— 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 14.55%, observed across 7 comparable scheduled runs in the observation period August 10–16, 2026.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- August 10–16, 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 single source commands the Marbella luxury real estate AI citation surface — platforms and focused domains share the top-5 panel.”
Quick answer
The top-5 panel mixes two general-purpose platforms with three focused domains, and all five actors were cited in all 7 comparable runs.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 2026
Across the 7-run window, no single name has pulled away from the pack — the Marbella luxury real estate AI Overview citation surface remains distributed, with four sources clustered in a narrow band behind youtube.com. youtube.com holds 14.55% AI citation share on this market, while homerunmarbella.com records 10.10%, Drumelia Real Estate records 9.93%, facebook.com records 9.76%, and panoramamarbella.com records 7.62%. The 4 sources behind youtube.com range from 10.10% down to 7.62%, and the spread between the rank-1 and rank-5 positions is 6.93 percentage points. The top 3 actors together hold more than the remaining 2 combined, yet the gap separating the second-ranked source from the fourth is narrow enough that the middle of the panel is tightly contested.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 14.55% AI citation share | cited in 7/7 runs |
| homerunmarbella.com | #2 | 10.10% AI citation share | cited in 7/7 runs |
| Drumelia Real Estate | #3 | 9.93% AI citation share | cited in 7/7 runs |
| facebook.com | #4 | 9.76% AI citation share | cited in 7/7 runs |
| panoramamarbella.com | #5 | 7.62% 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 10–16, 2026
youtube.com holds the strongest AI citation share on this market at 14.55%, accumulated across the 7-run window. As a general-purpose platform, it occupies a position on the AI Overview citation panel that no focused domain matched over the observed period — cited in 7 of 7 comparable runs.
homerunmarbella.com records 10.10% AI citation share on this market and sits 4.45 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this focused source holds the second position on the period-wide ranking despite competing against two major platforms.
Drumelia Real Estate records 9.93% AI citation share on this market, sitting 4.62 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies a position on the AI Overview citation panel separated from homerunmarbella.com by a margin narrow enough to be nearly indistinguishable.
facebook.com records 9.76% AI citation share on this market — a social platform cited in 7 of 7 comparable runs. It sits 4.79 percentage points behind youtube.com, placing it within the tightly grouped middle of the panel alongside homerunmarbella.com and Drumelia Real Estate.
panoramamarbella.com records 7.62% AI citation share on this market and sits 6.93 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it anchors the bottom of the governed top-5 panel — the widest gap from the lead on this surface.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 2026
The panel splits between two general-purpose platforms (yout
The panel splits between two general-purpose platforms (youtube.com and facebook.com) and three focused domains (homerunmarbella.com, Drumelia Real Estate, panoramamarbella.com). Rather than concentrating around a single source, the AI Overview citation surface distributes citations across all five actors. The 4 sources behind youtube.com range from 10.10% down to 7.62% — a compressed trailing group where the second, third, and fourth positions sit within a span narrow enough that the hierarchy among them is fragile. The top 2 actors together hold less than the remaining 3 combined, reinforcing the distributed character of this surface.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 2026
youtube.com — a general-purpose platform rather than a specialist operator — holds the rank-1 position on the period-wide AI Overview citation ranking for this luxury real estate market. That a platform leads the citation surface while three focused domains fill the middle of the panel suggests the AI Overview engine draws on a mix of source types when answering Marbella property queries, rather than defaulting to any single category of source.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 2026
The distributed shape of this AI Overview citation surface across the 7-run window signals that no single source has captured a commanding citation position on the Marbella luxury real estate market. The narrow band separating the second through fourth positions means that monitoring shifts on this surface requires granular observation — small changes in cumulative citation volume could reorder the middle of the panel. For any operator tracking AI citation visibility on this market, the observation is that the surface remains open and contested across the observed period.
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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 10–16, 2026
- Published:
- August 22, 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 bf73c238dfa7cc70
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-10-16-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: August 10–16, 2026 (2026-08-10/2026-08-16) Published: August 22, 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-10-16-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-august-10-16-2026/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 14.55%, observed across 7 comparable scheduled runs in the observation period August 10–16, 2026. Key facts: • youtube.com: 15% AI citation share · cited in 7/7 runs • homerunmarbella.com: 10% AI citation share · cited in 7/7 runs • Drumelia Real Estate: 10% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (August 10–16, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 14.55% AI citation share · cited in 7/7 runs — #1 2. homerunmarbella.com — 10.10% AI citation share · cited in 7/7 runs — #2 3. Drumelia Real Estate — 9.93% AI citation share · cited in 7/7 runs — #3 4. facebook.com — 9.76% AI citation share · cited in 7/7 runs — #4 5. panoramamarbella.com — 7.62% 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 10–16, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs. The observation is aggregated from 109 observed queries. 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 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 10–16, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1787895803516_025xtn. 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 22, 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-10-16-2026 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: bf73c238dfa7cc70
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 10–16, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1787895803516_025xtn. Cite freely with attribution. Published by The Observatory.
FAQ
- What does 'AI citation share on this market' measure?
- It measures how often each actor's domain appears as a cited source inside AI Overview answers across the 109 queries tracked for the Luxury Real Estate Advisory Marbella / Costa del Sol market. The share is calculated from cumulative citations over the full 7-run window, using one single period-wide denominator.
- Does this card prove who leads the real estate business in Marbella?
- No. The card reads AI Overview citation visibility only — it does not measure business revenue, transaction volume, or market ownership. A high AI citation share means the source is frequently cited by AI Overviews, not that it leads the underlying business market.
- Can AI Overview citations change between observations?
- Yes. AI Overview content varies by query, model behavior, and date. This card aggregates citations across 7 comparable scheduled runs in the August 10–16, 2026 window, but future windows may produce different panels. A single period observation does not establish a longer-term trend.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 10–16, 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 10–16, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs. The observation is aggregated from 109 observed queries. 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 10–16, 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 2026-08-22 · Governed capture ID · pr_1787895803516_025xtn
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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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.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 10–16, 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 10–16, 2026; compare the stated reading bases before drawing a cross-market conclusion.
