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  1. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — If the best luxury real estate advisors in Thailand are invisible to AI, what is the model's trust map actually measuring?

    Luxury Real Estate Advisory Thailand

    In this Gemini 2.5 Pro (native) reading, the Luxury Real Estate Advisory Thailand market is framed…

    Observed 20 July 2026 · Published 21 July 2026

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  2. Model Watch· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — Why do boutique advisors face misrepresentation risks in AI models?

    Luxury Real Estate Advisory Thailand

    Both models converge on the challenge of differentiating advisory roles from brokerage in the Thai luxury real estate market, but diverge…

    Observed 20 July 2026 · Published 25 July 2026

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  3. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Miami / Palm Beach — What does Gemini 2.5 Pro (web) say is worth more than thousands of real estate transactions?

    Luxury Real Estate Advisory South Florida

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory South Florida market is framed as a visibility-driven trust hierarchy…

    Observed 20 July 2026 · Published 24 July 2026

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  4. Model Watch· Dated evidence · what was observed

    Marbella's luxury real estate — How do AI models differ in their interpretation of advisory roles?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    The two models diverge significantly in their framing of the Luxury Real Estate Advisory market in Marbella, with one focusing…

    Observed 20 July 2026 · Published 26 July 2026

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  5. DNC Lens· Dated evidence · what was observed

    Marbella's luxury real estate — If the best advisor in Marbella has no website, does Gemini know they exist?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    In this Gemini 2.5 Pro (native) reading, the Marbella luxury real estate advisory market is framed…

    Observed 20 July 2026 · Published 22 July 2026

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  6. DNC Lens· Dated evidence · what was observed

    Marbella's luxury real estate — If the best advisors leave no digital trace, what is Gemini 2.5 Pro (web)'s trust map actually measuring?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory market in Marbella / Costa del Sol is framed as a map of digital…

    Observed 20 July 2026 · Published 24 July 2026

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  7. DNC Lens· Dated evidence · what was observed

    Monaco's luxury real estate — Does Gemini 2.5 Pro (web) know it is biased against discreet markets — and does naming the bias fix it?

    Luxury Real Estate Advisory Monaco

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory Monaco market is framed as experiencing a 'total information eclipse'…

    Observed 20 July 2026 · Published 24 July 2026

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  8. DNC Lens· Dated evidence · what was observed

    Monaco's luxury real estate — How can an AI advisory map of Monaco be trusted when it cannot see the one actor legally required to be in every deal?

    Luxury Real Estate Advisory Monaco

    In this Gemini 2.5 Pro (native) reading, the Luxury Real Estate Advisory market in Monaco is framed as a confident…

    Observed 20 July 2026 · Published 22 July 2026

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  9. Model Watch· Dated evidence · what was observed

    Monaco's luxury real estate — What limits does AI admit in analyzing niche markets?

    Luxury Real Estate Advisory Monaco

    The two models diverge significantly in their ability to analyze the Monaco luxury real estate advisory market, with the web mode being…

    Observed 20 July 2026 · Published 26 July 2026

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  10. DNC Lens· Dated evidence · what was observed

    Mykonos's luxury real estate — Is a single live-news article a sufficient evidentiary base for restructuring a luxury real estate advisory trust hierarchy?

    Luxury Real Estate Advisory Mykonos

    In this Gemini 2.5 Pro (web) reading, the Mykonos luxury real estate advisory market is framed as a capital-preservation arena in which…

    Observed 20 July 2026 · Published 24 July 2026

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  11. DNC Lens· Dated evidence · what was observed

    New York's luxury real estate — If an AI builds trust maps from citation velocity, what happens to every market that runs on discretion?

    Luxury Real Estate Advisory New York

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory New York market is framed as structurally occluded rather than merely…

    Observed 20 July 2026 · Published 24 July 2026

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  12. DNC Lens· Dated evidence · what was observed

    Paris's luxury real estate — How current is Gemini 2.5 Pro's picture of Paris luxury real estate if its web search returned results about the World Cup?

    Luxury Real Estate Advisory Paris

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory Paris trust landscape is framed as a map of public visibility rather…

    Observed 20 July 2026 · Published 24 July 2026

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  13. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — Does a model reveal more about how it works when it explains why it cannot work?

    Luxury Real Estate Advisory Singapore

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory Singapore market is framed as analytically non-existent — not due…

    Observed 20 July 2026 · Published 23 July 2026

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  14. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — Is AI's Singapore luxury property trust map really a ranking of the best advisors — or the best-marketed ones?

    Luxury Real Estate Advisory Singapore

    In this Gemini 2.5 Pro (native) reading, the Singapore luxury real estate advisory market is framed…

    Observed 20 July 2026 · Published 21 July 2026

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  15. Model Watch· Dated evidence · what was observed

    Singapore's luxury real estate — What market segments remain invisible to AI?

    Luxury Real Estate Advisory Singapore

    Both models agree on the dominance of global property consultancies but diverge on the visibility and influence of discreet…

    Observed 20 July 2026 · Published 25 July 2026

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  16. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory / Costa del Sol Marbella: “buy luxury villa Marbella”

    Luxury Real Estate Advisory Marbella / Costa del Sol · Organic search · “buy luxury villa Marbella”

    Across 7 comparable scheduled runs in the observation period July 13–19, 2026, DM Properties / Diana Morales Properties holds the first organic position on the query "buy luxury villa Marbella" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Marbella / Costa del Sol market.

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  17. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Hong Kong: “luxury homes for sale The Peak Hong Kong”

    Luxury Real Estate Advisory Hong Kong · Organic search · “luxury homes for sale The Peak Hong Kong”

    Across 7 comparable scheduled runs in the observation period July 13–19, 2026, List Sotheby's International Realty Hong Kong holds position 1 by median best organic position on this query for "luxury homes for sale The Peak Hong Kong" in the Luxury Real Estate Advisory Hong Kong market.

    Observed 13 July 2026 – 19 July 2026 · Published 22 July 2026

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  18. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Ibiza: “best luxury real estate agents Ibiza”

    Luxury Real Estate Advisory Ibiza · Organic search · “best luxury real estate agents Ibiza”

    Across 7 comparable scheduled runs in the observation period July 13–19, 2026, thebestibiza.com holds position 1 by median best organic position on this query for "best luxury real estate agents Ibiza" in the Luxury Real Estate Advisory Ibiza market.

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  19. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory London: “buy luxury apartment London”

    Luxury Real Estate Advisory London · Organic search · “buy luxury apartment London”

    Across 7 comparable scheduled runs from July 13–19, 2026, Sotheby's International Realty UK holds the first organic position on the query "buy luxury apartment London" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory London market, with a median best organic position on this query of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  20. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Los Angeles: “buy luxury home Bel Air”

    Luxury Real Estate Advisory Los Angeles · Organic search · “buy luxury home Bel Air”

    Across the 7-run observation period (July 13–19, 2026) for the query "buy luxury home Bel Air" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Los Angeles market, Zillow holds median organic position 1 with presence in 7 of 7 comparable runs (100%).

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Monaco: “buy luxury apartment Monaco”

    Luxury Real Estate Advisory Monaco · Organic search · “buy luxury apartment Monaco”

    Across 7 comparable scheduled runs in the observation period July 13–19, 2026, sothebysrealty-france.com holds the first organic position on the query "buy luxury apartment Monaco" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Monaco market.

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  22. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Mykonos: “buy luxury villa Mykonos”

    Luxury Real Estate Advisory Mykonos · Organic search · “buy luxury villa Mykonos”

    Across 7 comparable scheduled runs in the observation period July 13–19, 2026, jamesedition.com holds the first organic position on the query "buy luxury villa Mykonos" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Mykonos market in Greece.

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  23. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory New York: “buy luxury apartment New York”

    Luxury Real Estate Advisory New York · Organic search · “buy luxury apartment New York”

    On the query "buy luxury apartment New York" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory New York market, Zillow holds the first organic position with a median of position 1 across 7 comparable scheduled runs from July 13–19, 2026.

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 2026

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  24. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Paris: “acheter appartement de luxe Paris”

    Luxury Real Estate Advisory Paris · Organic search · “acheter appartement de luxe Paris”

    Across 7 comparable scheduled runs in the Luxury Real Estate Advisory Paris market (July 13–19, 2026), parisouest-sothebysrealty.com holds the first organic position on the query "acheter appartement de luxe Paris" (Organic Ranking — Top 5), with a median best organic position on this query of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 13 July 2026 – 19 July 2026 · Published 23 July 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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