— 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 across the 7-run window (July 20–26, 2026), recording 13.80%.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- July 20–26, 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 luxury real estate AI citation surface, platforms and focused domains split visibility with no actor pulling clear.”
Quick answer
The top-5 panel is tightly packed, with the 4 sources behind youtube.com ranging from 10.43% down to 8.11%.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 2026
youtube.com holds the rank-1 position in the period-wide AI Overview citation ranking for this market at 13.80%, cited in 7 of 7 comparable runs. homerunmarbella.com follows at 10.43%, sitting 3.37 percentage points behind youtube.com on AI citation share on this market. facebook.com records 9.59%, Drumelia Real Estate records 9.38%, and panoramamarbella.com records 8.11%. The spread between the top and bottom of the governed panel is 5.69 percentage points — a narrow band that leaves the AI Overview citation surface genuinely distributed across the observed period, with no actor establishing clear separation.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 13.80% AI citation share | cited in 7/7 runs |
| homerunmarbella.com | #2 | 10.43% AI citation share | cited in 7/7 runs |
| facebook.com | #3 | 9.59% AI citation share | cited in 7/7 runs |
| Drumelia Real Estate | #4 | 9.38% AI citation share | cited in 7/7 runs |
| panoramamarbella.com | #5 | 8.11% 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 · July 20–26, 2026
youtube.com holds the strongest AI citation share on this market at 13.80%, accumulated across all 7 comparable runs. As a general-purpose platform rather than a specialist operator, its rank-1 position on this citation rail signals that AI Overviews drew on video content as a source category for Marbella luxury real estate queries over the period.
homerunmarbella.com records 10.43% AI citation share on this market and sits 3.37 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it is the highest-placed focused source on the panel — a niche domain that accumulated enough AI Overview citations to sit ahead of two social platforms and another focused domain.
facebook.com records 9.59% AI citation share on this market, sitting 4.21 percentage points behind youtube.com. A social platform cited in 7 of 7 comparable runs, it occupies a mid-panel position on the AI Overview citation rail — close enough to homerunmarbella.com that the gap between them is narrower than the gap separating either from the rank-1 actor.
Drumelia Real Estate records 9.38% AI citation share on this market and sits 4.43 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it appears on the AI Overview citation surface for this market as a visible domain whose cumulative citation volume places it just below facebook.com in the period ranking.
panoramamarbella.com records 8.11% AI citation share on this market, the lowest on the governed panel, and sits 5.69 percentage points behind youtube.com. Despite holding the bottom position, it was cited in 7 of 7 comparable runs — present on every observation in the window.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 2026
The panel's shape is compressed rather than top-heavy
The panel's shape is compressed rather than top-heavy. The top 2 actors together hold less than the remaining 3 combined, which means no concentration at the top of the citation rail. The 4 sources behind youtube.com range from 10.43% down to 8.11% — a trailing cluster packed within a narrow corridor. The mix itself is notable: two social platforms sit alongside three focused or niche domains, and the competitive order observed here is positional, not locked in.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 2026
youtube.com — a general-purpose platform — holds the rank-1 position on the AI Overview citation rail for a luxury real estate market in Spain. The surface did not concentrate citations around any single focused source over the 7-run window; instead, it distributed them across a mix of platform and niche-domain content, leaving the citation landscape genuinely open.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 2026
The Marbella luxury real estate AI Overview citation surface is a genuinely distributed landscape over the observed period. No actor separated itself by a wide margin, and the top 2 actors together hold less than the remaining 3 combined. For anyone monitoring AI citation behavior on this market, the observation signals that the citation rail has not consolidated around a single source type or a single domain — the surface remains unsettled across the window.
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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:
- July 20–26, 2026
- Published:
- August 1, 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 d9c7b234520af42c
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-july-20-26-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: July 20–26, 2026 (2026-07-20/2026-07-26) Published: August 1, 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-july-20-26-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-july-20-26-2026/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 across the 7-run window (July 20–26, 2026), recording 13.80%. 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 (July 20–26, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 13.80% AI citation share · cited in 7/7 runs — #1 2. homerunmarbella.com — 10.43% AI citation share · cited in 7/7 runs — #2 3. facebook.com — 9.59% AI citation share · cited in 7/7 runs — #3 4. Drumelia Real Estate — 9.38% AI citation share · cited in 7/7 runs — #4 5. panoramamarbella.com — 8.11% 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 July 20–26, 2026. The top-5 panel is ranked by cumulative AI citation volume over the period, with each actor's AI citation share calculated on one single period-wide denominator. The panel was derived from 109 observed queries. AI Overview 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 Real Estate Advisory / Costa del Sol Marbella, July 2026; not generalisable beyond this market and window. — The Observatory · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop · July 20–26, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1791427286574_ec8e9n. 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 1, 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-july-20-26-2026 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: d9c7b234520af42c
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 · July 20–26, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1791427286574_ec8e9n. 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 when Google responds to queries tracked for the Luxury Real Estate Advisory Marbella / Costa del Sol market. It does not measure who opens those AI answers, nor does it reflect organic search ranking.
- Can this card establish a longer-term trend?
- No. This card aggregates 7 comparable scheduled runs in an observation period (July 20–26, 2026). It captures cumulative AI citation volume over that period but does not measure direction or trajectory beyond the window.
- Why does a platform like youtube.com lead the AI citation rail for a luxury real estate market?
- AI Overviews select sources based on the content they surface for each query, not on whether the domain is a specialist in the market. AI Overview content varies by query, model, and date, so the source mix can differ from what a human might expect of a specialist-driven market.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 20–26, 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, July 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 July 20–26, 2026. The top-5 panel is ranked by cumulative AI citation volume over the period, with each actor's AI citation share calculated on one single period-wide denominator. The panel was derived from 109 observed queries. AI Overview 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 (July 20–26, 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 2026-08-01 · Governed capture ID · pr_1791427286574_ec8e9n
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 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, July 20–26, 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 Dubai reading and London reading examine the same AI Citation Ranking — Top 5 for July 20–26, 2026; compare the stated reading bases before drawing a cross-market conclusion.
