— 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 from August 3–9, 2026, at 30.08%.
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- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- August 3–9, 2026
- Run type
- Period run · 7 comparable runs
- Queries
- 5-actor panel
- Search engine
- Device
- Desktop
- Source location
- United States
- Reading
- Ranking Top 5 · AI citation
“On Premium Education US Northeast, platforms — not institutions — capture the AI Overview citation surface.”
Quick answer
The top-5 panel is composed entirely of platforms and focused domains, with no specialist education operator among them.
Key reading
Premium Education US Northeast · Boston / New York · AI citation · August 3–9, 2026
youtube.com accumulated the highest AI citation share on this market at 30.08% across the 7-run observation period, more than twice the share of the next actor. reddit.com sits 17.45 percentage points behind youtube.com on AI citation share on this market, recording 12.63%. boardingschoolreview.com records 10.28%, niche.com records 8.38%, and quora.com records 6.31%. The top 2 actors together hold more than the remaining 3 combined. The 4 sources behind youtube.com range from 12.63% down to 6.31%, producing a spread of 23.77 percentage points between the panel's top and bottom.
Core metric
Citation share — top 5 · Premium Education US Northeast · Boston / New York · AI citation · August 3–9, 2026
Observed metric
Citation share — top 5
| Actor | Rank | AIO citation share | Presence |
|---|---|---|---|
| youtube.com | #1 | 30.08% AI citation share | cited in 7/7 runs |
| reddit.com | #2 | 12.63% AI citation share | cited in 7/7 runs |
| boardingschoolreview.com | #3 | 10.28% AI citation share | cited in 7/7 runs |
| niche.com | #4 | 8.38% AI citation share | cited in 7/7 runs |
| quora.com | #5 | 6.31% 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 3–9, 2026
youtube.com holds the strongest AI citation share on this market at 30.08% over the period, cited in 7 of 7 comparable runs. As a general-purpose platform, it accumulated more AI Overview citations than any other domain on the Premium Education US Northeast panel across the August 3–9, 2026 window.
reddit.com records 12.63% AI citation share on this market and sits 17.45 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this user-generated discussion platform occupies the second position on the period-wide AI Overview citation ranking.
boardingschoolreview.com records 10.28% AI citation share on this market, a focused source that sits 19.80 percentage points behind youtube.com. It was cited in 7 of 7 comparable runs across the window.
niche.com records 8.38% AI citation share on this market and sits 21.70 percentage points behind youtube.com. Cited in 7 of 7 comparable runs, this niche domain holds the fourth position in the period-wide ranking.
quora.com records 6.31% AI citation share on this market, the lowest on the governed top-5 panel. It sits 23.77 percentage points behind youtube.com and was cited in 7 of 7 comparable runs.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI citation · August 3–9, 2026
The panel is top-heavy
The panel is top-heavy. youtube.com holds a commanding lead, and the top 2 actors together hold more than the remaining 3 combined. The trailing group is compressed: the 4 sources behind youtube.com range from 12.63% down to 6.31%. Three of the five panel members are general-purpose or discussion platforms; the remaining two are focused domains. 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 · August 3–9, 2026
youtube.com, the rank-1 actor by AI citation share on this market, is a general-purpose platform rather than a specialist education source. The two focused domains on the panel — boardingschoolreview.com and niche.com — sit in the lower half, while platforms occupy the top two positions. The AI Overview citation surface for Premium Education US Northeast, as observed across this 7-run window, draws more heavily on platform content than on specialist education domains.
Market implication
Premium Education US Northeast · Boston / New York · AI citation · August 3–9, 2026
The observed AI Overview citation surface for this market signals that platforms capture the largest share of AI citations over the period. For any institution or specialist operator monitoring AI Overview visibility on Premium Education US Northeast, this observation suggests that the citation rail is shaped by platform content across the 105 queries observed. The surface composition — platforms at the top, focused domains in the lower half — frames the competitive context for any actor seeking citation visibility on this AI Overview rail.
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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 3–9, 2026
- Published:
- August 15, 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 36817ab837152aac
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-3-9-2026 Scope: Premium Education US Northeast · Boston / New York · AI citation · Google · Desktop Family: Ranking Top 5 Observed: August 3–9, 2026 (2026-08-03/2026-08-09) Published: August 15, 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-3-9-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-most-cited-by-ai-august-3-9-2026/citation.txt Reuse terms: https://theobservatory.io/terms youtube.com holds the strongest AI citation share on this market across the 7-run window from August 3–9, 2026, at 30.08%. Key facts: • youtube.com: 30% AI citation share · cited in 7/7 runs • reddit.com: 13% AI citation share · cited in 7/7 runs • boardingschoolreview.com: 10% AI citation share · cited in 7/7 runs Published table — Citation share — top 5 (August 3–9, 2026 · 7 comparable runs): Rank · Actor · Citation share 1. youtube.com — 30.08% AI citation share · cited in 7/7 runs — #1 2. reddit.com — 12.63% AI citation share · cited in 7/7 runs — #2 3. boardingschoolreview.com — 10.28% AI citation share · cited in 7/7 runs — #3 4. niche.com — 8.38% AI citation share · cited in 7/7 runs — #4 5. quora.com — 6.31% 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 3–9, 2026. Per-actor AI citation share values are aggregated as the sum of each actor's citations across all comparable runs, divided by one single period-wide denominator. The panel ranks the top-5 actors by cumulative citation volume over the period. The observation covers 105 queries. AI Overview citation evidence was available on 7 of 7 runs in the comparable window. 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 3–9, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1787902638689_k981hh. 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 15, 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-3-9-2026 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: 36817ab837152aac
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 3–9, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1787902638689_k981hh. Cite freely with attribution. Published by The Observatory.
FAQ
- What does AI citation share on this market measure?
- It measures how often a 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 7 comparable scheduled runs across August 3–9, 2026. AI Overview content varies by query, model, and date. The period aggregation widens the evidence base beyond a single run, but it does not establish a multi-month trend.
- Why are platforms so prominent on this panel?
- The card observes which domains AI Overviews cite most often — it does not explain why. The observation records that platforms such as youtube.com, reddit.com, and quora.com accumulated the highest citation volumes on this market over the 7-run window.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI citation · August 3–9, 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 3–9, 2026. Per-actor AI citation share values are aggregated as the sum of each actor's citations across all comparable runs, divided by one single period-wide denominator. The panel ranks the top-5 actors by cumulative citation volume over the period. The observation covers 105 queries. AI Overview citation evidence was available on 7 of 7 runs in the comparable window.
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, August 3–9, 2026. AI Overview citation evidence available on 7 of 7 runs. This observation does not establish a longer-term trend. No claim about AI Overview 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 2026-08-15 · Governed capture ID · pr_1787902638689_k981hh
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 3–9, 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 3–9, 2026; compare the stated reading bases before drawing a cross-market conclusion.
