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  1. Model Watch· Dated evidence · what was observed

    St Barthélemy's luxury hospitality — What biases do AI models flag in trust attribution?

    Luxury Hospitality St Barth

    The two models diverge significantly in their framing of trust signals in the St. Barth luxury hospitality market, with Claude Sonnet 4.6…

    Observed 5 October 2026 · Published 11 October 2026

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  2. DNC Lens· Dated evidence · what was observed

    St Barthélemy's luxury hospitality — Which AI-generated St. Barth investment thesis collapses the moment you apply a cap-rate model to a family-held villa?

    Luxury Hospitality St Barth

    In this Google AI Mode (deep-search) reading, the luxury hospitality market in St. Barthélemy is framed as a hyper-niche, privately held…

    Observed 5 October 2026 · Published 9 October 2026

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  3. DNC Lens· Dated evidence · what was observed

    Switzerland's luxury hospitality — Does the AI treat a hotel consortium badge the same way it treats a government licence?

    Luxury Hospitality Switzerland

    In this Claude Sonnet 4.6 (native) reading, Luxury Hospitality Switzerland is framed as a market where trust attribution is structurally…

    Observed 5 October 2026 · Published 7 October 2026

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  4. DNC Lens· Dated evidence · what was observed

    Switzerland's luxury hospitality — Is the 'cold/stiff algorithmic bias' against Switzerland a measured phenomenon or an asserted one?

    Luxury Hospitality Switzerland

    In this Google AI Mode (deep-search) reading, Luxury Hospitality Switzerland is framed as a 'Silent Luxury' paradigm that risks algorithmic…

    Observed 5 October 2026 · Published 9 October 2026

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  5. Model Watch· Dated evidence · what was observed

    Switzerland's luxury hospitality — Why does Google AI Mode omit specific hotel names in its analysis?

    Luxury Hospitality Switzerland

    The two models diverge significantly in their framing of the Swiss luxury hospitality market, with Claude Sonnet 4.6 focusing on editorial…

    Observed 5 October 2026 · Published 11 October 2026

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  6. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality (Amalfi/Como/Tuscany) Italy: “best luxury hotels Italy”

    Luxury Hospitality Italy (Amalfi/Como/Tuscany) · Organic search · “best luxury hotels Italy”

    Across 7 comparable scheduled runs in the observation period (September 28 – October 4, 2026), designhotels.com holds median position 1 on the query "best luxury hotels Italy" (Organic Ranking — Top 5) in Luxury Hospitality Italy (Amalfi/Como/Tuscany).

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality French Riviera: “meilleurs palaces Côte d'Azur”

    Luxury Hospitality French Riviera · Organic search · “meilleurs palaces Côte d'Azur”

    Across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026, suitespot.fr holds median position 1 on the query "meilleurs palaces Côte d'Azur" (Organic Ranking — Top 5) in the Luxury Hospitality French Riviera market — but appeared in only 4 of 7 comparable runs (57%).

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  8. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality London: “premier hotel suite in London for ultimate privacy”

    Luxury Hospitality London · Organic search · “premier hotel suite in London for ultimate privacy”

    Across 7 comparable scheduled runs (September 28 – October 4, 2026) for the query "premier hotel suite in London for ultimate privacy" (Organic Ranking — Top 5) in Luxury Hospitality London, privateupgrades.com holds the median position 1 on this organic surface — but appeared in only 4 of 7 comparable runs (57%).

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  9. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Paris: “meilleurs palaces a Paris”

    Luxury Hospitality Paris · Organic search · “meilleurs palaces a Paris”

    Across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026, yonder.fr holds the first organic position on the query "meilleurs palaces a Paris" (Organic Ranking — Top 5) in the Luxury Hospitality Paris market, with a median best organic position on this query of position 1.

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  10. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Singapore: “most exclusive hotels Singapore”

    Luxury Hospitality Singapore · Organic search · “most exclusive hotels Singapore”

    Across the 7-run observation period (September 28 – October 4, 2026) for the query "most exclusive hotels Singapore" on Google desktop in Singapore, alovelettertoasia.com holds the median position 1 on the organic surface — but appeared in only 3 of 7 comparable runs (43%).

    Observed 28 September 2026 – 4 October 2026 · Published 7 October 2026

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  11. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality St Barth St Barthélemy: “most exclusive hotels St Barth”

    Luxury Hospitality St Barth · Organic search · “most exclusive hotels St Barth”

    Across the 7-run observation period (September 28 – October 4, 2026) for the query "most exclusive hotels St Barth" (Organic Ranking — Top 5) in the Luxury Hospitality St Barth market, cntraveler.com holds the highest median best organic position on this query at position 1 — but appeared in only 4 of 7 comparable runs.

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  12. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Switzerland: “top palace hotels Switzerland”

    Luxury Hospitality Switzerland · Organic search · “top palace hotels Switzerland”

    Across the 7-run observation period (September 28 – October 4, 2026) for the query "top palace hotels Switzerland" in Luxury Hospitality Switzerland, swissdeluxehotels.com holds the first organic position by median rank.

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  13. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality UAE Dubai: “most exclusive hotels Dubai”

    Luxury Hospitality UAE · Organic search · “most exclusive hotels Dubai”

    Across 7 comparable scheduled runs in the Luxury Hospitality UAE window (September 28 – October 4, 2026), cntravellerme.com holds the median position 1 on the query "most exclusive hotels Dubai" (Organic Ranking — Top 5).

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality US Urban-Resort (NY/Miami) New York / Miami: “most exclusive hotels in New York City”

    Luxury Hospitality US Urban-Resort (NY/Miami) · Organic search · “most exclusive hotels in New York City”

    Across 7 comparable scheduled runs (September 28 – October 4, 2026) on the query "most exclusive hotels in New York City" (Organic Ranking — Top 5), fivestaralliance.com and forbestravelguide.com share a median best organic position of position 1, each appearing in 3 of 7 comparable runs.

    Observed 28 September 2026 – 4 October 2026 · Published 8 October 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 across the 7-run window September 28 – October 4, 2026, recording 20.36% of all AI answer openings observed over the period.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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 St Barth, St Barthélemy?

    Luxury Hospitality St Barth · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Hospitality St Barth market across the 7-run window September 28 – October 4, 2026, recording 21.05% of all AI Overview openings observed over the period.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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 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 from September 28 – October 4, 2026, recording 23.36% of all AI answer openings observed over the period.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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 US Urban-Resort (NY/Miami), New York / Miami?

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

    instagram.com holds the strongest AI opening share on the Luxury Hospitality US Urban-Resort (NY/Miami) market at 22.68%, accumulated across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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, French Riviera?

    Luxury Hospitality French Riviera · AI Overview

    instagram.com holds the strongest AI opening share on this market across the 7-run window from September 28 – October 4, 2026, at 21.77%.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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, 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 28 – October 4, 2026, at 14.73%.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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, 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 28 – October 4, 2026), recording 17.24%.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 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, Singapore?

    Luxury Hospitality Singapore · AI Overview

    facebook.com holds the strongest AI opening share on this market across the 7-run window (September 28 – October 4, 2026), recording 21.22% of all AI answer openings observed on the Luxury Hospitality Singapore panel of 10 actors.

    Observed 28 September 2026 – 4 October 2026 · Published 5 October 2026

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  23. 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 observation period (September 28 – October 4, 2026), recording 18.33% of all AI answer openings observed over the period.

    Observed 28 September 2026 – 4 October 2026 · Published 6 October 2026

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  24. 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) panel at 18.87%, observed across 7 comparable scheduled runs from September 28 – October 4, 2026.

    Observed 28 September 2026 – 4 October 2026 · Published 10 October 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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