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  1. DNC Lens· Dated evidence · what was observed

    Paris's luxury hospitality — Does naming a bias neutralise it, or does GPT-4o (web) just describe the distortion it is simultaneously enacting?

    Luxury Hospitality Paris

    In this GPT-4o (web) reading, the Paris luxury hospitality market is framed as a hierarchy constructed almost entirely from public…

    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, Paris?

    Luxury Hospitality Paris · AI Overview

    instagram.com holds the strongest AI opening share on this market across the 7-run window from October 5–11, 2026, recording 21.43% 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, Paris?

    Luxury Hospitality Paris · Organic search

    Across the observation period of October 5–11, 2026, Tripadvisor most often holds the top organic position on the Luxury Hospitality Paris panel, with 51.10% 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

    Paris's luxury hospitality — Can any AI model trained on public data ever see the loyalty signals that matter most in ultra-luxury?

    Luxury Hospitality Paris

    In this Google AI Mode (deep-search) reading, AI-generated explanations of Paris luxury hospitality are framed as structurally deficient…

    Observed 5 October 2026 · Published 9 October 2026

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  5. Model Watch· Dated evidence · what was observed

    Paris's luxury hospitality — How do different AI models perceive the role of editorial visibility in market differentiation?

    Luxury Hospitality Paris

    Claude Sonnet 4.6 (native) and Google AI Mode (deep-search) diverge significantly in their framing of role differentiation within…

    Observed 5 October 2026 · Published 11 October 2026

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  6. DNC Lens· Dated evidence · what was observed

    Paris's luxury hospitality — Why are the most capable Paris luxury operators the ones the model knows least about?

    Luxury Hospitality Paris

    In this Claude Sonnet 4.6 (native) reading, trust in the Paris luxury hospitality market is framed as an artefact of documented visibility…

    Observed 5 October 2026 · Published 7 October 2026

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  7. 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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  8. 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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  9. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality, Paris?

    Luxury Hospitality Paris · AI citation

    instagram.com holds the strongest AI citation share on this market across the 7-run window September 28 – October 4, 2026, at 18.92%.

    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, Paris?

    Luxury Hospitality Paris · Organic search

    yonder.fr most often holds the top organic position on the Luxury Hospitality Paris panel across 7 comparable scheduled runs (September 28 – October 4, 2026), with 28.40% 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

    Paris's luxury hospitality — Can a model that admits it mistakes media presence for market power be trusted to map that market accurately?

    Luxury Hospitality Paris

    In this Gemini 2.5 Pro (web) reading, the Paris luxury hospitality market is framed as a financial asset class whose trust hierarchy…

    Observed 28 September 2026 · Published 2 October 2026

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  12. DNC Lens· Dated evidence · what was observed

    Paris's luxury hospitality — Could a Paris Palace fail its guests and still score maximum trust in Gemini 2.5 Pro's model?

    Luxury Hospitality Paris

    In this Gemini 2.5 Pro (native) reading, the Paris luxury hospitality market is framed as a hierarchy where trust…

    Observed 28 September 2026 · Published 30 September 2026

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  13. Model Watch· Dated evidence · what was observed

    Paris's luxury hospitality — What limitations does Gemini 2.5 Pro (native) acknowledge in its analysis?

    Luxury Hospitality Paris

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

    Observed 28 September 2026 · Published 4 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Hospitality Paris: “meilleurs hotels de luxe a Paris”

    Luxury Hospitality Paris · Organic search · “meilleurs hotels de luxe a Paris”

    Across 7 comparable scheduled runs in the observation period (September 21–27, 2026), fr.lartisien.com holds the first organic position on the query "meilleurs hotels de luxe a Paris" in the Luxury Hospitality Paris market, with a median best organic position on this query of position 1 and presence in 7 of 7 comparable runs.

    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, 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 21–27, 2026), recording 21.57% of cumulative AI answer openings observed on Google desktop.

    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, Paris?

    Luxury Hospitality Paris · AI citation

    Across the 7-run window from September 21–27, 2026, youtube.com holds the strongest AI citation share on the Luxury Hospitality Paris panel at 19.59%, leading the top-5 actors on the AI Overview citation rail.

    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, Paris?

    Luxury Hospitality Paris · Organic search

    yonder.fr most often holds the top organic position on the Luxury Hospitality Paris panel across the 7-run observation period (September 21–27, 2026), with 37.57% 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

    Paris's luxury hospitality — How can a trust map of Paris luxury hospitality omit the only official state-backed quality label in the market?

    Luxury Hospitality Paris

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

    Observed 21 September 2026 · Published 23 September 2026

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  19. DNC Lens· Dated evidence · what was observed

    Paris's luxury hospitality — In Claude Sonnet 4.6 (native)'s trust map, does choosing not to be visible online make a Paris luxury operator look suspicious?

    Luxury Hospitality Paris

    In this Claude Sonnet 4.6 (native) reading, the Paris luxury hospitality market is framed as structurally conservative, where labelled…

    Observed 21 September 2026 · Published 25 September 2026

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  20. 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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  21. 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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  22. 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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  23. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Luxury Hospitality, Paris?

    Luxury Hospitality Paris · AI citation

    youtube.com holds the strongest AI citation share on this market at 19.00%, leading the top-5 panel on the AI Overview citation rail for Luxury Hospitality Paris 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. Organic Ranking — Top 5· Dated evidence · what was observed

    Who ranks first on Google for Luxury Hospitality, Paris?

    Luxury Hospitality Paris · Organic search

    Across the 7-run window from September 14–20, 2026, yonder.fr most often holds the top organic position on the Luxury Hospitality Paris panel, with 37.92% 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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