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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

    Los Angeles's luxury real estate — Can a model correct for a bias it has already named?

    Luxury Real Estate Advisory Los Angeles

    In this GPT-4o (web) reading, the Los Angeles luxury real estate advisory market is framed as a visibility-driven trust 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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI Overview

    youtube.com holds the strongest AI opening share on the Luxury Real Estate Advisory Los Angeles market at 24.49%, observed 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 Real Estate Advisory, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · Organic search

    Sotheby's International Realty most often holds the top organic position on the Luxury Real Estate Advisory Los Angeles panel across the 7-run window from October 5–11, 2026, with 26.66% observed presence as breadth context.

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

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  4. Model Watch· Dated evidence · what was observed

    Los Angeles's luxury real estate — How do AI models differ in identifying role conflation in luxury real estate?

    Luxury Real Estate Advisory Los Angeles

    Claude Sonnet 4.6 (native) and Google AI Mode (deep-search) both identify role conflation issues in the Los Angeles luxury real estate…

    Observed 5 October 2026 · Published 11 October 2026

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  5. DNC Lens· Dated evidence · what was observed

    Los Angeles's luxury real estate — When a source name and its URL point to different publishers, which one should readers trust?

    Luxury Real Estate Advisory Los Angeles

    In this Google AI Mode (deep-search) reading, the luxury real estate advisory market in Los Angeles is framed as a structurally opaque…

    Observed 5 October 2026 · Published 9 October 2026

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  6. DNC Lens· Dated evidence · what was observed

    Los Angeles's luxury real estate — Why is AI most confident about the least important deals in LA luxury real estate?

    Luxury Real Estate Advisory Los Angeles

    In this Claude Sonnet 4.6 (native) reading, the Luxury Real Estate Advisory Los Angeles market is framed as a visibility-rewarding trust…

    Observed 5 October 2026 · Published 7 October 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Los Angeles: “best luxury real estate agents Los Angeles”

    Luxury Real Estate Advisory Los Angeles · Organic search · “best luxury real estate agents Los Angeles”

    Across the 7-run observation period (September 28 – October 4, 2026) for the query "best luxury real estate agents Los Angeles" in the Luxury Real Estate Advisory Los Angeles market, joshflagg.com holds the highest median organic position — position 2 — though it 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 Real Estate Advisory, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI Overview

    youtube.com holds the strongest AI opening share on the Luxury Real Estate Advisory Los Angeles market across the 7-run window from September 28 – October 4, 2026, recording 20.70% of all AI Overview openings observed over the period.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Real Estate Advisory Los Angeles market across the 7-run window September 28 – October 4, 2026, recording 32.60%.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · Organic search

    zillow.com most often holds the top organic position on the Luxury Real Estate Advisory Los Angeles organic surface across the 7-run window from September 28 – October 4, 2026, with 25.71% 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

    Los Angeles's luxury real estate — Does Gemini 2.5 Pro (web) ultimately trust its own trust map?

    Luxury Real Estate Advisory Los Angeles

    In this Gemini 2.5 Pro (web) reading, the Los Angeles luxury real estate advisory trust landscape is framed as a map of public-relations…

    Observed 28 September 2026 · Published 2 October 2026

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  12. DNC Lens· Dated evidence · what was observed

    Los Angeles's luxury real estate — If the most trusted advisors in LA luxury real estate are invisible to the model, what is the trust map actually measuring?

    Luxury Real Estate Advisory Los Angeles

    In this Gemini 2.5 Pro (native) reading, the luxury real estate advisory market in Los Angeles is framed…

    Observed 28 September 2026 · Published 30 September 2026

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  13. Model Watch· Dated evidence · what was observed

    Los Angeles's luxury real estate — Which actors do AI models highlight in the Los Angeles luxury real estate market?

    Luxury Real Estate Advisory Los Angeles

    The two sides diverge significantly in their framing of the Los Angeles luxury real estate advisory market, with Side Gemini 2.5 Pro…

    Observed 28 September 2026 · Published 4 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Los Angeles: “luxury homes for sale Los Angeles”

    Luxury Real Estate Advisory Los Angeles · Organic search · “luxury homes for sale Los Angeles”

    Across 7 comparable scheduled runs in the observation period September 21–27, 2026, Zillow holds median organic position 1 on the query "luxury homes for sale Los Angeles" in the Luxury Real Estate Advisory Los Angeles 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 Real Estate Advisory, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI Overview

    youtube.com holds the strongest AI opening share on the Luxury Real Estate Advisory Los Angeles market across the 7-run window September 21–27, 2026, at 22.40%.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI citation

    youtube.com holds the strongest AI citation share on the Luxury Real Estate Advisory Los Angeles market across the 7-run window September 21–27, 2026, at 34.92%.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · Organic search

    zillow.com most often holds the top organic position on the Luxury Real Estate Advisory Los Angeles surface across the 7-run window September 21–27, 2026, with 32.65% 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

    Los Angeles's luxury real estate — Can a model's self-declared bias warning be trusted if the model doesn't correct for it?

    Luxury Real Estate Advisory Los Angeles

    In this GPT-4o (native) reading, the Los Angeles luxury real estate advisory market is framed…

    Observed 21 September 2026 · Published 23 September 2026

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  19. Model Watch· Dated evidence · what was observed

    Los Angeles's luxury real estate — How do AI models differ in their interpretation of visibility as a trust signal?

    Luxury Real Estate Advisory Los Angeles

    The two models diverge significantly in their framing of trust attribution in the luxury real estate advisory market in Los…

    Observed 21 September 2026 · Published 27 September 2026

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  20. DNC Lens· Dated evidence · what was observed

    Los Angeles's luxury real estate — If the most trusted advisors in LA's ultra-luxury market are invisible to AI, what is AI's trust map actually measuring?

    Luxury Real Estate Advisory Los Angeles

    In this Claude Sonnet 4.6 (native) reading, the luxury real estate advisory market in Los Angeles is framed as a trust landscape…

    Observed 21 September 2026 · Published 25 September 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Los Angeles: “verify a real estate advisor's license on CA DRE website”

    Luxury Real Estate Advisory Los Angeles · Organic search · “verify a real estate advisor's license on CA DRE website”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, www2.dre.ca.gov holds position 1 by median best organic position on this query "verify a real estate advisor's license on CA DRE website" in the Luxury Real Estate Advisory Los Angeles 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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI Overview

    youtube.com holds the strongest AI opening share on this market across the 7-run window September 14–20, 2026, at 17.38%.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · AI citation

    youtube.com holds the strongest AI citation share on this market across the 7-run window September 14–20, 2026, recording 32.82%.

    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, Los Angeles?

    Luxury Real Estate Advisory Los Angeles · Organic search

    zillow.com most often holds the top organic position on the Luxury Real Estate Advisory Los Angeles surface across 7 comparable scheduled runs from September 14–20, 2026, with 34.01% 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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