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Every public work of The Observatory, in one searchable place: the governed readings served today, the contextual readings of each market, the method and reference that govern them, and the organisations they observe. Each entry states what it is, what it covers and when it is from, and cites it in the form its nature allows. The source page remains authoritative — this library describes it, never replaces it.

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  1. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — GPT-4o (web) admits it might be wrong about who to trust — so why does it keep the same tiers?

    Luxury Hospitality French Riviera

    In this GPT-4o (web) reading, the French Riviera luxury hospitality market is framed as a trust hierarchy where brand recognition…

    Observed 12 October 2026 · Published 14 October 2026

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  2. 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 October 5–11, 2026, recording 24.78% of all AI answer openings observed over the period.

    Observed 5 October 2026 – 11 October 2026 · Published 13 October 2026

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  3. Organic Ranking — Top 5· Dated evidence · what was observed

    Who ranks first on Google for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · Organic search

    Across 7 comparable scheduled runs from October 5–11, 2026, yonder.fr most often holds the top organic position on the Luxury Hospitality French Riviera panel, with 23.08% observed presence as breadth context.

    Observed 5 October 2026 – 11 October 2026 · Published 12 October 2026

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  4. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — Is Claude Sonnet 4.6's Riviera trust map an inversion of the actual luxury hierarchy?

    Luxury Hospitality French Riviera

    In this Claude Sonnet 4.6 (native) reading, the Luxury Hospitality French Riviera market is framed as a landscape where trust is 'narrative…

    Observed 5 October 2026 · Published 7 October 2026

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  5. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — Is Tier 4's invisibility a market reality or a documentation gap that the model cannot see past?

    Luxury Hospitality French Riviera

    In this Google AI Mode (deep-search) reading, the French Riviera luxury hospitality market is framed as a stratified narrative hierarchy…

    Observed 5 October 2026 · Published 9 October 2026

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  6. Model Watch· Dated evidence · what was observed

    French Riviera's luxury hospitality — Which actors are highlighted in the luxury hospitality market?

    Luxury Hospitality French Riviera

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

    Observed 5 October 2026 · Published 11 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. 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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  9. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · AI citation

    instagram.com holds the strongest AI citation share on this market at 23.18%, leading the top-5 panel on the AI Overview citation rail for Luxury Hospitality French Riviera across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026.

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

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  10. Organic Ranking — Top 5· Dated evidence · what was observed

    Who ranks first on Google for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · Organic search

    Across the 7-run window from September 28 – October 4, 2026, yonder.fr most often holds the top organic position on the Luxury Hospitality French Riviera panel, with 30.49% observed presence as breadth context.

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

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  11. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — Can a private villa operator on the French Riviera become visible to Gemini 2.5 Pro (web) by joining Virtuoso?

    Luxury Hospitality French Riviera

    In this Gemini 2.5 Pro (web) reading, luxury hospitality on the French Riviera is framed as a two-tier trust market in which only…

    Observed 28 September 2026 · Published 2 October 2026

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  12. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — What happens when an AI optimised for visibility tries to map a market built on invisibility?

    Luxury Hospitality French Riviera

    In this Gemini 2.5 Pro (native) reading, the luxury hospitality market on the French Riviera is framed…

    Observed 28 September 2026 · Published 30 September 2026

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  13. Model Watch· Dated evidence · what was observed

    French Riviera's luxury hospitality — Which actors are highlighted in the luxury hospitality market on the French Riviera?

    Luxury Hospitality French Riviera

    Gemini 2.5 Pro (native) and Gemini 2.5 Pro (web) diverge significantly in their framing of the luxury hospitality market on the French…

    Observed 28 September 2026 · Published 4 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality French Riviera: “meilleurs hôtels de luxe Côte d'Azur”

    Luxury Hospitality French Riviera · Organic search · “meilleurs hôtels de luxe Côte d'Azur”

    Across the 7-run observation period (September 21–27, 2026) for the query "meilleurs hôtels de luxe Côte d'Azur" in the Luxury Hospitality French Riviera market, yonder.fr holds position 1 by median best organic position on this query.

    Observed 21 September 2026 – 27 September 2026 · Published 1 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, French Riviera?

    Luxury Hospitality French Riviera · AI Overview

    atout-france.fr holds the strongest AI opening share on the Luxury Hospitality French Riviera market across the 7-run window September 21–27, 2026, at 18.03%.

    Observed 21 September 2026 – 27 September 2026 · Published 29 September 2026

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

    Who does AI cite most for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Hospitality French Riviera panel at 19.73%, observed across 7 comparable scheduled runs in the observation period September 21–27, 2026.

    Observed 21 September 2026 – 27 September 2026 · Published 3 October 2026

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  17. Organic Ranking — Top 5· Dated evidence · what was observed

    Who ranks first on Google for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · Organic search

    yonder.fr most often holds the top organic position on the Luxury Hospitality French Riviera panel across 7 comparable scheduled runs from September 21–27, 2026, with 44.95% observed presence as breadth context.

    Observed 21 September 2026 – 27 September 2026 · Published 28 September 2026

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  18. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — Can a boutique Riviera hotel buy its way into AI trust through SEO and review farming?

    Luxury Hospitality French Riviera

    In this GPT-4o (native) reading, the French Riviera luxury hospitality market is framed as a visibility-driven…

    Observed 21 September 2026 · Published 23 September 2026

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  19. DNC Lens· Dated evidence · what was observed

    French Riviera's luxury hospitality — Does choosing to be invisible online make you look untrustworthy to the model — even if you manage a €20M villa?

    Luxury Hospitality French Riviera

    In this Claude Sonnet 4.6 (native) reading, the Luxury Hospitality French Riviera market is framed as one where trust is inferred from…

    Observed 21 September 2026 · Published 25 September 2026

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  20. Model Watch· Dated evidence · what was observed

    French Riviera's luxury hospitality — Which actors are highlighted in the luxury hospitality market on the French Riviera?

    Luxury Hospitality French Riviera

    The two models diverge significantly in their framing of the luxury hospitality market on the French Riviera, with GPT-4o (native)…

    Observed 21 September 2026 · Published 27 September 2026

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  21. 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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  22. 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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  23. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Hospitality French Riviera market across the 7-run window September 14–20, 2026, at 21.52%.

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

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

    Who ranks first on Google for Luxury Hospitality, French Riviera?

    Luxury Hospitality French Riviera · Organic search

    Across the 7-run window for Luxury Hospitality French Riviera, yonder.fr most often holds the top organic position on the observed surface, with 46.69% observed presence as breadth context.

    Observed 14 September 2026 – 20 September 2026 · Published 21 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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