method#source-protocol
Method — Corrections and right of reply: https://theobservatory.io/method#corrections
Public table: https://theobservatory.io/articles/aesthetic-clinics-miami-palm-beach-most-cited-by-ai-august-17-23-2026/data.csv
Citation text: https://theobservatory.io/articles/aesthetic-clinics-miami-palm-beach-most-cited-by-ai-august-17-23-2026/citation.txt
Reuse terms: https://theobservatory.io/terms

youtube.com holds the strongest AI citation share on the Luxury Medical Aesthetic Clinics South Florida market at 22.21%, accumulated across 7 comparable scheduled runs in the window August 17–23, 2026.

Key facts:
• youtube.com: 22% AI citation share · cited in 7/7 runs
• pmc.ncbi.nlm.nih.gov: 16% AI citation share · cited in 7/7 runs
• instagram.com: 15% AI citation share · cited in 7/7 runs

Published table — Citation share — top 5 (August 17–23, 2026 · 80 queries per run · 7 comparable runs): Rank · Actor · Citation share
1. youtube.com — 22.21% AI citation share · cited in 7/7 runs — #1
2. pmc.ncbi.nlm.nih.gov — 16.19% AI citation share · cited in 7/7 runs — #2
3. instagram.com — 15.43% AI citation share · cited in 7/7 runs — #3
4. plasticsurgery.org — 5.90% AI citation share · cited in 7/7 runs — #4
5. americanboardcosmeticsurgery.org — 4.64% AI citation share · cited in 7/7 runs — #5

Reading basis: This card observes the AI Overview citation rail for Luxury Medical Aesthetic Clinics South Florida in the United States on Google desktop, across 7 comparable scheduled runs in the observation period August 17–23, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 80 observed queries per run. Per-actor values represent the sum of each actor's citations across all 7 comparable runs divided by one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs in the comparable window. The primary metric is AI citation share on this market.

Limitations and non-claims:
— Observes the observed AI citation surface only; within a defined scope and window.
— A period aggregate (7 comparable runs) — not a claim about bookings, revenue, or market share.
— Scoped to Luxury Medical Aesthetic Clinics South Florida Miami / Palm Beach, August 2026; not generalisable beyond this market and window.

— The Observatory · Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · Google · Desktop · August 17–23, 2026
Based on governed AAI Kernel evidence. Capture identifier: pr_1787899654665_mdddjr. Cite freely with attribution. Published by The Observatory.
Source footnote: Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.
Attribution: Published by The Observatory · Based on an AAI Kernel capture · governed by The Observatory editorial system
Cite: According to The Observatory (August 29, 2026), Who does AI cite most for Luxury Medical Aesthetic Clinics South Florida, Miami / Palm Beach?. https://theobservatory.io/articles/aesthetic-clinics-miami-palm-beach-most-cited-by-ai-august-17-23-2026

This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset.
Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking.
Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date.
Revision: 64b4210cf9cacdf8

This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset.

The Observatory — attested

— The Observatory · Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · Google · Desktop · August 17–23, 2026

Based on governed AAI Kernel evidence. Capture identifier pr_1787899654665_mdddjr. Cite freely with attribution. Published by The Observatory.

FAQ

What does AI citation share on this market measure?
It measures how often a domain appears as a cited source inside AI Overview answers when Google responds to queries in the Luxury Medical Aesthetic Clinics South Florida market. It does not measure who opens those AI answers, nor does it reflect organic search ranking.
Why are there no specialist clinics on this panel?
The governed top-5 panel reflects only the domains most frequently cited by AI Overviews across 80 observed queries over 7 comparable runs (August 17–23, 2026). The absence of specialist clinic domains means that, on this surface and in this window, AI Overviews drew their citations from platforms and institutional sources rather than from clinic-operated websites.
Can this card establish a longer-term pattern?
No. This card observes a 7-run window. AI Overview content varies by query, model behavior, and date. A single window does not establish a longer-term pattern or predict future citation behavior.

Scope and limitations

Luxury Medical Aesthetic Clinics South Florida · Miami / Palm Beach · AI citation · August 17–23, 2026 · what this card does not claim

  • Observes the observed AI citation surface only; within a defined scope and window.
  • A period aggregate (7 comparable runs) — not a claim about bookings, revenue, or market share.
  • Scoped to Luxury Medical Aesthetic Clinics South Florida Miami / Palm Beach, August 2026; not generalisable beyond this market and window.

Method & source

This card observes the AI Overview citation rail for Luxury Medical Aesthetic Clinics South Florida in the United States on Google desktop, across 7 comparable scheduled runs in the observation period August 17–23, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 80 observed queries per run. Per-actor values represent the sum of each actor's citations across all 7 comparable runs divided by one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs in the comparable window. The primary metric is AI citation share on this market.

The complete methodology — scope, panels, run conditions and corrections — is set out on the Method page.

Source protocol · How readings are scoped · Run metadata · Corrections

Period observation across 7 comparable scheduled runs (August 17–23, 2026). AI Overview citation evidence available on 7 of 7 runs. This observation does not establish a longer-term pattern. No claim about AI opening control or organic visibility.

A capture from AAI Kernel’s governed intelligence — published by The Observatory. One reading of many; the publication date is distinct from the observed window shown above.Published 2026-08-29 · Governed capture ID · pr_1787899654665_mdddjr

Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.

Right of replyNamed in this reading? Submit a correction or a response.

Send the reading link and your proposed correction or statement to right-of-reply@theobservatory.io. We review attribution, relevance and legal concerns before publication. Our correction and reply process explains what happens next.

Governed measurements and verbatim quotations from observed AI models are distinct from The Observatory’s editorial interpretations. Original model statements are preserved as observed, including any inaccuracies they may contain. Learn more about our verification and editorial standards

Submit a statement → right-of-reply@theobservatory.io

How we read this

Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.

Method & Source

Continue the reading

The Luxury Medical Aesthetic Clinics South Florida room places this AI Citation Ranking — Top 5 reading alongside the market’s other published observations.

For the same observation window, August 17–23, 2026, Luxury Medical Aesthetic Clinics South Florida is also read in the AI Overview Ranking — Top 10 table, the Organic Ranking — Top 5 table and the Query Spotlight table; each keeps its own reading basis.

The Dubai reading and Istanbul reading examine the same AI Citation Ranking — Top 5 for August 17–23, 2026; compare the stated reading bases before drawing a cross-market conclusion.

Same market · Luxury Medical Aesthetic Clinics South Florida

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