— 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 panel at 11.29%, accumulated across 7 comparable scheduled runs in the observation period August 24–30, 2026.
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- Market
- Luxury Real Estate Advisory / Costa del Sol
- Location
- Marbella
- Observed period
- August 24–30, 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, no actor has pulled clear of the pack across this 7-run window.”
Quick answer
The top-5 actors on this AI Overview citation rail are separated by just 2.57 percentage points.
Key reading
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
youtube.com holds the rank-1 position in the period-wide AI Overview citation ranking at 11.29%, but the 4 sources behind youtube.com range from 9.65% down to 8.73% — a spread of just 2.57 percentage points separating the top from the bottom of the governed panel. panoramamarbella.com sits 1.64 percentage points behind youtube.com, while facebook.com, homerunmarbella.com, and Drumelia Real Estate each sit 2.46 or 2.57 percentage points back. None of the 5 actors on the panel were cited in all 7 comparable runs; AI Overview citation evidence was available on 6 of 7 runs in the comparable window. The panel is based on 7 observation runs, which limits confidence in trend stability — the rankings and structure observed here are bounded to this range and may shift with additional data.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 11.29% AI citation share | cited in 6/7 runs |
| panoramamarbella.com | #2 | 9.65% AI citation share | cited in 6/7 runs |
| facebook.com | #3 | 8.83% AI citation share | cited in 6/7 runs |
| homerunmarbella.com | #4 | 8.83% AI citation share | cited in 6/7 runs |
| Drumelia Real Estate | #5 | 8.73% AI citation share | cited in 6/7 runs |
How the actors read on the surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
youtube.com holds the strongest AI citation share on this market in this card scope, at 11.29%. As a general-purpose platform rather than a specialist operator, its rank-1 position on the AI Overview citation rail underscores that AI Overviews on this market cite platform content alongside niche domains. youtube.com was cited in 6 of 7 comparable runs.
panoramamarbella.com records 9.65% AI citation share on this market, sitting 1.64 percentage points behind youtube.com. It was cited in 6 of 7 comparable runs, placing it as the highest-ranked niche domain on this panel by cumulative AI citation volume over the period.
facebook.com records 8.83% AI citation share on this market, a social platform occupying the same cumulative share as homerunmarbella.com. It sits 2.46 percentage points behind youtube.com on AI citation share on this market and was cited in 6 of 7 comparable runs.
homerunmarbella.com records 8.83% AI citation share on this market, matching facebook.com exactly. It sits 2.46 percentage points behind youtube.com and was cited in 6 of 7 comparable runs — a focused source sharing the same accumulated citation volume as a major social platform.
Drumelia Real Estate records 8.73% AI citation share on this market, the lowest on the governed top-5 panel. It sits 2.57 percentage points behind youtube.com and was cited in 6 of 7 comparable runs. The gap between Drumelia Real Estate and the rank-1 actor is narrow enough that the position could shift with additional observation.
Pattern on the observed surface
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
The panel is compressed
The panel is compressed: the top 2 actors together hold less than the remaining 3 combined, and the full spread from rank 1 to rank 5 is only 2.57 percentage points. Two general-purpose platforms — youtube.com and facebook.com — bracket three niche or focused domains, producing a surface where platform content and specialist content receive comparable citation weight from AI Overviews. This panel is based on 7 observation runs, which limits confidence in trend stability — the rankings and structure observed here are bounded to this range and may shift with additional data.
Why this reading matters
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
youtube.com holds rank 1 on the AI Overview citation rail for Luxury Real Estate Advisory Marbella / Costa del Sol, yet its lead over panoramamarbella.com is only 1.64 percentage points. The surface reads as a contest between platform-sourced and domain-sourced content, with neither category pulling away on cumulative citation volume over the period.
Market implication
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 2026
The compressed citation distribution across this 7-run window signals that AI Overviews on this market have not consolidated around a single authoritative source. No name on the panel has established clear authority on the observed AI Overview citation surface over the period. For operators monitoring their AI citation visibility in Spain, this observation suggests the citation surface remains open — small shifts in content or query coverage could alter the ranking in future windows.
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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 24–30, 2026
- Published:
- September 5, 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 48d42d7cb17ee6f8
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-24-30-2026 Scope: Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: August 24–30, 2026 (2026-08-24/2026-08-30) Published: September 5, 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-24-30-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-august-24-30-2026/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 panel at 11.29%, accumulated across 7 comparable scheduled runs in the observation period August 24–30, 2026. Key facts: • youtube.com: 11% AI citation share · cited in 6/7 runs • panoramamarbella.com: 10% AI citation share · cited in 6/7 runs • facebook.com: 9% AI citation share · cited in 6/7 runs Published table — Citation share — top 5 (August 24–30, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 11.29% AI citation share · cited in 6/7 runs — #1 2. panoramamarbella.com — 9.65% AI citation share · cited in 6/7 runs — #2 3. facebook.com — 8.83% AI citation share · cited in 6/7 runs — #3 4. homerunmarbella.com — 8.83% AI citation share · cited in 6/7 runs — #4 5. Drumelia Real Estate — 8.73% AI citation share · cited in 6/7 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 24–30, 2026, aggregated from 109 observed queries. The top-5 panel is ranked by cumulative AI citation volume over the period, with each actor's AI citation share computed against one single period-wide denominator. AI Overview citation evidence was available on 6 of 7 runs; one run on August 27, 2026 returned no AI Overview source competitors. Aggregated metric values are computed from the 6 runs with available evidence. 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 24–30, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1788082568499_68wzro. 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 (September 5, 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-24-30-2026 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: 48d42d7cb17ee6f8
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 24–30, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1788082568499_68wzro. 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 Overview answers, nor does it reflect organic search ranking.
- Why was AI Overview citation evidence missing on one run?
- AI Overview citation evidence was available on 6 of 7 runs in the comparable window. The run on August 27, 2026 returned no AI Overview source competitors — meaning either no AI Overview was displayed or the AI Overview appeared without source citations on that run. Aggregated values are computed from the 6 runs with available evidence.
- Does this card prove a longer-term trend in AI citation behavior?
- No. This card observes an observation period of 7 comparable scheduled runs from August 24–30, 2026. AI Overview content varies by query, model, and date. The rankings observed here are bounded to this window and may shift with additional data.
Scope and limitations
Luxury Real Estate Advisory / Costa del Sol · Marbella · AI citation · August 24–30, 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 24–30, 2026, aggregated from 109 observed queries. The top-5 panel is ranked by cumulative AI citation volume over the period, with each actor's AI citation share computed against one single period-wide denominator. AI Overview citation evidence was available on 6 of 7 runs; one run on August 27, 2026 returned no AI Overview source competitors. Aggregated metric values are computed from the 6 runs with available evidence. 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 24–30, 2026). AI Overview citation evidence was available on 6 of 7 runs. No claim about AI opening control or organic visibility. The rankings and structure observed here are bounded to this window.
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 2026-09-05 · Governed capture ID · pr_1788082568499_68wzro
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.
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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, August 24–30, 2026, Luxury Real Estate Advisory Marbella / Costa del Sol is also read in the AI Overview Ranking — Top 10 table and the Organic Ranking — Top 5 table; each keeps its own reading basis. A further Query Spotlight table for Luxury Real Estate Advisory Marbella / Costa del Sol provides additional context; it records Sep 28 – Oct 4, 2026.
The Bangkok / Phuket reading and Dubai reading examine the same AI Citation Ranking — Top 5 for August 24–30, 2026; compare the stated reading bases before drawing a cross-market conclusion.
