— Ranking Top 10 · AI Overview —
Who controls Google's AI Overview for Premium Education US Northeast, Boston / New York?
youtube.com holds the strongest AI opening share on the Premium Education US Northeast market across the 7-run window from October 26 – November 1, 2026, recording 26.93% of all AI answer openings observed over the period.
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- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- Oct 26 – Nov 1, 2026
- Run type
- Period run · 7 comparable runs
- Queries
- 105 queries per run
- Search engine
- Device
- Desktop
- Source location
- United States
- Reading
- Ranking Top 10 · AI Overview
“Platforms, not institutions, open AI answers on the Premium Education US Northeast surface — and youtube.com holds the top-10 panel's widest lead.”
Quick answer
youtube.com holds the strongest AI opening share on the Premium Education US Northeast market across the 7-run window from October 26 – November 1, 2026, recording 26.93% of all AI answer openings observed over the period.
Key reading
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
youtube.com holds the rank-1 position on the AI Overview opening-control rail for this market in the period-wide ranking, at 26.93%. facebook.com sits 11.15 percentage points behind youtube.com on AI opening share on this market, recording 15.79%. The top 2 actors together hold more than the remaining 8 combined. The 9 sources behind youtube.com range from 15.79% down to 2.17%, and the spread between the first and last positions is 24.77 percentage points — a panel shaped by one clear front-runner and a long, dispersed field behind it.
Core metric
AIO opening control — top 10 · Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
Observed metric
AIO opening control — top 10
| Actor | Rank | AIO opening share | Presence |
|---|---|---|---|
| youtube.com | #1 | 26.93% AI opening share | opening in 7/7 runs |
| facebook.com | #2 | 15.79% AI opening share | opening in 7/7 runs |
| quora.com | #3 | 9.91% AI opening share | opening in 7/7 runs |
| boardingschoolreview.com | #4 | 6.81% AI opening share | opening in 7/7 runs |
| usnews.com | #5 | 5.88% AI opening share | opening in 7/7 runs |
| reddit.com | #6 | 5.57% AI opening share | opening in 7/7 runs |
| instagram.com | #7 | 4.95% AI opening share | opening in 6/7 runs |
| en.wikipedia.org | #8 | 3.10% AI opening share | opening in 5/7 runs |
| cardinaleducation.com | #9 | 2.79% AI opening share | opening in 4/7 runs |
| niche.com | #10 | 2.17% AI opening share | opening in 4/7 runs |
How the actors read on the surface
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
youtube.com holds the strongest AI opening share on this market in this card scope, at 26.93%. It opened AI answers on 7 of 7 comparable runs, making it a platform with both the highest cumulative opening volume and unbroken presence across the window.
facebook.com records 15.79% AI opening share on this market and sits 11.15 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs — a second platform holding a consistent opening signal across the full window.
quora.com records 9.91% AI opening share on this market, sitting 17.03 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs — another user-generated platform that AI reaches for when opening education-related answers.
boardingschoolreview.com records 6.81% AI opening share on this market and sits 20.12 percentage points behind youtube.com. As a focused source on this surface, it opened AI answers on 7 of 7 comparable runs — one of the few niche domains to appear across every run in the window.
usnews.com records 5.88% AI opening share on this market and sits 21.05 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs, present across the full window at a share that places it in the middle of the panel.
reddit.com records 5.57% AI opening share on this market, sitting 21.36 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs — a discussion platform that AI draws on to open answers on this education surface.
instagram.com records 4.95% AI opening share on this market and sits 21.98 percentage points behind youtube.com. It opened AI answers on 6 of 7 comparable runs, the only social platform on the panel without full-window presence.
en.wikipedia.org records 3.10% AI opening share on this market and sits 23.84 percentage points behind youtube.com. It opened AI answers on 5 of 7 comparable runs — an intermittent opening signal on this education surface.
cardinaleducation.com records 2.79% AI opening share on this market and sits 24.15 percentage points behind youtube.com. It opened AI answers on 4 of 7 comparable runs — a niche domain with an intermittent presence on the opening-control rail.
niche.com records 2.17% AI opening share on this market and sits 24.77 percentage points behind youtube.com. It opened AI answers on 4 of 7 comparable runs, contributing a narrow but recurring opening signal across the window.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
The panel is top-heavy and platform-dominated. The top 3 actors together hold more than the remaining 7 combined. General-purpose and social platforms occupy the upper ranks, while focused and niche domains cluster in the lower half. The 9 sources behind youtube.com sit between 11.15 and 24.77 percentage points behind it, producing a long, dispersed tail. 6 of the 10 actors on the panel opened AI answers in all 7 comparable runs; 4 opened AI answers in fewer runs — presence frequency drops as cumulative opening share narrows.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
youtube.com holds the rank-1 position on this AI Overview opening-control rail despite being a general-purpose platform with no specialist education focus. The surface reveals that when AI answers education queries in the US Northeast, it reaches first for user-generated and social content — not for the institutions or specialist advisory domains that the market itself revolves around.
Market implication
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026
The opening-control rail on this market is wide open for specialist education actors. Across the 7-run window, platforms rather than focused education sources accumulated the largest opening shares. This observation signals that the AI primacy slot on Premium Education US Northeast queries is shaped more by platform breadth than by domain specialization — a structural feature worth monitoring in future windows.
Read within the scope and limitations of this card.
Observatory Reading — Citable Proof Capsule
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Use this citation capsule instead of copy-pasting fragments. It keeps the scope, capture identifiers, attribution and canonical source attached, so the observation can travel without losing context.
- Scope:
- Premium Education US Northeast · Boston / New York
- Surface:
- AI Overview · Google · Desktop
- Observed:
- Oct 26 – Nov 1, 2026
- Published:
- November 3, 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 5065d5bbfdd2f8fd
Who controls Google's AI Overview for Premium Education US Northeast, Boston / New York? Source: https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-october-26-to-november-1-2026 Scope: Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop Family: Ranking Top 10 Observed: Oct 26 – Nov 1, 2026 (2026-10-26/2026-11-01) Published: November 3, 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-ai-overview-control-october-26-to-november-1-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-october-26-to-november-1-2026/citation.txt Reuse terms: https://theobservatory.io/terms youtube.com holds the strongest AI opening share on the Premium Education US Northeast market across the 7-run window from October 26 – November 1, 2026, recording 26.93% of all AI answer openings observed over the period. Key facts: • youtube.com: 27% AI opening share · opening in 7/7 runs • facebook.com: 16% AI opening share · opening in 7/7 runs • quora.com: 10% AI opening share · opening in 7/7 runs Published table — AIO opening control — top 10 (Oct 26 – Nov 1, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · AIO opening control 1. youtube.com — 26.93% AI opening share · opening in 7/7 runs — #1 2. facebook.com — 15.79% AI opening share · opening in 7/7 runs — #2 3. quora.com — 9.91% AI opening share · opening in 7/7 runs — #3 4. boardingschoolreview.com — 6.81% AI opening share · opening in 7/7 runs — #4 5. usnews.com — 5.88% AI opening share · opening in 7/7 runs — #5 6. reddit.com — 5.57% AI opening share · opening in 7/7 runs — #6 7. instagram.com — 4.95% AI opening share · opening in 6/7 runs — #7 8. en.wikipedia.org — 3.10% AI opening share · opening in 5/7 runs — #8 9. cardinaleducation.com — 2.79% AI opening share · opening in 4/7 runs — #9 10. niche.com — 2.17% AI opening share · opening in 4/7 runs — #10 Reading basis: This card examines Google AI Overview openings for Premium Education US Northeast, observed on Google desktop from the United States during October 26 – November 1, 2026. It draws on 7 of 7 comparable daily observations within a governed market panel of 105 observed queries, applying the relevant source-selection rules. Limitations and non-claims: — Observes the observed AI answer 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, November 2026; not generalisable beyond this market and window. — The Observatory · Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop · Oct 26 – Nov 1, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1793620924940_3xf8a4. Cite freely with attribution. Published by The Observatory. Source footnote: Sourced from a published AAI Kernel Market Intelligence Board (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 (November 3, 2026), Who controls Google's AI Overview for Premium Education US Northeast, Boston / New York?. https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-october-26-to-november-1-2026 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: 5065d5bbfdd2f8fd
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 Overview · Google · Desktop · Oct 26 – Nov 1, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1793620924940_3xf8a4. Cite freely with attribution. Published by The Observatory.
FAQ
- What does AI opening share measure?
- AI opening share is an actor's percentage of the recorded appearances in the captured opening excerpt of AI Overview answers, across this market's observed query panel and window. The opening excerpt can name several actors; it is not an exclusive first-source slot. It does not measure general citation share, organic search ranking or business-market position.
- Does this card prove that youtube.com is the authority on premium education in the US Northeast?
- No. This card observes AI opening share on the AI Overview opening-control rail across 7 comparable scheduled runs from October 26 – November 1, 2026. It does not measure general citation share, organic search visibility, or real-world market position. AI Overview opening behavior is volatile across queries, models, and dates.
- Can I read a longer-term trend from this observation?
- This observation does not establish a longer-term trend. The window covers 7 comparable scheduled runs in an observation period. Future windows may show different panel composition and different opening-share distributions.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI Overview · Oct 26 – Nov 1, 2026 · what this card does not claim
- Observes the observed AI answer 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, November 2026; not generalisable beyond this market and window.
Method & source
This card examines Google AI Overview openings for Premium Education US Northeast, observed on Google desktop from the United States during October 26 – November 1, 2026. It draws on 7 of 7 comparable daily observations within a governed market panel of 105 observed queries, applying the relevant source-selection rules.
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. AI Overview opening-control evidence available on 7 of 7 runs. This observation does not establish a longer-term trend. No claim about general citation share 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 2026-11-03 · Governed capture ID · pr_1793620924940_3xf8a4
Sourced from a published AAI Kernel Market Intelligence Board (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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Send the reading link and your proposed correction or statement to right-of-reply@theobservatory.io. We review attribution, relevance and legal concerns before publication. Our correction and reply process explains what happens next.
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 Kernel Market Intelligence Board (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 Overview Ranking — Top 10 reading alongside the market’s other published observations.
For the same observation window, Oct 26 – Nov 1, 2026, Premium Education US Northeast is also read in the Organic Ranking — Top 5 table; each keeps its own reading basis. An earlier AI Citation Ranking — Top 5 table for Premium Education US Northeast provides additional context; it records October 19–25, 2026. An earlier Query Spotlight table for Premium Education US Northeast provides additional context; it records October 19–25, 2026.
The Dubai / Abu Dhabi reading and Geneva / Lausanne / Zurich reading examine the same AI Overview Ranking — Top 10 for Oct 26 – Nov 1, 2026; compare the stated reading bases before drawing a cross-market conclusion.
