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  1. Model Watch· Dated evidence · what was observed

    Luxury real estate in Miami / Palm Beach — How do GPT-4o (native) and Claude Sonnet 4.6 differ in their perception of advisory versus brokerage roles?

    Luxury Real Estate Advisory South Florida

    The two models diverge significantly in their framing of the luxury real estate advisory market in South Florida, particularly…

    Observed 21 September 2026 · Published 27 September 2026

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  2. Model Watch· Dated evidence · what was observed

    Marbella's luxury real estate — How do GPT-4o (native) and Claude Sonnet 4.6 diverge in their market framing?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    GPT-4o (native) and Claude Sonnet 4.6 diverge in their comparative framing of the Marbella luxury real estate market, with different…

    Observed 21 September 2026 · Published 27 September 2026

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  3. DNC Lens· Dated evidence · what was observed

    Marbella's luxury real estate — How useful is a trust map whose author warns you it may be systematically wrong?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    In this GPT-4o (native) reading, the Marbella / Costa del Sol luxury real estate advisory market is framed…

    Observed 21 September 2026 · Published 23 September 2026

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  4. DNC Lens· Dated evidence · what was observed

    Marbella's luxury real estate — Who is actually advising on the biggest Marbella deals — and why can't AI see them at all?

    Luxury Real Estate Advisory Marbella / Costa del Sol

    In this Claude Sonnet 4.6 (native) reading, the Luxury Real Estate Advisory Marbella / Costa del Sol market is framed as one where trust…

    Observed 21 September 2026 · Published 25 September 2026

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  5. DNC Lens· Dated evidence · what was observed

    Monaco's luxury real estate — Can a model flag a blind spot it simultaneously embodies?

    Luxury Real Estate Advisory Monaco

    In this GPT-4o (native) reading, Monaco's luxury real estate advisory market is framed as a trust hierarchy…

    Observed 21 September 2026 · Published 23 September 2026

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  6. DNC Lens· Dated evidence · what was observed

    Monaco's luxury real estate — What does it mean when the best advisors in a market are the ones AI cannot see at all?

    Luxury Real Estate Advisory Monaco

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

    Observed 21 September 2026 · Published 25 September 2026

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  7. Model Watch· Dated evidence · what was observed

    Monaco's luxury real estate — Which actors does Claude Sonnet 4.6 highlight in Monaco's real estate market?

    Luxury Real Estate Advisory Monaco

    The two models diverge significantly in their framing of the luxury real estate advisory market in Monaco, with GPT-4o (native) focusing…

    Observed 21 September 2026 · Published 27 September 2026

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  8. Model Watch· Dated evidence · what was observed

    Mykonos's luxury real estate — How do the models differ in their treatment of private advisors in Mykonos?

    Luxury Real Estate Advisory Mykonos

    The two models diverge significantly in their framing of the market hierarchy, with GPT-4o (native) emphasizing brand recognition…

    Observed 21 September 2026 · Published 27 September 2026

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  9. DNC Lens· Dated evidence · what was observed

    Mykonos's luxury real estate — If you follow GPT-4o (native)'s trust repair advice, are you improving your service or just your search ranking?

    Luxury Real Estate Advisory Mykonos

    In this GPT-4o (native) reading, the Mykonos luxury real estate advisory market is framed as a trust landscape…

    Observed 21 September 2026 · Published 23 September 2026

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  10. DNC Lens· Dated evidence · what was observed

    Mykonos's luxury real estate — If you know exactly which five signals built the trust map, can you reverse-engineer your way into it?

    Luxury Real Estate Advisory Mykonos

    In this Claude Sonnet 4.6 (native) reading, the Mykonos luxury real estate advisory market is framed as a visibility map masquerading…

    Observed 21 September 2026 · Published 25 September 2026

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  11. DNC Lens· Dated evidence · what was observed

    New York's luxury real estate — Does GPT-4o's self-flagged bias toward inherited credibility invalidate its trust hierarchy for practitioners seeking to evaluate newer entrants?

    Luxury Real Estate Advisory New York

    In this GPT-4o (native) reading, the New York Luxury Real Estate Advisory market is framed as a trust landscape…

    Observed 21 September 2026 · Published 23 September 2026

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  12. DNC Lens· Dated evidence · what was observed

    New York's luxury real estate — If none of the four trust mechanisms require actual advisory performance, what is the trust map actually measuring?

    Luxury Real Estate Advisory New York

    In this Claude Sonnet 4.6 (native) reading, the Luxury Real Estate Advisory New York market is framed as one where trust is predominantly…

    Observed 21 September 2026 · Published 25 September 2026

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  13. Model Watch· Dated evidence · what was observed

    New York's luxury real estate — Which actors are highlighted in AI narratives of the luxury real estate market?

    Luxury Real Estate Advisory New York

    The two models diverge significantly in their framing of the luxury real estate advisory market in New York, with GPT-4o (native) focusing…

    Observed 21 September 2026 · Published 27 September 2026

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  14. DNC Lens· Dated evidence · what was observed

    Paris's luxury real estate — Does GPT-4o conflate being hard to find online with being untrustworthy?

    Luxury Real Estate Advisory Paris

    In this GPT-4o (native) reading, the Paris luxury real estate advisory market is framed as a trust hierarchy…

    Observed 21 September 2026 · Published 23 September 2026

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  15. DNC Lens· Dated evidence · what was observed

    Paris's luxury real estate — Which mid-sized Paris luxury advisory firm could shift the model's bipolar framing by investing in indexable content?

    Luxury Real Estate Advisory Paris

    In this Claude Sonnet 4.6 (native) reading, the Luxury Real Estate Advisory Paris market is framed as one where the model's trust hierarchy…

    Observed 21 September 2026 · Published 25 September 2026

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  16. Model Watch· Dated evidence · what was observed

    Paris's luxury real estate — Why are London and New York used as benchmarks for Paris's luxury real estate market?

    Luxury Real Estate Advisory Paris

    The two models diverge significantly in their framing of the luxury real estate advisory market in Paris, with GPT-4o (native) focusing…

    Observed 21 September 2026 · Published 27 September 2026

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  17. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — Are PropNex and ERA Realty Network actually luxury advisory players, or is GPT-4o (native) conflating market size with luxury positioning?

    Luxury Real Estate Advisory Singapore

    In this GPT-4o (native) reading, the Singapore luxury real estate advisory market is framed as a trust hierarchy…

    Observed 21 September 2026 · Published 22 September 2026

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  18. Model Watch· Dated evidence · what was observed

    Singapore's luxury real estate — How do GPT-4o (native) and Claude Sonnet 4.6 differ in their treatment of regulatory impacts?

    Luxury Real Estate Advisory Singapore

    GPT-4o (native) and Claude Sonnet 4.6 diverge significantly in their framing of the luxury real estate advisory market in Singapore…

    Observed 21 September 2026 · Published 26 September 2026

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  19. DNC Lens· Dated evidence · what was observed

    Singapore's luxury real estate — How much of Singapore's luxury property market is simply not in English — and therefore not in the model?

    Luxury Real Estate Advisory Singapore

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

    Observed 21 September 2026 · Published 24 September 2026

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  20. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory / Costa del Sol Marbella: “risks of buying a villa without a License of First Occupation (LPO) in Marbella”

    Luxury Real Estate Advisory Marbella / Costa del Sol · Organic search · “risks of buying a villa without a License of First Occupation (LPO) in Marbella”

    Across the 7-run window (September 14–20, 2026) for the query "risks of buying a villa without a License of First Occupation (LPO) in Marbella" in the Luxury Real Estate Advisory Marbella / Costa del Sol market, maelabogados.com holds the first organic position by median best organic position on this query.

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Hong Kong: “how to verify an agent's EAA license in Hong Kong”

    Luxury Real Estate Advisory Hong Kong · Organic search · “how to verify an agent's EAA license in Hong Kong”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, Estate Agents Authority / EAA holds position 1 by median best organic position on this query for "how to verify an agent's EAA license in Hong Kong" in the Luxury Real Estate Advisory Hong Kong market.

    Observed 14 September 2026 – 20 September 2026 · Published 23 September 2026

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  22. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Ibiza: “legal due diligence checklist for buying a finca in Ibiza”

    Luxury Real Estate Advisory Ibiza · Organic search · “legal due diligence checklist for buying a finca in Ibiza”

    Across 7 comparable scheduled runs in the Luxury Real Estate Advisory Ibiza market (September 14–20, 2026), Prestige Properties Ibiza holds position 1 by median best organic position on this query for "legal due diligence checklist for buying a finca in Ibiza" (Organic Ranking — Top 5 variant).

    Observed 14 September 2026 – 20 September 2026 · Published 24 September 2026

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  23. 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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  24. 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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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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