— 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 at 25.22%, leading the top-5 panel observed across 7 comparable scheduled runs in the observation period August 17–23, 2026.
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- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- August 17–23, 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 specialist domains — capture the most AI Overview citations across the top five.”
Quick answer
youtube.com holds the strongest AI citation share on the Premium Education US Northeast market at 25.22%, leading the top-5 panel observed across 7 comparable scheduled runs in the observation period August 17–23, 2026.
Key reading
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
youtube.com holds the strongest AI citation share on this market at 25.22%, with reddit.com at 15.71% and boardingschoolreview.com at 10.66%. The top 2 actors together hold more than the remaining 3 combined. The 4 sources behind youtube.com range from 15.71% down to 6.00%, a spread of 19.22 percentage points between the panel leader and the rank-5 actor. boardingschoolreview.com is the only non-platform domain in the top three — a focused source sitting 14.56 percentage points behind youtube.com on AI citation share on this market. usnews.com at 6.07% and facebook.com at 6.00% close the panel at nearly identical levels, leaving the bottom of the ranking tightly compressed while the top stretches away.
Core metric
Citation share — top 5 · Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 25.22% AI citation share | cited in 7/7 runs |
| reddit.com | #2 | 15.71% AI citation share | cited in 7/7 runs |
| boardingschoolreview.com | #3 | 10.66% AI citation share | cited in 7/7 runs |
| usnews.com | #4 | 6.07% AI citation share | cited in 7/7 runs |
| facebook.com | #5 | 6.00% AI citation share | cited in 7/7 runs |
How the actors read on the surface
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
youtube.com holds the strongest AI citation share on this market in this card scope, at 25.22%. Cited in 7 of 7 comparable runs, it accumulated the highest AI citation volume across the window — a general-purpose platform leading the AI Overview citation rail ahead of every other domain on the governed panel.
reddit.com records 15.71% AI citation share on this market and sits 9.51 percentage points behind youtube.com. Also cited in 7 of 7 comparable runs, this user-generated discussion platform occupies the second position on the period-wide ranking, well clear of the three actors below it.
boardingschoolreview.com records 10.66% AI citation share on this market, the highest share among non-platform domains on the governed panel. It sits 14.56 percentage points behind youtube.com on AI citation share on this market and was cited in 7 of 7 comparable runs — a focused source holding its place inside a panel otherwise shaped by platforms.
usnews.com records 6.07% AI citation share on this market and sits 19.16 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, it occupies the fourth position on the period-wide ranking, separated from the rank-5 actor by a narrow margin.
facebook.com records 6.00% AI citation share on this market, the lowest value on the governed panel. It sits 19.22 percentage points behind youtube.com on AI citation share on this market and was cited in 7 of 7 comparable runs — a social platform closing the top-5 ranking at a level nearly identical to usnews.com.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
The panel is top-heavy
The panel is top-heavy. The top 3 actors together hold more than the remaining 2 combined, and the gap between rank 1 and rank 5 spans 19.22 percentage points. Three of the five positions belong to platforms — youtube.com, reddit.com, and facebook.com — while the remaining two are non-platform domains. The bottom two actors sit at nearly the same level, compressing the lower end of the ranking into a tight cluster while the upper end fans out sharply. The surface reads as platform-led but not platform-exclusive: a single focused source, boardingschoolreview.com, breaks into the top three.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
youtube.com, a general-purpose platform, leads the AI Overview citation rail on Premium Education US Northeast — a market where the AI surface might be expected to favor specialist education domains. That a video platform accumulated the highest citation volume across the 7-run window, ahead of every focused source and every other platform, reframes what it means to be visible as a cited source on this surface.
Market implication
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 2026
This observation signals that the AI Overview citation surface for Premium Education US Northeast is shaped more by platform reach than by domain specialization. The top 2 actors together hold more than the remaining 3 combined, and both are general-purpose platforms. For any operator monitoring citation visibility on this market, the governed panel suggests that AI Overviews draw heavily on user-generated and aggregator content when answering education-related queries in the US Northeast — a pattern worth tracking across future windows.
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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:
- August 17–23, 2026
- Published:
- August 29, 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 88729b622b41d352
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-august-17-23-2026 Scope: Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop Family: Ranking Top 5 Observed: August 17–23, 2026 (2026-08-17/2026-08-23) Published: August 29, 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-august-17-23-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-august-17-23-2026/citation.txt Reuse terms: https://theobservatory.io/terms youtube.com holds the strongest AI citation share on the Premium Education US Northeast market at 25.22%, leading the top-5 panel observed across 7 comparable scheduled runs in the observation period August 17–23, 2026. Key facts: • youtube.com: 25% AI citation share · cited in 7/7 runs • reddit.com: 16% AI citation share · cited in 7/7 runs • boardingschoolreview.com: 11% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (August 17–23, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 25.22% AI citation share · cited in 7/7 runs — #1 2. reddit.com — 15.71% AI citation share · cited in 7/7 runs — #2 3. boardingschoolreview.com — 10.66% AI citation share · cited in 7/7 runs — #3 4. usnews.com — 6.07% AI citation share · cited in 7/7 runs — #4 5. facebook.com — 6.00% 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 August 17–23, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using 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, aggregated from 105 observed queries. 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, August 2026; not generalisable beyond this market and window. — The Observatory · Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop · August 17–23, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1787897435584_47fpl5. 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 (August 29, 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-august-17-23-2026 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: 88729b622b41d352
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 · August 17–23, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1787897435584_47fpl5. 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 answers, nor does it reflect organic search ranking.
- How many runs does this card draw on, and is that enough to draw conclusions?
- This card draws on 7 comparable scheduled runs in the observation period August 17–23, 2026. AI Overview citation evidence was available on 7 of 7 runs. This is enough to identify current positioning patterns on the AI Overview citation rail, but it does not establish a longer-term trend.
- Can AI Overview citation results change between observations?
- Yes. AI Overview content varies by query, model behavior, and date. The values on this card reflect the cumulative citation volume observed across the 7-run window and should not be treated as fixed or permanent.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI citation · August 17–23, 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, August 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 August 17–23, 2026. The panel ranks the top-5 actors by cumulative AI citation volume over the period, using 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, aggregated from 105 observed queries.
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 in the observation period August 17–23, 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 2026-08-29 · Governed capture ID · pr_1787897435584_47fpl5
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, August 17–23, 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 August 17–23, 2026; compare the stated reading bases before drawing a cross-market conclusion.
