— Ranking Top 5 · AI citation —
Who does AI cite most for Luxury Real Estate Advisory / Costa del Sol, Marbella?
Drumelia Real Estate holds the strongest AI citation share on this market in the period-wide ranking, at 10.93%, observed across 6 comparable scheduled runs in the observation period July 6–12, 2026.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- July 6–12, 2026
- Run type
- Period run · 6 comparable runs
- Queries
- 109 queries per run
- Search engine
- Device
- Desktop
- Source location
- Spain
- Reading
- Ranking Top 5 · AI citation
“No single name controls the Marbella luxury real estate AI Overview citation surface across this 6-run window.”
Quick answer
youtube.com matches that figure exactly at 10.93%, with facebook.com, homerunmarbella.com, and panoramamarbella.com completing the top-5 panel.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
No single name controls the Marbella real estate AI Overview citation surface — four actors sit within a narrow competitive band at the top, and the surface reads as distributed across these 6 runs. Drumelia Real Estate and youtube.com each record 10.93% AI citation share on this market, facebook.com records 10.59%, and homerunmarbella.com records 10.26%. panoramamarbella.com sits 2.68 percentage points behind Drumelia Real Estate on AI citation share on this market, at 8.25%. The spread between the top and bottom of the governed panel is 2.68 percentage points — a gap narrow enough that the surface offers no clear separation between the rank-1 position and the rest of the panel. Two social platforms — youtube.com and facebook.com — occupy the second and third positions in the period-wide ranking alongside focused domains, a composition that underscores how varied the citation sources are on this AI Overview rail.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| Drumelia Real Estate | #1 | 10.93% AI citation share | cited in 6/6 runs |
| youtube.com | #2 | 10.93% AI citation share | cited in 6/6 runs |
| facebook.com | #3 | 10.59% AI citation share | cited in 6/6 runs |
| homerunmarbella.com | #4 | 10.26% AI citation share | cited in 6/6 runs |
| panoramamarbella.com | #5 | 8.25% AI citation share | cited in 6/6 runs |
How the actors read on the surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
Drumelia Real Estate holds the strongest AI citation share on this market in the period-wide ranking, at 10.93%, cited in 6 of 6 comparable runs. That position is shared numerically with youtube.com, and the gap to the next actor is just 0.33 percentage points — a lead that exists only in cumulative volume, not in visible separation.
youtube.com records 10.93% AI citation share on this market and sits 0.00 percentage points behind Drumelia Real Estate. As a general-purpose platform rather than a specialist operator, its presence at the top of the AI Overview citation panel signals that AI Overviews draw on video and user-generated content alongside focused real estate domains. youtube.com was cited in 6 of 6 comparable runs.
facebook.com records 10.59% AI citation share on this market, cited in 6 of 6 comparable runs. It sits 0.33 percentage points behind Drumelia Real Estate — a gap so slim that the social platform occupies effectively the same competitive band as the two actors above it on the period-wide ranking.
homerunmarbella.com records 10.26% AI citation share on this market and sits 0.67 percentage points behind Drumelia Real Estate. Cited in 6 of 6 comparable runs, this focused source holds a position inside the tight leading cluster, separated from the rank-1 actor by less than a single percentage point.
panoramamarbella.com records 8.25% AI citation share on this market, the lowest value on the governed panel. It sits 2.68 percentage points behind Drumelia Real Estate on AI citation share on this market, and was cited in 6 of 6 comparable runs — present across the full window despite holding the widest gap to the top.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
The panel is remarkably flat
The panel is remarkably flat. The 4 sources behind Drumelia Real Estate range from 10.93% down to 8.25%, and the top-to-bottom spread is 2.68 percentage points — one of the narrowest separations a citation panel can carry while still producing a ranked order. The composition mixes focused domains with social platforms: the top 3 actors together hold more than the remaining 2 combined, yet no single category of source — niche domain or general-purpose platform — clusters at the top or the bottom. All 5 actors on the panel were cited in all 6 comparable runs, meaning the surface drew from each of these sources across the full window.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
Drumelia Real Estate holds the rank-1 position in the period-wide AI Overview citation ranking, yet its numerical lead over youtube.com is zero. The fact that a social platform accumulates the same citation volume as the top-ranked focused domain over 6 comparable runs reframes what it means to hold the top position on this surface: on the Marbella luxury real estate AI Overview citation rail, the rank-1 slot carries no measurable advantage.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026
The AI Overview citation rail for this market is wide open on the observed surface across the 6-run window. No actor has accumulated a commanding share, and the narrow spread across the governed panel suggests that AI Overviews distribute citations broadly rather than concentrating them on a single authoritative source. For any operator monitoring AI citation visibility on Luxury Real Estate Advisory Marbella / Costa del Sol, the observation signals a surface where citation share is contested rather than settled.
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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 6–12, 2026
- Published:
- July 18, 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 25623383f1329d05
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-6-12-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: July 6–12, 2026 (2026-07-06/2026-07-12) Published: July 18, 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-6-12-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-july-6-12-2026/citation.txt Reuse terms: https://theobservatory.io/terms Drumelia Real Estate holds the strongest AI citation share on this market in the period-wide ranking, at 10.93%, observed across 6 comparable scheduled runs in the observation period July 6–12, 2026. Key facts: • Drumelia Real Estate: 11% AI citation share · cited in 6/6 runs • youtube.com: 11% AI citation share · cited in 6/6 runs • facebook.com: 11% AI citation share · cited in 6/6 runs Published table — Citation share — top 5 (July 6–12, 2026 · 109 queries per run · 6 comparable runs): Rank · Actor · Citation share 1. Drumelia Real Estate — 10.93% AI citation share · cited in 6/6 runs — #1 2. youtube.com — 10.93% AI citation share · cited in 6/6 runs — #2 3. facebook.com — 10.59% AI citation share · cited in 6/6 runs — #3 4. homerunmarbella.com — 10.26% AI citation share · cited in 6/6 runs — #4 5. panoramamarbella.com — 8.25% AI citation share · cited in 6/6 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 6 comparable scheduled runs in the observation period July 6–12, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator. Per-actor values reflect the sum of each actor's citations across all 6 comparable runs. AI Overview citation evidence was available on 6 of 6 runs in the comparable window. The source query set comprises 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 (6 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 6–12, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1791352029510_zqa8px. 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 (July 18, 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-6-12-2026 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: 25623383f1329d05
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 6–12, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1791352029510_zqa8px. 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 in AI citation behavior?
- No. This card observes 6 comparable scheduled runs in an observation period from July 6–12, 2026. AI Overview content varies by query, model, and date. The period aggregation widens the evidence base beyond a single run but does not establish a multi-month trajectory.
- Why do two actors share the same AI citation share value?
- Drumelia Real Estate and youtube.com each accumulated 10.93% of all AI citations observed across the 6-run window. The ranking order between them reflects cumulative raw citation volume over the period using one single period-wide denominator; the governed panel lists Drumelia Real Estate at rank 1 and youtube.com at rank 2.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · July 6–12, 2026 · what this card does not claim
- Observes the observed AI citation surface only; within a defined scope and window.
- A period aggregate (6 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 6 comparable scheduled runs in the observation period July 6–12, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using one single period-wide denominator. Per-actor values reflect the sum of each actor's citations across all 6 comparable runs. AI Overview citation evidence was available on 6 of 6 runs in the comparable window. The source query set comprises 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 6 comparable scheduled runs in an observation period. AI Overview citation evidence available on 6 of 6 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 2026-07-18 · Governed capture ID · pr_1791352029510_zqa8px
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 6–12, 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 Hong Kong reading examine the same AI Citation Ranking — Top 5 for July 6–12, 2026; compare the stated reading bases before drawing a cross-market conclusion.
