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  1. Model Watch· Dated evidence · what was observed

    St Barthélemy's luxury villa rental — Does St. Barth earn its French prestige or simply inherit it by association?

    UHNW Villa Rental St Barth

    Gemini 2.5 Pro (native) and Google AI Mode (deep-search) diverge significantly in their framing of the UHNW Villa Rental market in St…

    Observed 11 August 2026 · Published 16 August 2026

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  2. Model Watch· Dated evidence · what was observed

    Bali's luxury villa rental — How does AI's focus on digital visibility distort its understanding of the UHNW villa market?

    UHNW Villa Rental Bali

    Gemini 2.5 Pro (native) and Google AI Mode diverge significantly in their framing of the UHNW villa rental market in Bali, with distinct…

    Observed 10 August 2026 · Published 15 August 2026

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  3. DNC Lens· Dated evidence · what was observed

    Bali's luxury villa rental — Should UHNW clients know that AI cannot see who actually owns the villa they are renting?

    UHNW Villa Rental Bali

    In this Gemini 2.5 Pro (native) reading, the UHNW Villa Rental Bali market is framed as a visibility-biased trust…

    Observed 10 August 2026 · Published 11 August 2026

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  4. DNC Lens· Dated evidence · what was observed

    Bali's luxury villa rental — When a market analysis ends with a sales pitch, how much of the analysis was shaped by the pitch?

    UHNW Villa Rental Bali

    In this Google AI Mode (deep-search) reading, the UHNW villa rental market in Bali is framed as a high-spatial-yield, privacy-led…

    Observed 10 August 2026 · Published 13 August 2026

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  5. Model Watch· Dated evidence · what was observed

    Ibiza's luxury villa rental — How do Gemini 2.5 Pro (native) and Google AI Mode differ in identifying role conflation risks?

    UHNW Villa Rental Ibiza

    Gemini 2.5 Pro (native) and Google AI Mode diverge significantly in their framing of role differentiation within the UHNW villa rental…

    Observed 10 August 2026 · Published 16 August 2026

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  6. DNC Lens· Dated evidence · what was observed

    Ibiza's luxury villa rental — Is Google AI Mode's trust analysis of the Ibiza UHNW market neutral, or does it serve a specific advisory agenda?

    UHNW Villa Rental Ibiza

    This Google AI Mode (deep-search) reading concludes that in the UHNW Ibiza villa rental market, trust and seriousness signals…

    Observed 10 August 2026 · Published 14 August 2026

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  7. DNC Lens· Dated evidence · what was observed

    Ibiza's luxury villa rental — Is Sotheby's International Realty's top-trust position in this market earned by rental performance or by brand inheritance?

    UHNW Villa Rental Ibiza

    In this Gemini 2.5 Pro (native) reading, the UHNW Villa Rental Ibiza trust hierarchy is framed as a map…

    Observed 10 August 2026 · Published 12 August 2026

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  8. Model Watch· Dated evidence · what was observed

    Luxury villa rental in Cancun / Riviera Maya — How do different AI models perceive the structure of the UHNW villa rental market?

    UHNW Villa Rental Cancun / Riviera Maya

    Gemini 2.5 Pro (native) and Google AI Mode diverge significantly in their framing of market roles and the risks of role…

    Observed 10 August 2026 · Published 16 August 2026

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  9. DNC Lens· Dated evidence · what was observed

    Luxury villa rental in Cancun / Riviera Maya — Is this a market analysis or a sales funnel disguised as one?

    UHNW Villa Rental Cancun / Riviera Maya

    In this Google AI Mode (deep-search) reading, the UHNW villa rental market in Cancun / Riviera Maya is framed as experientially rich…

    Observed 10 August 2026 · Published 14 August 2026

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  10. DNC Lens· Dated evidence · what was observed

    Luxury villa rental in Cancun / Riviera Maya — What happens to a market when the most experienced local operators are systematically misread as risky by the dominant AI layer?

    UHNW Villa Rental Cancun / Riviera Maya

    In this Gemini 2.5 Pro (native) reading, the UHNW villa rental market in Cancun and the Riviera Maya is framed…

    Observed 10 August 2026 · Published 12 August 2026

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  11. DNC Lens· Dated evidence · what was observed

    Luxury villa rental in Miami / Palm Beach — Are these operators actually direct providers of yacht and aviation services, or brokers — and does the model's own framing answer that question?

    UHNW Villa Rental South Florida

    In this Google AI Mode (deep-search) reading, the UHNW villa rental market in South Florida is framed as a space where role differentiation…

    Observed 10 August 2026 · Published 14 August 2026

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  12. DNC Lens· Dated evidence · what was observed

    Luxury villa rental in Saint-Tropez / Cannes / Cap d'Antibes — If the top tier of the market is deliberately hidden, what is AI's role-differentiation analysis actually describing?

    UHNW Villa Rental French Riviera

    In this Google AI Mode (deep-search) reading, the UHNW Villa Rental French Riviera market is framed as a domain where AI systems most…

    Observed 10 August 2026 · Published 14 August 2026

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  13. DNC Lens· Dated evidence · what was observed

    Marbella's luxury villa rental — Does hiding your calendar actually make you rank higher in luxury AI search?

    UHNW Villa Rental Marbella / Costa del Sol

    In this Google AI Mode (deep-search) reading, dominance in the Marbella UHNW villa rental market is framed as algorithmically constructed…

    Observed 10 August 2026 · Published 14 August 2026

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  14. DNC Lens· Dated evidence · what was observed

    Marbella's luxury villa rental — If the model's map covers only the public internet, is it a map of the UHNW villa rental market — or of its marketing layer?

    UHNW Villa Rental Marbella / Costa del Sol

    In this Gemini 2.5 Pro (native) reading, the UHNW villa rental market in Marbella is framed as one where AI…

    Observed 10 August 2026 · Published 12 August 2026

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  15. Model Watch· Dated evidence · what was observed

    Marbella's luxury villa rental — What blind spots exist in AI's understanding of the UHNW market?

    UHNW Villa Rental Marbella / Costa del Sol

    Gemini 2.5 Pro (native) and Google AI Mode diverge significantly in their framing of the UHNW villa rental market in Marbella…

    Observed 10 August 2026 · Published 16 August 2026

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  16. DNC Lens· Dated evidence · what was observed

    Mykonos's luxury villa rental — Could a Mykonos villa agency climb Google AI Mode's hierarchy simply by rewriting its website copy?

    UHNW Villa Rental Mykonos

    This Google AI Mode (deep-search) reading concludes that narrative dominance in the Mykonos UHNW villa rental market is constructed through…

    Observed 10 August 2026 · Published 14 August 2026

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  17. DNC Lens· Dated evidence · what was observed

    Mykonos's luxury villa rental — Does the UHNW market's most prized quality — discretion — make its best operators permanently invisible to AI?

    UHNW Villa Rental Mykonos

    In this Gemini 2.5 Pro (native) reading, the UHNW Villa Rental Mykonos trust landscape is framed as a map…

    Observed 10 August 2026 · Published 12 August 2026

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  18. Model Watch· Dated evidence · what was observed

    Mykonos's luxury villa rental — How do AI models differ in their perception of off-market estates?

    UHNW Villa Rental Mykonos

    Gemini 2.5 Pro (native) and Google AI Mode diverge in their framing of the UHNW villa rental market in Mykonos, particularly…

    Observed 10 August 2026 · Published 16 August 2026

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  19. DNC Lens· Dated evidence · what was observed

    St Barthélemy's luxury villa rental — What happens when you apply elastic growth curves to an island that cannot grow?

    UHNW Villa Rental St Barth

    In this Google AI Mode (deep-search) reading, the UHNW villa rental market in St. Barth is framed as systematically misrepresented…

    Observed 10 August 2026 · Published 14 August 2026

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  20. DNC Lens· Dated evidence · what was observed

    Thailand's luxury villa rental — Can a model that admits it penalises privacy-first operators be trusted to rank UHNW villa providers?

    Luxury Villa Rental Thailand

    In this Gemini 2.5 Pro (native) reading, the luxury villa rental market in Phuket and Koh Samui is framed…

    Observed 10 August 2026 · Published 11 August 2026

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  21. Model Watch· Dated evidence · what was observed

    Thailand's luxury villa rental — How do Gemini 2.5 Pro (native) and Google AI Mode differ in their approach to role conflation risks?

    Luxury Villa Rental Thailand

    Gemini 2.5 Pro (native) and Google AI Mode diverge significantly in their approach to role differentiation in the luxury villa rental…

    Observed 10 August 2026 · Published 15 August 2026

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  22. DNC Lens· Dated evidence · what was observed

    Thailand's luxury villa rental — If Thai law shapes who can legally rent a villa, why does AI's trust map ignore the regulator?

    Luxury Villa Rental Thailand

    In this Google AI Mode (deep-search) reading, the luxury villa rental market in Phuket and Koh Samui is framed as one where global…

    Observed 10 August 2026 · Published 13 August 2026

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  23. Query Spotlight· Dated evidence · what was observed

    Luxury Villa Rental (Phuket & Koh Samui) Thailand: “what is the best ultra luxury villa in thailand”

    Luxury Villa Rental Thailand · Organic search · “what is the best ultra luxury villa in thailand”

    Across the 7-run observation period (August 3–9, 2026) for the query "what is the best ultra luxury villa in thailand" (Organic Ranking — Top 5) in Luxury Villa Rental Thailand (Phuket & Koh Samui), The Luxury Signature holds median position 1 on the organic surface.

    Observed 3 August 2026 – 9 August 2026 · Published 12 August 2026

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  24. Query Spotlight· Dated evidence · what was observed

    UHNW Villa Rental / Costa del Sol Marbella: “best villa rental companies Marbella”

    UHNW Villa Rental Marbella / Costa del Sol · Organic search · “best villa rental companies Marbella”

    Across 7 comparable scheduled runs (August 3–9, 2026) on the query "best villa rental companies Marbella" (Organic Ranking — Top 5) in the UHNW Villa Rental Marbella / Costa del Sol market, Marbella Mountain Resorts holds the first organic position on this query with a median of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 3 August 2026 – 9 August 2026 · Published 13 August 2026

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How each kind of work is cited

Measured readings — rankings and Query Spotlight
Governed measured reading. Cite it with its market, surface and observed window. The published metric table is available as data.csv and the complete record as citation.txt.
Narrative readings — DNC Lens and Model Watch
Governed narrative reading. Model statements are recorded verbatim and fact-checked; no metric table exists, so no CSV is offered. The complete record is available as citation.txt.
Context, method and reference
Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.
Actor records
Living record. Cite it with the date you retrieved it. For a ranking or factual claim, cite the dated evidence the record links to — never the record in its place.

Dates mean what they say: Observed is the window the surface was read; Published is when a reading went public; Text revision is when the exact accepted text first existed; Last reviewed is the review date a page declares. No digital object identifier is assigned; cite the canonical address.

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