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  1. DNC Lens· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — How large is the share of the Côte d'Azur charter market that GPT-4o (web) simply cannot see?

    Luxury Yachting Côte d'Azur

    In this GPT-4o (web) reading, the Luxury Yachting Côte d'Azur charter market is framed as a trust hierarchy built almost entirely on 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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI Overview

    clickandboat.com holds the strongest AI opening share on this market in this card scope, at 16.19%, across 7 comparable scheduled runs in the observation period October 5–11, 2026.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · Organic search

    arthaudyachting.com most often holds the top organic position on the Luxury Yachting Côte d'Azur surface across 7 comparable scheduled runs (October 5–11, 2026), with 41.90% 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

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — Does Google AI Mode (deep-search) penalise the most exclusive yachting firms for being exclusive?

    Luxury Yachting Côte d'Azur

    In this Google AI Mode (deep-search) reading, trust and seriousness in the Côte d'Azur luxury yachting market are framed as algorithmically…

    Observed 5 October 2026 · Published 9 October 2026

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  5. Model Watch· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — How do Claude Sonnet 4.6 and Google AI Mode diverge in framing market challenges?

    Luxury Yachting Côte d'Azur

    The two models diverge significantly in their framing of the Côte d'Azur luxury yachting market, with Claude Sonnet 4.6 focusing…

    Observed 5 October 2026 · Published 11 October 2026

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  6. DNC Lens· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — Is a Cannes-based French-speaking charter expert less trustworthy — or just less legible to Claude Sonnet 4.6?

    Luxury Yachting Côte d'Azur

    In this Claude Sonnet 4.6 (native) reading, the Luxury Yachting Côte d'Azur charter market is framed as one where trust attribution…

    Observed 5 October 2026 · Published 7 October 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Yachting Côte d'Azur Cannes / Antibes / Saint-Tropez: “location yacht Côte d'Azur”

    Luxury Yachting Côte d'Azur · Organic search · “location yacht Côte d'Azur”

    Across 7 comparable scheduled runs (September 28 – October 4, 2026) on the query "location yacht Côte d'Azur" (Organic Ranking — Top 5) in the Luxury Yachting Côte d'Azur market, abys-yachting.com and samboat.fr share a median best organic position of position 1, each appearing in 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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI Overview

    Across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026, clickandboat.com holds the strongest AI opening share on the Luxury Yachting Côte d'Azur market in France at 15.83%, leading the top-10 panel on the AI Overview opening-control rail.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI citation

    instagram.com holds the strongest AI citation share on this market at 14.29%, leading the top-5 panel on the AI Overview citation rail for Luxury Yachting Côte d'Azur 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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · Organic search

    Across the 7-run window from September 28 – October 4, 2026, arthaudyachting.com most often holds the top organic position on the Luxury Yachting Côte d'Azur surface, with 47.53% 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

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — If AI never mentions the APA, are charter price quotes it surfaces fundamentally misleading?

    Luxury Yachting Côte d'Azur

    In this Gemini 2.5 Pro (native) reading, the Luxury Yachting Côte d'Azur charter market is framed as a monolithic…

    Observed 28 September 2026 · Published 30 September 2026

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  12. DNC Lens· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — If the luxury market runs on private reputation, is a public-signal model structurally unfit to map it?

    Luxury Yachting Côte d'Azur

    In this Gemini 2.5 Pro (web) reading, the Luxury Yachting Côte d'Azur charter market is framed as one where trust attribution is a proxy…

    Observed 28 September 2026 · Published 2 October 2026

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  13. Model Watch· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — What limitations do AI models admit in their trust assessments?

    Luxury Yachting Côte d'Azur

    Gemini 2.5 Pro (native) and Gemini 2.5 Pro (web) converge on the importance of brand recognition and digital visibility in the luxury…

    Observed 28 September 2026 · Published 4 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Yachting Côte d'Azur Cannes / Antibes / Saint-Tropez: “location yacht Monaco”

    Luxury Yachting Côte d'Azur · Organic search · “location yacht Monaco”

    Across 7 comparable scheduled runs in the observation period September 21–27, 2026, excellenceriviera.com holds position 1 by median best organic position on this query "location yacht Monaco" in the Luxury Yachting Côte d'Azur market.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI Overview

    arthaudyachting.com holds the rank-1 position on the AI Overview opening-control rail for Luxury Yachting Côte d'Azur in France, recording 15.36% AI opening share on this market across 7 comparable scheduled runs in the observation period September 21–27, 2026.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI citation

    instagram.com holds the strongest AI citation share on the Luxury Yachting Côte d'Azur market across the 7-run window September 21–27, 2026, at 12.33%.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · Organic search

    arthaudyachting.com most often holds the top organic position on the Luxury Yachting Côte d'Azur organic surface across the 7-run window September 21–27, 2026, with 54.53% 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

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — Does GPT-4o (native)'s trust map only confirm what we already know about the biggest names?

    Luxury Yachting Côte d'Azur

    In this GPT-4o (native) reading, trust in the Luxury Yachting Côte d'Azur charter market is framed as narratively…

    Observed 21 September 2026 · Published 23 September 2026

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  19. Model Watch· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — How does the focus on regulatory frameworks differ between the models?

    Luxury Yachting Côte d'Azur

    Both models identify significant blind spots in AI-generated narratives of the luxury yachting market on the Côte d'Azur, but they diverge…

    Observed 21 September 2026 · Published 27 September 2026

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  20. DNC Lens· Dated evidence · what was observed

    Luxury yacht charter in Cannes / Antibes / Saint-Tropez — Is the most serious money in Côte d'Azur yachting completely invisible to Claude Sonnet 4.6 (native)?

    Luxury Yachting Côte d'Azur

    In this Claude Sonnet 4.6 (native) reading, the Luxury Yachting Côte d'Azur market is framed as a trust landscape where visibility…

    Observed 21 September 2026 · Published 25 September 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Yachting Côte d'Azur Cannes / Antibes / Saint-Tropez: “location superyacht Côte d'Azur”

    Luxury Yachting Côte d'Azur · Organic search · “location superyacht Côte d'Azur”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, samboat.fr holds median position 1 on the query "location superyacht Côte d'Azur" (Organic Ranking — Top 5) in the Luxury Yachting Côte d'Azur 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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI Overview

    samboat.fr holds the strongest AI opening share on this market across the 7-run window September 14–20, 2026, at 16.67%.

    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 Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · AI citation

    instagram.com holds the strongest AI citation share on this market at 13.01%, 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. Organic Ranking — Top 5· Dated evidence · what was observed

    Who ranks first on Google for Luxury Yachting Côte d'Azur, Cannes / Antibes / Saint-Tropez?

    Luxury Yachting Côte d'Azur · Organic search

    arthaudyachting.com most often holds the top organic position on the Luxury Yachting Côte d'Azur organic surface across the 7-run observation period (September 14–20, 2026), with 57.55% 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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