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  1. DNC Lens· Dated evidence · what was observed

    New York's luxury real estate — Can a model flag its own bias and still be captured by it in the same answer?

    Luxury Real Estate Advisory New York

    In this GPT-4o (native) reading, the luxury real estate advisory market in New York is framed…

    Observed 17 August 2026 · Published 19 August 2026

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  2. DNC Lens· Dated evidence · what was observed

    New York's luxury real estate — If AI has zero confidence in evaluating the most elite segment of New York luxury real estate advisory, who should trust its rankings?

    Luxury Real Estate Advisory New York

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

    Observed 17 August 2026 · Published 21 August 2026

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  3. Model Watch· Dated evidence · what was observed

    New York's luxury real estate — What reasoning methods do AI models use to differentiate roles?

    Luxury Real Estate Advisory New York

    The two models diverge significantly in their framing of the Luxury Real Estate Advisory market in New York, with GPT-4o (native)…

    Observed 17 August 2026 · Published 23 August 2026

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  4. DNC Lens· Dated evidence · what was observed

    Paris's luxury real estate — Can a model flag a bias it is actively reproducing in the same document?

    Luxury Real Estate Advisory Paris

    In this GPT-4o (native) reading, the Paris luxury real estate advisory market is framed as a trust hierarchy…

    Observed 17 August 2026 · Published 19 August 2026

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  5. DNC Lens· Dated evidence · what was observed

    Paris's luxury real estate — Does Gemini's own conclusion advise users not to trust its Paris luxury real estate trust map?

    Luxury Real Estate Advisory Paris

    In this Gemini 2.5 Pro (native) reading, the Paris luxury real estate advisory market is framed as a trust…

    Observed 17 August 2026 · Published 21 August 2026

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  6. Model Watch· Dated evidence · what was observed

    Paris's luxury real estate — How do auction house affiliations impact real estate agency dominance?

    Luxury Real Estate Advisory Paris

    The two models diverge significantly in their framing of the luxury real estate advisory market in Paris, with different emphases on market…

    Observed 17 August 2026 · Published 23 August 2026

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  7. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — If the most trusted UHNW advisors are invisible to AI, what is the AI trust map actually measuring?

    Luxury Real Estate Advisory Singapore

    In this Gemini 2.5 Pro (native) reading, the Luxury Real Estate Advisory Singapore market is framed as one where…

    Observed 17 August 2026 · Published 20 August 2026

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  8. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — Is a critique of AI market narrative abstraction that is itself entirely abstract a useful diagnostic tool?

    Luxury Real Estate Advisory Singapore

    In this GPT-4o (native) reading, the Singapore luxury real estate advisory market is framed as a visibility-driven…

    Observed 17 August 2026 · Published 18 August 2026

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  9. Model Watch· Dated evidence · what was observed

    Singapore's luxury real estate — Which actors are named as dominant in the luxury real estate market in Singapore?

    Luxury Real Estate Advisory Singapore

    The two models diverge in their framing of the market hierarchy, with GPT-4o emphasizing brand recognition and editorial coverage, while…

    Observed 17 August 2026 · Published 22 August 2026

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  10. 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 August 10–16, 2026, jamesedition.com holds median position 1 on the query "buy luxury villa Marbella" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Marbella / Costa del Sol market.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  11. 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 August 10–16, 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 10 August 2026 – 16 August 2026 · Published 19 August 2026

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  12. 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 August 10–16, 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 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  13. 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 in the observation period August 10–16, 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.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  14. 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 window from August 10–16, 2026, rubyhome.com holds median position 1 on the query "buy luxury home Bel Air" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Los Angeles market.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  15. 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 August 10–16, 2026, sothebysrealty-france.com holds position 1 by median best organic position on the query "buy luxury apartment Monaco" in the Luxury Real Estate Advisory Monaco market.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  16. 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”

    On the query "buy luxury villa Mykonos" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Mykonos market, jamesedition.com holds the median position 1 across the 7-run observation period from August 10–16, 2026.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  17. 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”

    Across 7 comparable scheduled runs in the observation period (August 10–16, 2026) for the query "buy luxury apartment New York" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory New York market, Zillow holds median organic position 1.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  18. 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 (August 10–16, 2026) on the query "acheter appartement de luxe Paris" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Paris market, Junot holds the first organic position with a median of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  19. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Singapore: “Good Class Bungalow for sale Singapore”

    Luxury Real Estate Advisory Singapore · Organic search · “Good Class Bungalow for sale Singapore”

    Across 7 comparable scheduled runs in the observation period August 10–16, 2026, PropertyGuru Singapore holds the first organic position on the query "Good Class Bungalow for sale Singapore" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Singapore market.

    Observed 10 August 2026 – 16 August 2026 · Published 19 August 2026

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  20. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory South Florida Miami / Palm Beach: “buy luxury home Miami”

    Luxury Real Estate Advisory South Florida · Organic search · “buy luxury home Miami”

    Across 7 comparable scheduled runs in the observation period August 10–16, 2026, Zillow holds median position 1 on the query "buy luxury home Miami" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory South Florida market.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Thailand Bangkok / Phuket: “buy luxury villa Phuket”

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

    Across 6 comparable scheduled runs in the observation period August 10–16, 2026, phuketrealtor.com holds the first organic position on the query "buy luxury villa Phuket" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Thailand market.

    Observed 10 August 2026 – 16 August 2026 · Published 19 August 2026

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  22. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory UAE Dubai: “ultra luxury real estate Dubai”

    Luxury Real Estate Advisory UAE · Organic search · “ultra luxury real estate Dubai”

    Across 7 comparable scheduled runs in the observation period August 10–16, 2026, sothebysrealty.com holds the first organic position on the query "ultra luxury real estate Dubai" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory UAE market in Dubai.

    Observed 10 August 2026 – 16 August 2026 · Published 20 August 2026

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  23. AI Overview Ranking — Top 10· Dated evidence · what was observed

    Who controls Google's AI Overview for Luxury Real Estate Advisory / Costa del Sol, Marbella?

    Luxury Real Estate Advisory Marbella / Costa del Sol · AI Overview

    Drumelia Real Estate holds the strongest AI opening share on this market across the observation period of August 10–16, 2026, at 15.52%.

    Observed 10 August 2026 – 16 August 2026 · Published 18 August 2026

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  24. AI Overview Ranking — Top 10· Dated evidence · what was observed

    Who controls Google's AI Overview for Luxury Real Estate Advisory South Florida, Miami / Palm Beach?

    Luxury Real Estate Advisory South Florida · AI Overview

    dorapuig.com holds the strongest AI opening share on the Luxury Real Estate Advisory South Florida market across the 7-run window (August 10–16, 2026), at 13.60%.

    Observed 10 August 2026 – 16 August 2026 · Published 18 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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