— 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 the Premium Education US Northeast market across the 7-run window September 14–20, 2026, recording 25.93%.
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- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- September 14–20, 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 institutions — collect the top-5 AI Overview citations across this window.”
Quick answer
The remaining four actors on the top-5 panel range from 13.39% down to 6.24%.
Key reading
Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 2026
youtube.com holds the strongest AI citation share on this market at 25.93%, accumulated across 7 comparable scheduled runs in the observation period September 14–20, 2026. reddit.com sits 12.54 percentage points behind youtube.com on AI citation share on this market, recording 13.39%. boardingschoolreview.com records 8.89%, while facebook.com and usnews.com close the panel at 6.93% and 6.24% respectively. The top 2 actors together hold more than the remaining 3 combined. The non-obvious read: the panel is led by social and user-generated platforms rather than by focused education sources, and the spread of 19.68 percentage points between the top and bottom of the panel signals a top-heavy citation surface where the rank-1 actor accumulates citation volume well ahead of the rest.
Core metric
Citation share — top 5 · Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 25.93% AI citation share | cited in 7/7 runs |
| reddit.com | #2 | 13.39% AI citation share | cited in 7/7 runs |
| boardingschoolreview.com | #3 | 8.89% AI citation share | cited in 7/7 runs |
| facebook.com | #4 | 6.93% AI citation share | cited in 7/7 runs |
| usnews.com | #5 | 6.24% 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 14–20, 2026
youtube.com holds the strongest AI citation share on this market in this card scope, at 25.93%. As a general-purpose platform, it accumulated the highest cumulative AI Overview citation volume across all 7 comparable runs — cited in 7 of 7 comparable runs.
reddit.com records 13.39% AI citation share on this market and sits 12.54 percentage points behind youtube.com. A user-generated discussion platform, it was cited in 7 of 7 comparable runs, holding the second position in the period-wide ranking.
boardingschoolreview.com is the highest-ranked focused source on this panel, recording 8.89% AI citation share on this market. It sits 17.04 percentage points behind youtube.com and was cited in 7 of 7 comparable runs.
facebook.com records 6.93% AI citation share on this market, a social platform sitting 18.99 percentage points behind youtube.com. It was cited in 7 of 7 comparable runs, occupying the fourth position in the period-wide ranking.
usnews.com closes the governed top-5 panel at 6.24% AI citation share on this market, sitting 19.68 percentage points behind youtube.com. It was cited in 7 of 7 comparable runs.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 2026
The panel is top-heavy
The panel is top-heavy: the top 2 actors together hold more than the remaining 3 combined. Three of the five actors are platforms — youtube.com, reddit.com, and facebook.com — while only boardingschoolreview.com and usnews.com represent focused or niche domains. The 4 sources behind youtube.com range from 13.39% down to 6.24%, producing a structure where the rank-1 position carries disproportionate citation weight relative to the rest. All 5 actors on the panel were cited in all 7 comparable runs.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 2026
youtube.com, a general-purpose platform with no specialist education focus, holds the rank-1 position on the AI Overview citation rail for Premium Education US Northeast across this 7-run window. The citation surface for this market draws more heavily on platform content than on dedicated education sources — a structural feature that any institution monitoring its AI Overview visibility should register.
Market implication
Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 2026
Across these 7 runs, the AI Overview citation surface for Premium Education US Northeast shows a fragmented structure where platforms capture the largest cumulative citation shares. The spread of 19.68 percentage points between the top and bottom of the panel, combined with the platform-heavy composition, signals that AI Overviews on this market draw from broad, general-purpose sources rather than concentrating citations on specialist education domains. Monitoring this surface over future windows will clarify whether focused sources can accumulate enough citation volume to shift the panel composition.
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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 14–20, 2026
- Published:
- September 26, 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 59a98aa6606c944a
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-14-20-2026 Scope: Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop Family: Ranking Top 5 Observed: September 14–20, 2026 (2026-09-14/2026-09-20) Published: September 26, 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-14-20-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-september-14-20-2026/citation.txt Reuse terms: https://theobservatory.io/terms 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%. 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 14–20, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 25.93% AI citation share · cited in 7/7 runs — #1 2. reddit.com — 13.39% AI citation share · cited in 7/7 runs — #2 3. boardingschoolreview.com — 8.89% AI citation share · cited in 7/7 runs — #3 4. facebook.com — 6.93% AI citation share · cited in 7/7 runs — #4 5. usnews.com — 6.24% 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 14–20, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 105 observed queries. Per-actor values represent the sum of each actor's AI Overview citations across all 7 runs, expressed as a share of one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs. The primary metric is AI citation share on this market. AI Overview content varies by query, model, and date; this window does not establish a longer-term trend. 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 14–20, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1789921199685_k10os3. 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 26, 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-14-20-2026 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: 59a98aa6606c944a
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 14–20, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1789921199685_k10os3. 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 Overview answers, nor does it reflect organic search ranking.
- Does this card prove a longer-term trend?
- No. This card observes an observation period of 7 comparable scheduled runs from September 14–20, 2026. AI Overview content varies by query, model, and date. A single window does not establish a multi-month trend.
- Why do platforms appear ahead of education-focused domains?
- The card observes cumulative AI Overview citation volume across 105 queries over 7 runs. The governed top-5 panel reflects which domains AI Overviews cited most often in aggregate. This observation does not explain why AI Overviews select certain sources — it records which domains received the most citations on this surface over the observed period.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI citation · September 14–20, 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 14–20, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, aggregated from 105 observed queries. Per-actor values represent the sum of each actor's AI Overview citations across all 7 runs, expressed as a share of one single period-wide denominator. AI Overview citation evidence was available on 7 of 7 runs. The primary metric is AI citation share on this market. AI Overview content varies by query, model, and date; this window does not establish a longer-term trend.
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 14–20, 2026. AI Overview citation evidence available on 7 of 7 runs. No claim about AI opening control or organic visibility. This window does not establish a longer-term trend.
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 2026-09-26 · Governed capture ID · pr_1789921199685_k10os3
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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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 14–20, 2026, Premium Education US Northeast is also read in the AI Overview Ranking — Top 10 table and the Query Spotlight table; each keeps its own reading basis. A further Organic Ranking — Top 5 table for Premium Education US Northeast provides additional context; it records October 5–11, 2026.
The Dubai Abu Dhabi reading and Geneva / Lausanne / Zurich reading examine the same AI Citation Ranking — Top 5 for September 14–20, 2026; compare the stated reading bases before drawing a cross-market conclusion.
