— Ranking Top 5 · AI citation —
Who does AI cite most for Luxury Real Estate Advisory / Costa del Sol, Marbella?
youtube.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 13.86%, observed across 7 comparable scheduled runs from August 17–23, 2026.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- August 17–23, 2026
- Run type
- Period run · 7 comparable runs
- Queries
- 109 queries per run
- Search engine
- Device
- Desktop
- Source location
- Spain
- Reading
- Ranking Top 5 · AI citation
“On Marbella's AI Overview citation rail, platforms and niche domains split the surface with no actor clearing even 13.86%.”
Quick answer
youtube.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 13.86%, observed across 7 comparable scheduled runs from August 17–23, 2026.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
youtube.com holds the rank-1 position in the period-wide AI Overview citation ranking at 13.86%, but the 4 sources behind youtube.com range from 10.12% down to 7.84%. The spread between rank 1 and rank 5 is 6.02 percentage points — a narrow corridor for a panel of five. homerunmarbella.com sits 3.74 percentage points behind youtube.com, while Drumelia Real Estate sits 4.74 percentage points behind it and panoramamarbella.com sits 6.02 percentage points behind it. The AI Overview citation surface on this market shows a distributed structure over the observed period: no single actor has accumulated a commanding share of AI citations across the 7-run window.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 13.86% AI citation share | cited in 7/7 runs |
| homerunmarbella.com | #2 | 10.12% AI citation share | cited in 7/7 runs |
| facebook.com | #3 | 9.75% AI citation share | cited in 7/7 runs |
| Drumelia Real Estate | #4 | 9.12% AI citation share | cited in 7/7 runs |
| panoramamarbella.com | #5 | 7.84% AI citation share | cited in 7/7 runs |
How the actors read on the surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
youtube.com holds the strongest AI citation share on this market at 13.86% across the 7-run window. As a general-purpose platform rather than a specialist operator, its rank-1 position on the AI Overview citation rail signals that AI Overviews draw on video content when answering luxury real estate queries in Spain. youtube.com was cited in 7 of 7 comparable runs.
homerunmarbella.com records 10.12% AI citation share on this market and sits 3.74 percentage points behind youtube.com. It is the highest-placed niche domain on the panel, cited in 7 of 7 comparable runs — a position that places it ahead of both facebook.com and Drumelia Real Estate on cumulative AI citation volume over the period.
facebook.com records 9.75% AI citation share on this market, sitting 4.10 percentage points behind youtube.com. A second social platform in the top five, facebook.com was cited in 7 of 7 comparable runs, occupying a position on the AI Overview citation panel alongside youtube.com and three focused sources.
Drumelia Real Estate records 9.12% AI citation share on this market and sits 4.74 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it appears on the AI Overview citation surface as a focused source whose cumulative citation volume trails both platforms and one niche domain.
panoramamarbella.com records 7.84% AI citation share on this market, the lowest on the governed top-5 panel. It sits 6.02 percentage points behind youtube.com and was cited in 7 of 7 comparable runs.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
The panel mixes two social platforms and three niche domains
The panel mixes two social platforms and three niche domains, yet neither category pulls decisively ahead. The top 3 actors together hold more than the remaining 2 combined, but the top 2 actors together hold less than the remaining 3 combined — a structure that concentrates citation volume only slightly toward the top. The 4 sources behind youtube.com sit between 3.74 and 6.02 percentage points behind it, forming a compressed trailing group rather than a steep drop-off. All 5 actors on the panel were cited in all 7 comparable runs.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
youtube.com — a general-purpose platform — holds the rank-1 position on the AI Overview citation rail for Luxury Real Estate Advisory Marbella / Costa del Sol, ahead of three focused sources that carry market-specific domain names. The AI Overview citation surface on this market draws on a mix of platform and niche-domain content, distributing citations across both categories without concentrating them in either.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 17–23, 2026
The AI Overview citation surface on this market shows a distributed structure over the observed period. No single actor has locked in a commanding citation share across the 7-run window, and the spread between rank 1 and rank 5 is 6.02 percentage points. For any operator monitoring AI citation visibility on Luxury Real Estate Advisory Marbella / Costa del Sol, the observation signals that the citation rail remains structurally open — citation volume is shared across platforms and focused sources alike.
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Observatory Reading — Citable Proof Capsule
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- Scope:
- Luxury Real Estate Advisory / Costa del Sol · Marbella
- 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 da29bb04047f189c
Who does AI cite most for Luxury Real Estate Advisory / Costa del Sol, Marbella? Source: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-august-17-23-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · 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-real-estate-marbella-most-cited-by-ai-august-17-23-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-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 Real Estate Advisory Marbella / Costa del Sol market at 13.86%, observed across 7 comparable scheduled runs from August 17–23, 2026. Key facts: • youtube.com: 14% AI citation share · cited in 7/7 runs • homerunmarbella.com: 10% AI citation share · cited in 7/7 runs • facebook.com: 10% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (August 17–23, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 13.86% AI citation share · cited in 7/7 runs — #1 2. homerunmarbella.com — 10.12% AI citation share · cited in 7/7 runs — #2 3. facebook.com — 9.75% AI citation share · cited in 7/7 runs — #3 4. Drumelia Real Estate — 9.12% AI citation share · cited in 7/7 runs — #4 5. panoramamarbella.com — 7.84% AI citation share · cited in 7/7 runs — #5 Reading basis: This card observes the AI Overview citation rail for Luxury Real Estate Advisory Marbella / Costa del Sol in Spain 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 across all 7 runs. The primary metric is AI citation share on this market. The source query set comprises 109 observed queries. AI Overview citation evidence was available on 7 of 7 runs in the comparable window. 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 Real Estate Advisory / Costa del Sol Marbella, August 2026; not generalisable beyond this market and window. — The Observatory · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop · August 17–23, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1787901365323_uv07yk. 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 Real Estate Advisory / Costa del Sol, Marbella?. https://theobservatory.io/articles/luxury-real-estate-marbella-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: da29bb04047f189c
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 Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop · August 17–23, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1787901365323_uv07yk. 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 answers, nor does it reflect organic search ranking.
- Does this card prove a longer-term trend?
- No. This card observes 7 comparable scheduled runs in an observation period from August 17–23, 2026. AI Overview content varies by query, model, and date, so this period observation does not establish a multi-month trajectory.
- Why do two social platforms appear in the top 5?
- youtube.com and facebook.com are classified as social platforms rather than specialist operators. Their presence on the AI Overview citation rail reflects the sources AI Overviews drew on when answering this market's 109 queries during the observed window — it does not imply business-market positioning.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · 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 Real Estate Advisory / Costa del Sol Marbella, August 2026; not generalisable beyond this market and window.
Method & source
This card observes the AI Overview citation rail for Luxury Real Estate Advisory Marbella / Costa del Sol in Spain 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 across all 7 runs. The primary metric is AI citation share on this market. The source query set comprises 109 observed queries. AI Overview citation evidence was available on 7 of 7 runs in the comparable window.
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_1787901365323_uv07yk
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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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.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 Real Estate Advisory Marbella / Costa del Sol 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 Real Estate Advisory Marbella / Costa del Sol 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 Bangkok / Phuket reading and Dubai 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.
