— Ranking Top 5 · AI citation —
Who does AI cite most for Luxury Real Estate Advisory Marbella / Costa del Sol?
Across the 7-run window from October 26 – November 1, 2026, facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 22.33%, leading the top-5 actors on the AI Overview citation rail.
Follow
Follow The Observatory
- Market
- Luxury Real Estate Advisory Marbella / Costa del Sol
- Location
- Marbella
- Observed period
- Oct 26 – Nov 1, 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
“A social platform — not a specialist — accumulates the most AI Overview citations on the Marbella luxury real estate surface.”
Quick answer
Across the 7-run window from October 26 – November 1, 2026, facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 22.33%, leading the top-5 actors on the AI Overview citation rail.
Key reading
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
facebook.com holds the strongest AI citation share on this market in this card scope, at 22.33% — more than double the share of the rank-2 actor, idealista.com, which records 10.99%. The top 2 actors together hold more than the remaining 3 combined. The 4 sources behind facebook.com range from 10.99% down to 6.49%, a spread of 15.84 percentage points between the rank-1 and rank-5 positions. The panel is composed entirely of non-specialist sources: two general-purpose platforms (facebook.com and youtube.com) sit alongside three other domains, none classified as specialist operators in this card scope. All 5 actors on the panel were cited in all 7 comparable runs.
Core metric
Citation share — top 5 · Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| facebook.com | #1 | 22.33% AI citation share | cited in 7/7 runs |
| idealista.com | #2 | 10.99% AI citation share | cited in 7/7 runs |
| youtube.com | #3 | 9.23% AI citation share | cited in 7/7 runs |
| Drumelia Real Estate | #4 | 7.77% AI citation share | cited in 7/7 runs |
| lnk.superleads.io | #5 | 6.49% AI citation share | cited in 7/7 runs |
How the actors read on the surface
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
facebook.com holds the strongest AI citation share on this market in this card scope, at 22.33%, and was cited in 7 of 7 comparable runs. As a social platform rather than a specialist operator, its rank-1 position signals that AI Overviews are sourcing community and user-generated content when responding to luxury real estate queries in Marbella.
idealista.com records 10.99% AI citation share on this market and sits 11.34 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it occupies a position on the AI Overview citation panel for this market as a visible domain on this surface.
youtube.com records 9.23% AI citation share on this market and sits 13.09 percentage points behind facebook.com. A social platform cited in 7 of 7 comparable runs, its presence confirms that AI Overviews draw on video content alongside text-based sources for this market.
Drumelia Real Estate records 7.77% AI citation share on this market and sits 14.55 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it is a visible domain on this surface and the only actor name in the governed top-5 panel that directly references the real estate sector.
lnk.superleads.io records 6.49% AI citation share on this market and sits 15.84 percentage points behind facebook.com. Cited in 7 of 7 comparable runs, it appears on the AI Overview citation surface for this market as a niche domain.
Pattern on the observed surface
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
The AI Overview citation surface for Marbella luxury real estate is top-heavy: the top 3 actors together hold more than the remaining 2 combined, and the spread between rank 1 and rank 5 is 15.84 percentage points. The panel mixes general-purpose platforms with niche and focused domains — no specialist operator classification appears in the governed top-5. All 5 actors on the panel were cited in all 7 comparable runs.
Why this reading matters
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
facebook.com's rank-1 position on the AI Overview citation rail for this market is notable because it is a general-purpose social platform, not a domain built around property listings or real estate advisory. When AI Overviews answer luxury real estate queries in Marbella, the citation surface favours broad community content over specialist sources — a structural feature of how this surface is composed in this window.
Market implication
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 2026
The observed AI Overview citation surface for Luxury Real Estate Advisory Marbella / Costa del Sol is concentrated around platforms and non-specialist domains. For anyone monitoring AI citation visibility on this market, the period observation across 7 comparable runs suggests that AI Overviews are not yet anchoring their citations to specialist real estate sources. The surface remains open: no actor has accumulated a share large enough to set the citation reference point on this rail.
Read within the scope and limitations of this card.
Observatory Reading — Citable Proof Capsule
Use this observation
Use this citation capsule instead of copy-pasting fragments. It keeps the scope, capture identifiers, attribution and canonical source attached, so the observation can travel without losing context.
- Scope:
- Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella
- Surface:
- AI citation · Google · Desktop
- Observed:
- Oct 26 – Nov 1, 2026
- Published:
- November 7, 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
Cite this
Copy parts
The complete citation record · revision 795c8b5eb273abea
Who does AI cite most for Luxury Real Estate Advisory Marbella / Costa del Sol? Source: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-october-26-to-november-1-2026 Scope: Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Google · Desktop Family: Ranking Top 5 Observed: Oct 26 – Nov 1, 2026 (2026-10-26/2026-11-01) Published: November 7, 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-october-26-to-november-1-2026/data.csv Citation text: https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-october-26-to-november-1-2026/citation.txt Reuse terms: https://theobservatory.io/terms Across the 7-run window from October 26 – November 1, 2026, facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Marbella / Costa del Sol market at 22.33%, leading the top-5 actors on the AI Overview citation rail. Key facts: • facebook.com: 22% AI citation share · cited in 7/7 runs • idealista.com: 11% AI citation share · cited in 7/7 runs • youtube.com: 9% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (Oct 26 – Nov 1, 2026 · 109 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. facebook.com — 22.33% AI citation share · cited in 7/7 runs — #1 2. idealista.com — 10.99% AI citation share · cited in 7/7 runs — #2 3. youtube.com — 9.23% AI citation share · cited in 7/7 runs — #3 4. Drumelia Real Estate — 7.77% AI citation share · cited in 7/7 runs — #4 5. lnk.superleads.io — 6.49% AI citation share · cited in 7/7 runs — #5 Reading basis: This card examines sources cited in Google's AI Overviews for Luxury Real Estate Advisory Marbella / Costa del Sol, observed on Google desktop from Spain during October 26 – November 1, 2026. It draws on 7 of 7 comparable daily observations within a governed market panel of 109 observed queries, applying the relevant source-selection rules. 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 Marbella / Costa del Sol Marbella, November 2026; not generalisable beyond this market and window. — The Observatory · Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Google · Desktop · Oct 26 – Nov 1, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1793526782983_o1oux7. Cite freely with attribution. Published by The Observatory. Source footnote: Sourced from a published AAI Kernel Market Intelligence Board (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 (November 7, 2026), Who does AI cite most for Luxury Real Estate Advisory Marbella / Costa del Sol?. https://theobservatory.io/articles/luxury-real-estate-marbella-most-cited-by-ai-october-26-to-november-1-2026 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: 795c8b5eb273abea
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 Marbella / Costa del Sol · Marbella · AI citation · Google · Desktop · Oct 26 – Nov 1, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1793526782983_o1oux7. Cite freely with attribution. Published by The Observatory.
FAQ
- What does AI citation share on this market measure?
- AI citation share on this market measures how often an actor's domain appears as a cited source inside AI Overview answers across the market's observed query panel. It reflects citation frequency on the AI Overview citation rail, not who opens those answers and not organic search ranking.
- Does this card prove a longer-term trend or organic search performance?
- No. This card observes the AI Overview citation rail across 7 comparable scheduled runs in an observation period from October 26 – November 1, 2026. It does not measure organic search ranking, and the 7-run window does not establish a multi-month trend. AI Overview content can vary by query, model, and date.
- Why does a social platform hold the highest AI citation share on this market?
- AI Overviews select sources based on their own model logic, which may favour domains with broad user-generated content. facebook.com's rank-1 position at 22.33% reflects what the AI Overview surface cited during this window — it does not imply business-market leadership or specialist authority in luxury real estate.
Scope and limitations
Luxury Real Estate Advisory Marbella / Costa del Sol · Marbella · AI citation · Oct 26 – Nov 1, 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 Marbella / Costa del Sol Marbella, November 2026; not generalisable beyond this market and window.
Method & source
This card examines sources cited in Google's AI Overviews for Luxury Real Estate Advisory Marbella / Costa del Sol, observed on Google desktop from Spain during October 26 – November 1, 2026. It draws on 7 of 7 comparable daily observations within a governed market panel of 109 observed queries, applying the relevant source-selection rules.
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. 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 2026-11-07 · Governed capture ID · pr_1793526782983_o1oux7
Sourced from a published AAI Kernel Market Intelligence Board (MIB) card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.
Right of replyNamed in this reading? Submit a correction or a response.
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 Kernel Market Intelligence Board (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, Oct 26 – Nov 1, 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 Oct 26 – Nov 1, 2026; compare the stated reading bases before drawing a cross-market conclusion.
