— Ranking Top 5 · AI citation —
Who does AI cite most for Luxury Real Estate Advisory / Costa del Sol, Marbella?
facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 12.01%, observed across 7 comparable scheduled runs in the observation period September 21 – September 27, 2026.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- September 21–27, 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
“No breakaway leader — the AI Overview citation surface for Marbella luxury real estate stays contested across the top five.”
Quick answer
youtube.com follows at 11.78%, sitting 0.23 percentage points behind.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 2026
facebook.com holds the rank-1 position in the period-wide AI Overview citation ranking for Luxury Real Estate Advisory Marbella / Costa del Sol, at 12.01% — yet the 4 sources behind facebook.com range from 11.78% down to 7.80%, leaving no clear breakaway on this surface across the 7-run window. youtube.com sits just 0.23 percentage points behind, making the top two virtually level. idealista.com, Drumelia Real Estate, and Solvilla Real Estate form a trailing cluster, each cited in 7 of 7 comparable runs. The spread of 4.21 percentage points from first to fifth underscores a distributed citation surface rather than a concentrated one.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| facebook.com | #1 | 12.01% AI citation share | cited in 7/7 runs |
| youtube.com | #2 | 11.78% AI citation share | cited in 7/7 runs |
| idealista.com | #3 | 8.95% AI citation share | cited in 7/7 runs |
| Drumelia Real Estate | #4 | 8.57% AI citation share | cited in 7/7 runs |
| Solvilla Real Estate | #5 | 7.80% 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 · September 21–27, 2026
facebook.com holds the strongest AI citation share on this market in this card scope, at 12.01%. As a social platform rather than a specialist operator, its rank-1 position on the AI Overview citation rail across the September 21 – September 27 window is notable — AI Overviews cited it in 7 of 7 comparable runs.
youtube.com records 11.78% AI citation share on this market, sitting 0.23 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, this general-purpose platform nearly matches the lead — a gap so slim it barely registers on the period-wide ranking.
idealista.com records 8.95% AI citation share on this market, sitting 3.06 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it occupies a position on the AI Overview citation panel that places it at the top of the trailing cluster behind the two platforms.
Drumelia Real Estate records 8.57% AI citation share on this market, sitting 3.44 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it appears on the AI Overview citation surface as a focused source — close to idealista.com and separated from the rank-1 actor by a meaningful but not decisive margin.
Solvilla Real Estate records 7.80% AI citation share on this market, sitting 4.21 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it anchors the bottom of the governed top-5 panel — yet the gap to the lead equals the full panel spread of 4.21 percentage points, underscoring how compressed this surface is.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 2026
The panel is distributed rather than concentrated
The panel is distributed rather than concentrated. The top 2 actors together hold less than the remaining 3 combined, which means no pair commands the surface. Two general-purpose platforms occupy the top two positions, while the trailing three are niche or focused domains. The spread of 4.21 percentage points from first to fifth is narrow for a 5-actor citation panel, and the 4 sources behind facebook.com sit between 0.23 and 4.21 percentage points behind it — a compressed trailing band rather than a steep drop-off.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 2026
facebook.com — a social platform, not a specialist real estate source — holds the rank-1 AI citation share on this market across the 7-run window. That two general-purpose platforms lead the citation rail ahead of focused real estate domains reframes what AI Overviews treat as authoritative sourcing on Marbella luxury property queries.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 2026
The absence of a breakaway leader on the AI Overview citation rail across this 7-run window signals that AI Overviews are distributing citations broadly rather than concentrating them on a single authoritative source for Luxury Real Estate Advisory Marbella / Costa del Sol. For any operator monitoring this surface, the observation that general-purpose platforms currently edge out focused domains on cumulative citation volume suggests the citation surface does not yet mirror specialist depth.
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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:
- September 21–27, 2026
- Published:
- October 3, 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 229b110f049e7ee5
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-september-21-27-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: September 21–27, 2026 (2026-09-21/2026-09-27) Published: October 3, 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-september-21-27-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-september-21-27-2026/citation.txt Reuse terms: https://theobservatory.io/terms facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 12.01%, observed across 7 comparable scheduled runs in the observation period September 21 – September 27, 2026. Key facts: • facebook.com: 12% AI citation share · cited in 7/7 runs • youtube.com: 12% AI citation share · cited in 7/7 runs • idealista.com: 9% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (September 21–27, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. facebook.com — 12.01% AI citation share · cited in 7/7 runs — #1 2. youtube.com — 11.78% AI citation share · cited in 7/7 runs — #2 3. idealista.com — 8.95% AI citation share · cited in 7/7 runs — #3 4. Drumelia Real Estate — 8.57% AI citation share · cited in 7/7 runs — #4 5. Solvilla Real Estate — 7.80% 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 September 21 – September 27, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator across 109 observed queries. The primary metric is AI citation share on this market. AI Overview citation evidence was available on 7 of 7 runs. AI Overview content is volatile — it varies by query, model, and date — so this window observation does not establish a longer-term pattern. 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, September 2026; not generalisable beyond this market and window. — The Observatory · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop · September 21–27, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1790501834787_galyrz. 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 (October 3, 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-september-21-27-2026 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: 229b110f049e7ee5
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 · September 21–27, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1790501834787_galyrz. 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 answers, nor does it reflect organic search ranking.
- Can this card establish a longer-term trend?
- No. This card observes 7 comparable scheduled runs in an observation period from September 21 – September 27, 2026. AI Overview content varies by query, model, and date, so a single window does not establish a longer-term trend.
- Why do platforms appear ahead of specialist real estate domains?
- This card observes what AI Overviews cite, not why. The governed panel shows facebook.com at 12.01% and youtube.com at 11.78%, ahead of idealista.com at 8.95%, Drumelia Real Estate at 8.57%, and Solvilla Real Estate at 7.80%. The citation surface reflects AI model behavior, not editorial judgment.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · September 21–27, 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, September 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 September 21 – September 27, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator across 109 observed queries. The primary metric is AI citation share on this market. AI Overview citation evidence was available on 7 of 7 runs. AI Overview content is volatile — it varies by query, model, and date — so this window observation does not establish a longer-term pattern.
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, September 21 – September 27, 2026. AI Overview citation evidence available on 7 of 7 runs. No claim about AI opening control or organic visibility. This observation does not establish a longer-term trend.
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 2026-10-03 · Governed capture ID · pr_1790501834787_galyrz
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, September 21–27, 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 September 21–27, 2026; compare the stated reading bases before drawing a cross-market conclusion.
