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  1. Model Watch· Dated evidence · what was observed

    Paris's luxury hospitality — What are the key areas of role confusion in luxury hospitality?

    Luxury Hospitality Paris

    The two models diverge significantly in their framing of role differentiation within the luxury hospitality market in Paris, with GPT-4o…

    Observed 21 September 2026 · Published 27 September 2026

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  2. Model Watch· Dated evidence · what was observed

    St Barthélemy's luxury hospitality — How do AI models differ in their representation of the villa market in St. Barth?

    Luxury Hospitality St Barth

    The models diverge in their framing of the market's structural layers and actor…

    Observed 21 September 2026 · Published 27 September 2026

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  3. DNC Lens· Dated evidence · what was observed

    St Barthélemy's luxury hospitality — When a model can only read constructed trust, what is the practical value of its trust map for a serious luxury buyer?

    Luxury Hospitality St Barth

    In this Claude Sonnet 4.6 (native) reading, St Barth luxury hospitality trust is framed as a constructed artefact of visibility, editorial…

    Observed 21 September 2026 · Published 25 September 2026

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  4. DNC Lens· Dated evidence · what was observed

    St Barthélemy's luxury hospitality — Who actually regulates luxury hospitality in St Barth, and why doesn't the model know?

    Luxury Hospitality St Barth

    In this GPT-4o (native) reading, the St Barth luxury hospitality market is framed as a trust landscape where…

    Observed 21 September 2026 · Published 23 September 2026

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  5. DNC Lens· Dated evidence · what was observed

    Switzerland's luxury hospitality — Why does Claude Sonnet 4.6 admit it cannot assess the most exclusive tier of Swiss luxury hospitality?

    Luxury Hospitality Switzerland

    In this Claude Sonnet 4.6 (native) reading, Luxury Hospitality Switzerland is framed as a market where visibility functions as a proxy…

    Observed 21 September 2026 · Published 25 September 2026

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  6. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality (Amalfi/Como/Tuscany) Italy: “how to spot fake luxury villa listings for Amalfi Coast”

    Luxury Hospitality Italy (Amalfi/Como/Tuscany) · Organic search · “how to spot fake luxury villa listings for Amalfi Coast”

    Across the 7-run observation period (September 14–20, 2026) for the query "how to spot fake luxury villa listings for Amalfi Coast" in Luxury Hospitality Italy (Amalfi/Como/Tuscany), idealista.it holds the median position 1 on the organic surface.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality French Riviera: “standards de confidentialité et sécurité des palaces de Monaco”

    Luxury Hospitality French Riviera · Organic search · “standards de confidentialité et sécurité des palaces de Monaco”

    On the query "standards de confidentialité et sécurité des palaces de Monaco" (Organic Ranking — Top 5), boss-securite-monaco.com holds median position 1 across the 7-run observation period September 14–20, 2026 in the Luxury Hospitality French Riviera market.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  8. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality London: “most trusted London luxury hotel reviews”

    Luxury Hospitality London · Organic search · “most trusted London luxury hotel reviews”

    Across 7 comparable scheduled runs in the observation period (September 14–20, 2026), dorsiatravel.com holds the median position 1 on the query "most trusted London luxury hotel reviews" (Organic Ranking — Top 5) in the Luxury Hospitality London market on Google desktop.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  9. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Paris: “hotel palace le plus exclusif a Paris”

    Luxury Hospitality Paris · Organic search · “hotel palace le plus exclusif a Paris”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, yonder.fr holds the first organic position on the query "hotel palace le plus exclusif a Paris" in the Luxury Hospitality Paris market, with a median rank of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  10. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Singapore: “how reliable are luxury hotel ratings and awards”

    Luxury Hospitality Singapore · Organic search · “how reliable are luxury hotel ratings and awards”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, forbestravelguide.com holds median position 1 on the query "how reliable are luxury hotel ratings and awards" (Organic Ranking — Top 5) in the Luxury Hospitality Singapore market.

    Observed 14 September 2026 – 20 September 2026 · Published 23 September 2026

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  11. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality St Barth St Barthélemy: “comparing St Barth luxury beach resorts”

    Luxury Hospitality St Barth · Organic search · “comparing St Barth luxury beach resorts”

    Across the observation period of 7 comparable scheduled runs (September 14–20, 2026), sebastianluxetravel.com holds the first organic position on the query "comparing St Barth luxury beach resorts" in the Luxury Hospitality St Barth market, with a median best organic position of position 1 and presence in 7 of 7 comparable runs (100%).

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  12. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Switzerland: “best hotel in Switzerland for privacy and discretion”

    Luxury Hospitality Switzerland · Organic search · “best hotel in Switzerland for privacy and discretion”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, cntraveller.com holds the first organic position on the query "best hotel in Switzerland for privacy and discretion" (Organic Ranking — Top 5) in the Luxury Hospitality Switzerland market.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  13. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality UAE Dubai: “is the '7 star hotel' rating in Dubai official or a marketing ploy”

    Luxury Hospitality UAE · Organic search · “is the '7 star hotel' rating in Dubai official or a marketing ploy”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, quora.com holds position 1 by best organic position on this query for "is the '7 star hotel' rating in Dubai official or a marketing ploy" in the Luxury Hospitality UAE market.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality US Urban-Resort (NY/Miami) New York / Miami: “Michelin Key vs Forbes Five-Star rating what's the difference”

    Luxury Hospitality US Urban-Resort (NY/Miami) · Organic search · “Michelin Key vs Forbes Five-Star rating what's the difference”

    On the query "Michelin Key vs Forbes Five-Star rating what's the difference" (Organic Ranking — Top 5), linkedin.com holds the first organic position by median best organic position on this query across the 7-run observation period September 14–20, 2026 in the Luxury Hospitality US Urban-Resort (NY/Miami) market.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality (Amalfi/Como/Tuscany), Italy?

    Luxury Hospitality Italy (Amalfi/Como/Tuscany) · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Hospitality Italy (Amalfi/Como/Tuscany) market at 21.49%, observed across 7 comparable scheduled runs in the observation period September 14–20, 2026.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality UAE, Dubai?

    Luxury Hospitality UAE · AI Overview

    instagram.com holds the strongest AI opening share on the Luxury Hospitality UAE market across the 7-run window September 14–20, 2026, at 16.03%.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality US Urban-Resort (NY/Miami), New York / Miami?

    Luxury Hospitality US Urban-Resort (NY/Miami) · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Hospitality US Urban-Resort (NY/Miami) market across the 7-run window September 14–20, 2026, recording 21.48% of all AI answer openings observed over the period.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · AI Overview

    fr.wikipedia.org holds the highest AI opening share on the Luxury Hospitality French Riviera market across the 7-run window September 14–20, 2026, at 14.53%.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality, London?

    Luxury Hospitality London · AI Overview

    youtube.com holds the strongest AI opening share on the Luxury Hospitality London market across the 7-run window September 14–20, 2026, recording 23.16% of all AI answer openings observed over the period.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality, Paris?

    Luxury Hospitality Paris · AI Overview

    atout-france.fr holds the strongest AI opening share on the Luxury Hospitality Paris market across the 7-run window September 14–20, 2026, recording 22.78% of all AI Overview openings observed over the period.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality, Singapore?

    Luxury Hospitality Singapore · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Hospitality Singapore market across the 7-run window September 14–20, 2026, at 22.26%.

    Observed 14 September 2026 – 20 September 2026 · Published 21 September 2026

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

    Who controls Google's AI Overview for Luxury Hospitality, Switzerland?

    Luxury Hospitality Switzerland · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Hospitality Switzerland market across the 7-run window (September 14–20, 2026), recording 23.02% of all observed AI answer openings on this top-10 panel.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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  23. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality (Amalfi/Como/Tuscany), Italy?

    Luxury Hospitality Italy (Amalfi/Como/Tuscany) · AI citation

    facebook.com holds the strongest AI citation share on the Luxury Hospitality Italy (Amalfi/Como/Tuscany) market at 20.53%, observed across 7 comparable scheduled runs in the observation period September 14–20, 2026.

    Observed 14 September 2026 – 20 September 2026 · Published 26 September 2026

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  24. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality UAE, Dubai?

    Luxury Hospitality UAE · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Hospitality UAE panel across the 7-run window September 14–20, 2026, at 21.04%.

    Observed 14 September 2026 – 20 September 2026 · Published 26 September 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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