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  1. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — Is GPT-4o (web)'s trust framework for Thailand self-validating?

    Luxury Real Estate Advisory Thailand

    In this GPT-4o (web) reading, the luxury real estate advisory market in Thailand is framed as a trust hierarchy where international brand…

    Observed 12 October 2026 · Published 13 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Real Estate Advisory Thailand market across the 7-run observation period October 5–11, 2026, recording 22.99% of all AI answer openings observed on this surface.

    Observed 5 October 2026 – 11 October 2026 · Published 12 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · Organic search

    Facebook most often holds the top organic position on the Luxury Real Estate Advisory Thailand surface across 7 comparable scheduled runs from October 5–11, 2026, with 73.57% observed presence as breadth context.

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

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  4. Model Watch· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — How do the models differ in their assessment of role misrepresentation risks?

    Luxury Real Estate Advisory Thailand

    The two models diverge significantly in their framing of role differentiation within Thailand's luxury real estate advisory…

    Observed 5 October 2026 · Published 10 October 2026

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  5. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — Is there a category of Thai luxury real estate advisor that Claude Sonnet 4.6 (native) doesn't even rate as low — it simply can't see them?

    Luxury Real Estate Advisory Thailand

    In this Claude Sonnet 4.6 (native) reading, Luxury Real Estate Advisory Thailand is framed as a visibility hierarchy masquerading…

    Observed 5 October 2026 · Published 6 October 2026

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  6. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — When an AI analysis of AI bias ends by selling AI optimisation services, who is the real beneficiary of the trust framework?

    Luxury Real Estate Advisory Thailand

    In this Google AI Mode (deep-search) reading, luxury real estate advisory in Thailand is framed as a market where global franchise…

    Observed 5 October 2026 · Published 8 October 2026

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  7. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Thailand Bangkok / Phuket: “best luxury real estate agents Thailand”

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

    Across 7 comparable scheduled runs in the observation period (September 28 – October 4, 2026), thailand-property.com holds median position 1 on the query "best luxury real estate agents Thailand" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Thailand market — but appeared in only 4 of 7 comparable runs.

    Observed 28 September 2026 – 4 October 2026 · Published 7 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Real Estate Advisory Thailand market at 17.26%, observed across 7 comparable scheduled runs in the window September 28 – October 4, 2026.

    Observed 28 September 2026 – 4 October 2026 · Published 5 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI citation

    Across 7 comparable scheduled runs from September 28 – October 4, 2026, facebook.com holds the strongest AI citation share on this market at 24.23%, leading the top-5 panel on the AI Overview citation rail for Luxury Real Estate Advisory Thailand.

    Observed 28 September 2026 – 4 October 2026 · Published 9 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · Organic search

    Across the 7-run window from September 28 – October 4, 2026, the top-5 organic panel for Luxury Real Estate Advisory Thailand is led on breadth by Facebook, which records 63.96% observed presence across 117 queries.

    Observed 28 September 2026 – 4 October 2026 · Published 4 October 2026

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  11. Model Watch· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — How do the native and web modes of Gemini 2.5 Pro differ in their market narrative?

    Luxury Real Estate Advisory Thailand

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

    Observed 28 September 2026 · Published 3 October 2026

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  12. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — If the biggest deals are done by actors the model cannot see, how reliable is its trust map for UHNWI decisions?

    Luxury Real Estate Advisory Thailand

    In this Gemini 2.5 Pro (native) reading, the Luxury Real Estate Advisory Thailand market is framed…

    Observed 28 September 2026 · Published 29 September 2026

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  13. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — If the model admits it mistakes PR for proof, how much should we trust its trust map?

    Luxury Real Estate Advisory Thailand

    In this Gemini 2.5 Pro (web) reading, the Luxury Real Estate Advisory Thailand market is framed as a self-reinforcing ecosystem where trust…

    Observed 28 September 2026 · Published 1 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Thailand Bangkok / Phuket: “luxury real estate Thailand”

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

    Across 7 comparable scheduled runs in the observation period (September 21–27, 2026), List Sothebys International Realty holds median position 1 on the query "luxury real estate Thailand" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Thailand market.

    Observed 21 September 2026 – 27 September 2026 · Published 30 September 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI Overview

    Across 7 comparable scheduled runs in the observation period September 21–27, 2026, facebook.com holds the strongest AI opening share on the Luxury Real Estate Advisory Thailand market at 17.56%, leading the top-10 panel by cumulative AI opening volume over the period.

    Observed 21 September 2026 – 27 September 2026 · Published 28 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI citation

    Across the 7-run window from September 21–27, 2026, facebook.com holds the strongest AI citation share on the Luxury Real Estate Advisory Thailand panel at 20.30%, leading a top-5 that mixes general-purpose platforms with focused domains.

    Observed 21 September 2026 – 27 September 2026 · Published 2 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · Organic search

    conradproperties.asia most often holds the top organic position on the Luxury Real Estate Advisory Thailand panel across the 7-run window of September 21–27, 2026, showing 36.51% observed presence as breadth context.

    Observed 21 September 2026 – 27 September 2026 · Published 27 September 2026

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  18. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — If the biggest buyers in Thai luxury property are invisible to AI, what does the trust map actually measure?

    Luxury Real Estate Advisory Thailand

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

    Observed 21 September 2026 · Published 22 September 2026

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  19. DNC Lens· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — If the dominant buyer cohort is served in Mandarin, why does the AI trust map contain no Mandarin-language advisory actors?

    Luxury Real Estate Advisory Thailand

    In this Claude Sonnet 4.6 (native) reading, Luxury Real Estate Advisory Thailand is framed as a market whose AI-generated trust hierarchy…

    Observed 21 September 2026 · Published 24 September 2026

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  20. Model Watch· Dated evidence · what was observed

    Luxury real estate in Bangkok / Phuket — What structural elements does Claude Sonnet 4.6 highlight in the Thai luxury real estate market?

    Luxury Real Estate Advisory Thailand

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

    Observed 21 September 2026 · Published 26 September 2026

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  21. Query Spotlight· Dated evidence · what was observed

    Luxury Real Estate Advisory Thailand Bangkok / Phuket: “how to check for liens or encumbrances on a Thai property title”

    Luxury Real Estate Advisory Thailand · Organic search · “how to check for liens or encumbrances on a Thai property title”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, siam-legal.com holds median position 1 on the query "how to check for liens or encumbrances on a Thai property title" (Organic Ranking — Top 5) in the Luxury Real Estate Advisory Thailand market.

    Observed 14 September 2026 – 20 September 2026 · Published 23 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI Overview

    facebook.com holds the strongest AI opening share on the Luxury Real Estate Advisory Thailand market across the 7-run window September 14–20, 2026, at 17.22%.

    Observed 14 September 2026 – 20 September 2026 · Published 21 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · AI citation

    facebook.com holds the strongest AI citation share on this market across the 7-run window September 14–20, 2026, at 16.70%.

    Observed 14 September 2026 – 20 September 2026 · Published 25 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 Thailand, Bangkok / Phuket?

    Luxury Real Estate Advisory Thailand · Organic search

    conradproperties.asia most often holds the top organic position on the Luxury Real Estate Advisory Thailand surface across 7 comparable scheduled runs (September 14–20, 2026), with 40.54% observed presence as breadth context.

    Observed 14 September 2026 – 20 September 2026 · Published 20 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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