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  1. DNC Lens· Dated evidence · what was observed

    London's luxury real estate — Why does GPT-4o (web) include a mainstream high-street agency in a luxury advisory trust map?

    Luxury Real Estate Advisory London

    In this GPT-4o (web) reading, the London Luxury Real Estate Advisory market is framed as a reputation-and-visibility hierarchy in which…

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI Overview

    Rightmove holds the strongest AI opening share on this market across the 7-run window from October 5–11, 2026, at 12.83%.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · Organic search

    Across the 7-run window from October 5–11, 2026, Sotheby's International Realty most often holds the top organic position on the Luxury Real Estate Advisory London panel, recording 31.97% 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

    London's luxury real estate — Does Google AI Mode's answer describe the market objectively, or does it construct a problem it then offers to solve?

    Luxury Real Estate Advisory London

    In this Google AI Mode (deep-search) reading, the London luxury real estate advisory market is framed as one where narrative dominance…

    Observed 5 October 2026 · Published 9 October 2026

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  5. DNC Lens· Dated evidence · what was observed

    London's luxury real estate — Is an AI trust map of London luxury property actually a map of English-language media coverage?

    Luxury Real Estate Advisory London

    In this Claude Sonnet 4.6 (native) reading, London luxury real estate advisory is framed as a market where visibility functions as a proxy…

    Observed 5 October 2026 · Published 7 October 2026

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  6. Model Watch· Dated evidence · what was observed

    London's luxury real estate — Which actors dominate the AI narrative in luxury real estate?

    Luxury Real Estate Advisory London

    The two models diverge significantly in their framing of the London luxury real estate advisory market, with Claude Sonnet 4.6 focusing…

    Observed 5 October 2026 · Published 11 October 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory London: “best luxury estate agents London”

    Luxury Real Estate Advisory London · Organic search · “best luxury estate agents London”

    Across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026, Knight Frank London holds the first organic position on the query "best luxury estate agents London" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory London market, with a median rank 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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI Overview

    Rightmove holds the rank-1 position on the AI Overview opening-control rail for Luxury Real Estate Advisory London across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026, recording 12.20% AI opening share on this market.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Real Estate Advisory London market across the 7-run window from September 28 – October 4, 2026, recording 16.97%.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · Organic search

    Sotheby's International Realty most often holds the top organic position on the Luxury Real Estate Advisory London surface across the 7-run window from September 28 – October 4, 2026, showing 32.79% 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

    London's luxury real estate — Does Gemini admit its trust map is not actually a map of the real market?

    Luxury Real Estate Advisory London

    In this Gemini 2.5 Pro (web) reading, the London luxury real estate advisory market is framed as a hierarchy in which trust is awarded…

    Observed 28 September 2026 · Published 2 October 2026

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  12. Model Watch· Dated evidence · what was observed

    London's luxury real estate — How do AI models differ in their trust assessments of private banks?

    Luxury Real Estate Advisory London

    Gemini 2.5 Pro (native) and Gemini 2.5 Pro (web) diverge in their framing of trust in the luxury real estate advisory market…

    Observed 28 September 2026 · Published 4 October 2026

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  13. DNC Lens· Dated evidence · what was observed

    London's luxury real estate — If your best clients come from word of mouth, does AI think you don't exist?

    Luxury Real Estate Advisory London

    In this Gemini 2.5 Pro (native) reading, the London luxury real estate advisory market is framed as a 'map…

    Observed 28 September 2026 · Published 30 September 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory London: “luxury real estate London”

    Luxury Real Estate Advisory London · Organic search · “luxury real estate London”

    On the query "luxury real estate London" (Organic Ranking — Top 5 variant) in the Luxury Real Estate Advisory London market, List Sothebys International Realty holds position 1 by median best organic position on this query across the observation period of September 21–27, 2026.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI Overview

    Black Brick holds the strongest AI opening share on the Luxury Real Estate Advisory London market across the 7-run window September 21–27, 2026, at 13.03%.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI citation

    youtube.com holds the strongest AI citation share on this market across the 7-run window (September 21–27, 2026), at 18.27%.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · Organic search

    Sotheby's International Realty most often holds the top organic position on the Luxury Real Estate Advisory London surface across 7 comparable scheduled runs from September 21–27, 2026, with 33.47% 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

    London's luxury real estate — Can a model that names its own credential fetishism escape it within the same answer?

    Luxury Real Estate Advisory London

    In this Claude Sonnet 4.6 (native) reading, the London luxury real estate advisory market is framed as one where the model's trust…

    Observed 21 September 2026 · Published 25 September 2026

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  19. Model Watch· Dated evidence · what was observed

    London's luxury real estate — What reasoning method does Claude Sonnet 4.6 use to differentiate roles?

    Luxury Real Estate Advisory London

    The two models diverge significantly in their framing of role differentiation within the luxury real estate advisory market in London…

    Observed 21 September 2026 · Published 27 September 2026

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  20. DNC Lens· Dated evidence · what was observed

    London's luxury real estate — When trust is 'inherited', who benefits — and who is permanently locked out?

    Luxury Real Estate Advisory London

    In this GPT-4o (native) reading, the London luxury real estate advisory market is framed as a visibility-driven…

    Observed 21 September 2026 · Published 23 September 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory London: “guide to understanding leasehold vs share of freehold in London”

    Luxury Real Estate Advisory London · Organic search · “guide to understanding leasehold vs share of freehold in London”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, london.gov.uk holds the first organic position on the query "guide to understanding leasehold vs share of freehold in London" in the Luxury Real Estate Advisory London 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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI Overview

    Knight Frank London holds the rank-1 position on the AI Overview opening-control rail for Luxury Real Estate Advisory London across the 7-run window September 14–20, 2026, with 12.50% AI opening share on this market.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · AI citation

    youtube.com holds the strongest AI citation share on this market at 15.40%, leading the top-5 panel on the AI Overview citation rail for Luxury Real Estate Advisory London across 7 comparable scheduled runs in the September 14–20, 2026 window.

    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 Real Estate Advisory, London?

    Luxury Real Estate Advisory London · Organic search

    rightmove.co.uk most often holds the top organic position on the Luxury Real Estate Advisory London panel across 7 comparable scheduled runs (September 14–20, 2026), with 25.03% 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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