— Ranking Top 5 · AI citation —
Who does AI cite most for Luxury Hospitality, French Riviera?
youtube.com holds the strongest AI citation share on the Luxury Hospitality French Riviera market across the 7-run window (August 17–23, 2026), recording 28.53%.
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- Market
- Luxury Hospitality
- Location
- French Riviera
- Observed period
- August 17–23, 2026
- Run type
- Period run · 7 comparable runs
- Queries
- 82 queries per run
- Search engine
- Device
- Desktop
- Source location
- France
- Reading
- Ranking Top 5 · AI citation
“On the French Riviera luxury hospitality AI citation rail, platforms claim every seat — no specialist operator made the top five.”
Quick answer
The remaining four positions belong to instagram.com, facebook.com, fr.linkedin.com, and atout-france.fr.
Key reading
Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
youtube.com holds the strongest AI citation share on this market at 28.53%, accumulated across 7 comparable scheduled runs. The 4 sources behind youtube.com range from 11.57% down to 5.52%, with instagram.com at 11.57% and facebook.com at 11.31% forming a near-tied pair just behind the lead. fr.linkedin.com and atout-france.fr close the panel at 5.65% and 5.52% respectively. The top 2 actors together hold more than the remaining 3 combined. The panel is composed entirely of social platforms and a focused source — no specialist hospitality operator accumulated enough AI citation volume over this period to reach the governed top-5.
Core metric
Citation share — top 5 · Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 28.53% AI citation share | cited in 7/7 runs |
| instagram.com | #2 | 11.57% AI citation share | cited in 7/7 runs |
| facebook.com | #3 | 11.31% AI citation share | cited in 7/7 runs |
| fr.linkedin.com | #4 | 5.65% AI citation share | cited in 7/7 runs |
| atout-france.fr | #5 | 5.52% AI citation share | cited in 7/7 runs |
How the actors read on the surface
Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
youtube.com holds the strongest AI citation share on this market in this card scope, at 28.53%. It was cited in 7 of 7 comparable runs, and its lead over the next-ranked actor spans 16.96 percentage points — a gap that separates it clearly from the rest of the panel.
instagram.com records 11.57% AI citation share on this market and sits 16.96 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies the second position on the period-wide ranking, narrowly ahead of facebook.com.
facebook.com records 11.31% AI citation share on this market, sitting 17.23 percentage points behind youtube.com. Its share trails instagram.com by a slim margin, and it too was cited in 7 of 7 comparable runs across the window.
fr.linkedin.com records 5.65% AI citation share on this market and sits 22.88 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies a position in the lower portion of the panel alongside atout-france.fr.
atout-france.fr records 5.52% AI citation share on this market, the lowest value on the governed top-5 panel. It sits 23.01 percentage points behind youtube.com and was cited in 7 of 7 comparable runs across the window.
Pattern on the observed surface
Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
The panel is top-heavy
The panel is top-heavy: youtube.com commands a clear lead, while instagram.com and facebook.com cluster tightly behind it. Below that pair, fr.linkedin.com and atout-france.fr form a second, lower cluster. The spread between the top and bottom of the panel is 23.01 percentage points. Every actor on the governed top-5 was cited in all 7 comparable runs, yet the surface is shaped by social platforms and a focused source rather than by specialist hospitality operators.
Why this reading matters
Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
youtube.com, a general-purpose platform, holds the strongest accumulated AI citation share on this market panel across the 7-run window. The absence of any specialist hospitality domain from the governed top-5 means that when AI Overviews cite sources for luxury hospitality queries on the French Riviera, the citation surface draws entirely on platforms and a focused source — not on the operators that actually serve this market.
Market implication
Luxury Hospitality · French Riviera · AI citation · August 17–23, 2026
The AI Overview citation rail for Luxury Hospitality French Riviera is shaped entirely by platforms and a focused source across this 7-run window. For any operator monitoring AI citation visibility on this market, the observation signals that specialist hospitality domains have not accumulated enough citation volume over the period to reach the governed top-5. The 23.01 percentage-point spread between youtube.com and atout-france.fr underscores how concentrated the lead position is relative to the rest.
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Observatory Reading — Citable Proof Capsule
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- Scope:
- Luxury Hospitality · French Riviera
- 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 69b02e4883849fa8
Who does AI cite most for Luxury Hospitality, French Riviera? Source: https://theobservatory.io/articles/luxury-hospitality-french-riviera-most-cited-by-ai-august-17-23-2026 Scope: Luxury Hospitality · French Riviera · 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/luxury-hospitality-french-riviera-most-cited-by-ai-august-17-23-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-hospitality-french-riviera-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 Hospitality French Riviera market across the 7-run window (August 17–23, 2026), recording 28.53%. Key facts: • youtube.com: 29% AI citation share · cited in 7/7 runs • instagram.com: 12% AI citation share · cited in 7/7 runs • facebook.com: 11% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (August 17–23, 2026 · 82 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 28.53% AI citation share · cited in 7/7 runs — #1 2. instagram.com — 11.57% AI citation share · cited in 7/7 runs — #2 3. facebook.com — 11.31% AI citation share · cited in 7/7 runs — #3 4. fr.linkedin.com — 5.65% AI citation share · cited in 7/7 runs — #4 5. atout-france.fr — 5.52% AI citation share · cited in 7/7 runs — #5 Reading basis: This card observes the AI Overview citation rail for Luxury Hospitality French Riviera in France 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, using one single period-wide denominator. The observation is aggregated from 82 observed queries. AI Overview citation evidence was available on 7 of 7 runs. 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 Hospitality French Riviera, August 2026; not generalisable beyond this market and window. — The Observatory · Luxury Hospitality · French Riviera · AI citation · Google · Desktop · August 17–23, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1791393589462_waebqh. 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 Hospitality, French Riviera?. https://theobservatory.io/articles/luxury-hospitality-french-riviera-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: 69b02e4883849fa8
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 · Luxury Hospitality · French Riviera · AI citation · Google · Desktop · August 17–23, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1791393589462_waebqh. Cite freely with attribution. Published by The Observatory.
FAQ
- What does AI citation share on this market measure?
- It measures how often an actor's domain appears as a cited source inside AI Overview answers across the market's observed query set. It does not measure who opens those AI Overview answers, nor does it reflect organic search ranking.
- Can this card establish a longer-term trend?
- No. This card observes an observation period of 7 comparable scheduled runs (August 17–23, 2026). AI Overview content varies by query, model, and date. The observation captures one period and does not establish a multi-month trajectory.
- Why are there no specialist hospitality operators on the panel?
- The governed top-5 panel is ranked by cumulative AI citation volume over the period. Over these 7 runs and 82 observed queries, no specialist hospitality domain accumulated enough citations to reach the top 5. The panel reflects what AI Overviews actually cited, not the broader set of actors in the market.
Scope and limitations
Luxury Hospitality · French Riviera · 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 Hospitality French Riviera, August 2026; not generalisable beyond this market and window.
Method & source
This card observes the AI Overview citation rail for Luxury Hospitality French Riviera in France 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, using one single period-wide denominator. The observation is aggregated from 82 observed queries. AI Overview citation evidence was available on 7 of 7 runs. 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 trend. 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_1791393589462_waebqh
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.
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Submit a statement → right-of-reply@theobservatory.ioHow 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 & SourceContinue the reading
The Luxury Hospitality French Riviera 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 Hospitality French Riviera 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 Italy 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.







