— Ranking Top 5 · AI citation —
Who does AI cite most for Premium Education US Northeast, Boston / New York?
youtube.com holds the strongest AI citation share on this market across the 7-run window September 7–13, 2026, at 26.07%.
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- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- September 7–13, 2026
- Run type
- Period run · 7 comparable runs
- Queries
- 105 queries per run
- Search engine
- Device
- Desktop
- Source location
- United States
- Reading
- Ranking Top 5 · AI citation
“On Premium Education US Northeast, platforms — not schools — collect the most AI Overview citations.”
Quick answer
The top-5 panel is composed entirely of general-purpose platforms and one niche domain.
Key reading
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
youtube.com holds the rank-1 position in the period-wide AI Overview citation ranking for Premium Education US Northeast, recording 26.07% of AI citation share on this market across 7 comparable scheduled runs. reddit.com sits 12.79 percentage points behind youtube.com on AI citation share on this market, at 13.28%. The top 2 actors together hold more than the remaining 3 combined. boardingschoolreview.com — the only niche domain on the governed panel — records 8.77%, while facebook.com and quora.com close the panel at 6.86% and 6.49% respectively. The 4 sources behind youtube.com range from 13.28% down to 6.49%, producing a spread of 19.58 percentage points between the panel's top and bottom.
Core metric
Citation share — top 5 · Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 26.07% AI citation share | cited in 7/7 runs |
| reddit.com | #2 | 13.28% AI citation share | cited in 7/7 runs |
| boardingschoolreview.com | #3 | 8.77% AI citation share | cited in 7/7 runs |
| facebook.com | #4 | 6.86% AI citation share | cited in 7/7 runs |
| quora.com | #5 | 6.49% AI citation share | cited in 7/7 runs |
How the actors read on the surface
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
youtube.com holds the strongest AI citation share on this market in this card scope, at 26.07%. Cited in 7 of 7 comparable runs, it accumulated the highest AI citation volume across the window — a social platform occupying the position that no specialist education domain reached on this surface.
reddit.com records 13.28% AI citation share on this market and sits 12.79 percentage points behind youtube.com. Also cited in 7 of 7 comparable runs, this user-generated discussion platform holds the second-largest cumulative citation volume on the AI Overview citation rail for Premium Education US Northeast.
boardingschoolreview.com is the sole niche domain on the governed top-5 panel, recording 8.77% AI citation share on this market. It sits 17.29 percentage points behind youtube.com, yet it was cited in 7 of 7 comparable runs — the only focused source to appear alongside four general-purpose platforms.
facebook.com records 6.86% AI citation share on this market and sits 19.21 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this social platform occupies a position on the AI Overview citation panel without closing the gap to the actors above it.
quora.com closes the governed panel at 6.49% AI citation share on this market, sitting 19.58 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this discussion platform anchors the bottom of a panel where the trailing cluster sits well below the rank-1 actor.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
The panel is top-heavy and platform-dominated
The panel is top-heavy and platform-dominated. The top 2 actors together hold more than the remaining 3 combined, and the top 3 actors together hold more than the remaining 2 combined. Four of the five governed actors are general-purpose platforms — social, discussion, or user-generated — with boardingschoolreview.com the lone niche domain. The surface shape suggests that when AI Overviews cite sources for premium education queries in the US Northeast, they draw heavily on broad user-generated content rather than specialist education resources.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
youtube.com, a social platform with no specialist education focus, holds the rank-1 position by cumulative AI citation volume on this market panel. The structural read is that AI Overview citations on Premium Education US Northeast route through platforms that host user-generated content about education rather than through domains built specifically to serve this market.
Market implication
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026
This observation signals that the AI Overview citation surface for Premium Education US Northeast is wide open to platform content. Specialist education operators monitoring their AI visibility will find that general-purpose platforms capture the largest citation shares across this 7-run window. The concentration at the top — youtube.com at 26.07% with a 19.58 percentage-point spread to the bottom of the panel — frames a surface where cumulative citation volume clusters around a single platform rather than distributing across focused education sources.
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Observatory Reading — Citable Proof Capsule
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- Scope:
- Premium Education US Northeast · Boston / New York
- Surface:
- AI citation · Google · Desktop
- Observed:
- September 7–13, 2026
- Published:
- September 19, 2026
Method: How readings are scoped · Run metadata · Source protocol · Corrections and right of reply
Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking.
Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date. Terms · Citation guide
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The complete citation record · revision cddcb75daa6bb1f3
Who does AI cite most for Premium Education US Northeast, Boston / New York? Source: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-september-7-13-2026 Scope: Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop Family: Ranking Top 5 Observed: September 7–13, 2026 (2026-09-07/2026-09-13) Published: September 19, 2026 Method — How readings are scoped: https://theobservatory.io/method#standards Method — Run metadata: https://theobservatory.io/method/panel#run-metadata Method — Source protocol: https://theobservatory.io/method#source-protocol Method — Corrections and right of reply: https://theobservatory.io/method#corrections Public table: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-september-7-13-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-september-7-13-2026/citation.txt Reuse terms: https://theobservatory.io/terms youtube.com holds the strongest AI citation share on this market across the 7-run window September 7–13, 2026, at 26.07%. Key facts: • youtube.com: 26% AI citation share · cited in 7/7 runs • reddit.com: 13% AI citation share · cited in 7/7 runs • boardingschoolreview.com: 9% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (September 7–13, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 26.07% AI citation share · cited in 7/7 runs — #1 2. reddit.com — 13.28% AI citation share · cited in 7/7 runs — #2 3. boardingschoolreview.com — 8.77% AI citation share · cited in 7/7 runs — #3 4. facebook.com — 6.86% AI citation share · cited in 7/7 runs — #4 5. quora.com — 6.49% AI citation share · cited in 7/7 runs — #5 Reading basis: This card observes the AI Overview citation rail for Premium Education US Northeast in United States on Google desktop across 7 comparable scheduled runs in the observation period September 7–13, 2026. AI Overview citation evidence was available on 7 of 7 runs. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 105 observed queries. Per-actor values represent each actor's total citations divided by one single period-wide denominator. The primary metric is AI citation share on this market. Limitations and non-claims: — Observes the observed AI citation surface only; within a defined scope and window. — A period aggregate (7 comparable runs) — not a claim about bookings, revenue, or market share. — Scoped to Premium Education US Northeast Boston / New York, September 2026; not generalisable beyond this market and window. — The Observatory · Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop · September 7–13, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1791427582351_pqnm0e. Cite freely with attribution. Published by The Observatory. Source footnote: Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims. Attribution: Published by The Observatory · Based on an AAI Kernel capture · governed by The Observatory editorial system Cite: According to The Observatory (September 19, 2026), Who does AI cite most for Premium Education US Northeast, Boston / New York?. https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-september-7-13-2026 This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset. Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking. Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date. Revision: cddcb75daa6bb1f3
This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset.
— The Observatory · Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop · September 7–13, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1791427582351_pqnm0e. Cite freely with attribution. Published by The Observatory.
FAQ
- What does AI citation share on this market measure?
- It measures how often an actor's domain appears as a cited source inside AI Overview answers across the market's observed query set. It does not measure who opens those AI answers, nor does it reflect organic search ranking.
- Why are platforms rather than education institutions at the top of this panel?
- This card reads the AI Overview citation rail — the sources AI Overviews actually cite. Across 105 observed queries and 7 comparable runs in the September 7–13, 2026 window, general-purpose platforms accumulated the highest citation volumes. The card does not explain why AI Overviews prefer these sources; it observes the outcome.
- Can this observation be read as a longer-term trend?
- No. This card covers an observation period of 7 comparable scheduled runs. AI Overview content varies by query, model, and date. A longer observation window would be needed to assess whether this pattern persists.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI citation · September 7–13, 2026 · what this card does not claim
- Observes the observed AI citation surface only; within a defined scope and window.
- A period aggregate (7 comparable runs) — not a claim about bookings, revenue, or market share.
- Scoped to Premium Education US Northeast Boston / New York, September 2026; not generalisable beyond this market and window.
Method & source
This card observes the AI Overview citation rail for Premium Education US Northeast in United States on Google desktop across 7 comparable scheduled runs in the observation period September 7–13, 2026. AI Overview citation evidence was available on 7 of 7 runs. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 105 observed queries. Per-actor values represent each actor's total citations divided by one single period-wide denominator. The primary metric is AI citation share on this market.
The complete methodology — scope, panels, run conditions and corrections — is set out on the Method page.
Source protocol · How readings are scoped · Run metadata · Corrections
Period observation across 7 comparable scheduled runs, September 7–13, 2026. AI Overview citation evidence available on 7 of 7 runs. This observation does not establish a longer-term trend. No claim about AI opening control or organic visibility.
A capture from AAI Kernel’s governed intelligence — published by The Observatory. One reading of many; the publication date is distinct from the observed window shown above.Published 2026-09-19 · Governed capture ID · pr_1791427582351_pqnm0e
Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.
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Governed measurements and verbatim quotations from observed AI models are distinct from The Observatory’s editorial interpretations. Original model statements are preserved as observed, including any inaccuracies they may contain. Learn more about our verification and editorial standards
Submit a statement → right-of-reply@theobservatory.ioHow we read this
Sourced from a published AAI MIB card. The Observatory publishes this card’s public findings; values are as observed on the search surface, not business-market claims.
Method & SourceContinue the reading
The Premium Education US Northeast room places this AI Citation Ranking — Top 5 reading alongside the market’s other published observations.
For the same observation window, September 7–13, 2026, Premium Education US Northeast is also read in the AI Overview Ranking — Top 10 table, the Organic Ranking — Top 5 table and the Query Spotlight table; each keeps its own reading basis.
The Dubai Abu Dhabi reading and Geneva / Lausanne / Zurich reading examine the same AI Citation Ranking — Top 5 for September 7–13, 2026; compare the stated reading bases before drawing a cross-market conclusion.
