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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

    Premium education in Boston / New York — Why does GPT-4o (web) treat 'premium education' as beginning at the university gate?

    Premium Education US Northeast

    In this GPT-4o (web) reading, the Premium Education US Northeast market is framed as a prestige-driven trust landscape where Ivy League…

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI Overview

    youtube.com holds the strongest AI opening share on the Premium Education US Northeast market at 24.53%, accumulated 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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · Organic search

    reddit.com most often holds the top organic position on the Premium Education US Northeast organic surface across the 7-run window from October 5–11, 2026, with 54.81% 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

    Premium education in Boston / New York — Can a school with documented misconduct still rank as high-trust in Claude Sonnet 4.6 (native)'s reading?

    Premium Education US Northeast

    In this Claude Sonnet 4.6 (native) reading, Premium Education US Northeast is framed as a market where visibility functions as a proxy…

    Observed 5 October 2026 · Published 7 October 2026

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  5. DNC Lens· Dated evidence · what was observed

    Premium education in Boston / New York — How exposed is the Northeast boarding school market to a sudden shift in US-China relations?

    Premium Education US Northeast

    In this Google AI Mode (deep-search) reading, the Premium Education market in the US Northeast is framed as systematically misrepresented…

    Observed 5 October 2026 · Published 9 October 2026

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  6. Model Watch· Dated evidence · what was observed

    Premium education in Boston / New York — Why does Google AI Mode omit specific institutions in its market analysis?

    Premium Education US Northeast

    The two models diverge significantly in their framing of the Premium Education US Northeast 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

    Premium Education US Northeast Boston / New York: “most selective private schools New York”

    Premium Education US Northeast · Organic search · “most selective private schools New York”

    Across 7 comparable scheduled runs (September 28 – October 4, 2026) for the query "most selective private schools New York" (Organic Ranking — Top 5) in Premium Education US Northeast, privateschoolreview.com holds the median position 1 on this query — but appeared in only 4 of 7 comparable runs.

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI Overview

    youtube.com holds the strongest AI opening share on the Premium Education US Northeast market at 17.60%, leading the top-10 panel across 7 comparable scheduled runs in the observation period September 28 – October 4, 2026.

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI citation

    youtube.com holds the strongest AI citation share on the Premium Education US Northeast market at 24.38%, accumulated 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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · Organic search

    reddit.com most often holds the top organic position on the Premium Education US Northeast organic surface across the 7-run window from September 28 – October 4, 2026, showing 64.22% 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

    Premium education in Boston / New York — If the most trusted advisors leave no digital trace, what does AI's trust map actually measure?

    Premium Education US Northeast

    In this Gemini 2.5 Pro (native) reading, Premium Education US Northeast is framed as a radial trust hierarchy…

    Observed 28 September 2026 · Published 30 September 2026

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  12. Model Watch· Dated evidence · what was observed

    Premium education in Boston / New York — What reasoning methods do AI models use to assess trust in education?

    Premium Education US Northeast

    Gemini 2.5 Pro (native) and Gemini 2.5 Pro (web) diverge in their framing of trust attribution, with the native mode emphasizing historical…

    Observed 28 September 2026 · Published 4 October 2026

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  13. DNC Lens· Dated evidence · what was observed

    Premium education in Boston / New York — When AI tells you about a college's financial aid, is it actually reading the college's own data?

    Premium Education US Northeast

    In this Gemini 2.5 Pro (web) reading, the Premium Education US Northeast market is framed as one where digital content strategy — not…

    Observed 28 September 2026 · Published 2 October 2026

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  14. Query Spotlight· Dated evidence · what was observed

    Premium Education US Northeast Boston / New York: “top boarding schools New England”

    Premium Education US Northeast · Organic search · “top boarding schools New England”

    Across 7 comparable scheduled runs in the observation period September 21–27, 2026, boardingschoolreview.com holds the first organic position on the query "top boarding schools New England" (Organic Ranking — Top 5) in the Premium Education US Northeast market, with a median best organic position of position 1.

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI Overview

    youtube.com holds the strongest AI opening share on the Premium Education US Northeast market across the 7-run window September 21–27, 2026, recording 21.15% of all AI answer openings observed over the period.

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI citation

    youtube.com holds the strongest AI citation share on the Premium Education US Northeast market at 31.67%, observed across 7 comparable scheduled runs in the observation period September 21–27, 2026.

    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 Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · Organic search

    reddit.com most often holds the top organic position on the Premium Education US Northeast organic surface across the 7-run window from September 21–27, 2026, with 61.50% observed presence as breadth context.

    Observed 21 September 2026 – 27 September 2026 · Published 28 September 2026

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  18. Query Spotlight· Dated evidence · what was observed

    Premium Education US Northeast Boston / New York: “red flags when hiring a private school advisor”

    Premium Education US Northeast · Organic search · “red flags when hiring a private school advisor”

    Across 7 comparable scheduled runs in the observation period September 14–20, 2026, facebook.com holds the first organic position on the query "red flags when hiring a private school advisor" in the Premium Education US Northeast market, with socratespost.com at position 2 and reddit.com at position 3.

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

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  19. AI Overview Ranking — Top 10· Dated evidence · what was observed

    Who controls Google's AI Overview for Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI Overview

    youtube.com holds the strongest AI opening share on the Premium Education US Northeast market at 14.99%, observed across 7 comparable scheduled runs in the observation period September 14–20, 2026.

    Observed 14 September 2026 – 20 September 2026 · Published 22 September 2026

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  20. AI Citation Ranking — Top 5· Dated evidence · what was observed

    Who does AI cite most for Premium Education US Northeast, Boston / New York?

    Premium Education US Northeast · AI citation

    youtube.com holds the strongest AI citation share on the Premium Education US Northeast market across the 7-run window September 14–20, 2026, recording 25.93%.

    Observed 14 September 2026 – 20 September 2026 · Published 26 September 2026

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  21. Model Watch· Dated evidence · what was observed

    Premium education in Boston / New York — How do nationally branded test-prep firms and professional associations rank in AI's trust hierarchy?

    Premium Education US Northeast

    Both models agree on the institutional bias in AI's trust mapping but diverge on the emphasis of specific actors…

    Observed 14 September 2026 · Published 20 September 2026

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  22. DNC Lens· Dated evidence · what was observed

    Premium education in Boston / New York — If the evidence says test-prep gains are a third of what's advertised, why does AI still rank these firms as the most trustworthy?

    Premium Education US Northeast

    In this Claude Sonnet 4.6 (web) reading, the Premium Education US Northeast trust landscape is framed as systematically biased toward…

    Observed 14 September 2026 · Published 18 September 2026

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  23. DNC Lens· Dated evidence · what was observed

    Premium education in Boston / New York — What does it mean for a market reading when the model's confidence is zero for the actors most trusted by actual market participants?

    Premium Education US Northeast

    In this Claude Sonnet 4.6 (native) reading, Premium Education US Northeast is framed as a prestige-anchored trust landscape where…

    Observed 14 September 2026 · Published 16 September 2026

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  24. Query Spotlight· Dated evidence · what was observed

    Premium Education US Northeast Boston / New York: “elite private schools Boston”

    Premium Education US Northeast · Organic search · “elite private schools Boston”

    Across the 7-run observation period (September 7–13, 2026) for the query "elite private schools Boston" on the Premium Education US Northeast market, winsor.edu holds position 1 by median best organic position on this query.

    Observed 7 September 2026 – 13 September 2026 · Published 17 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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