— 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 July 6–12, 2026, recording 19.21% of all AI Overview openings observed over the period.
Follow
Follow The Observatory
- Market
- Premium Education US Northeast
- Location
- Boston / New York
- Observed period
- July 6–12, 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
“When AI answers premium education queries in the US Northeast, platforms — not institutions — open the conversation.”
Quick answer
reddit.com follows at 16.89%, 2.32 percentage points behind.
Key reading
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
youtube.com holds the rank-1 position on the AI Overview opening-control rail for Premium Education US Northeast across the observation period of July 6–12, 2026, at 19.21%. reddit.com sits 2.32 percentage points behind at 16.89%, and the top 3 actors together hold more than the remaining 7 combined. 5 of the 10 actors on the panel opened AI answers in all 7 comparable runs; 5 opened AI answers in fewer runs. What is non-obvious is the surface composition: two user-generated platforms occupy the top two positions by cumulative AI opening volume, while focused education domains such as niche.com, usnews.com, and boardingschoolreview.com fill the middle ranks — and a single institutional subdomain, executiveeducation.wharton.upenn.edu, appears only at the bottom of the governed panel at 3.64%.
Core metric
AIO opening control — top 10 · Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
Observed metric
AIO opening control — top 10
| Actor | Rank | AIO opening share | Presence |
|---|---|---|---|
| youtube.com | #1 | 19.21% AI opening share | opening in 7/7 runs |
| reddit.com | #2 | 16.89% AI opening share | opening in 7/7 runs |
| niche.com | #3 | 10.26% AI opening share | opening in 7/7 runs |
| usnews.com | #4 | 9.93% AI opening share | opening in 7/7 runs |
| boardingschoolreview.com | #5 | 6.62% AI opening share | opening in 6/7 runs |
| solomonadmissions.com | #6 | 5.96% AI opening share | opening in 7/7 runs |
| en.wikipedia.org | #7 | 4.97% AI opening share | opening in 6/7 runs |
| eduavenues.com | #8 | 3.97% AI opening share | opening in 6/7 runs |
| quora.com | #9 | 3.97% AI opening share | opening in 6/7 runs |
| executiveeducation.wharton.upenn.edu | #10 | 3.64% AI opening share | opening in 5/7 runs |
How the actors read on the surface
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
youtube.com holds the strongest AI opening share on this market in this card scope, at 19.21%. As a general-purpose platform, it opened AI answers on 7 of 7 comparable runs, accumulating the highest opening volume on a surface where no education-focused domain comes close to its position.
reddit.com records 16.89% AI opening share on this market and sits 2.32 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs — another user-generated platform anchoring the top of a panel nominally about premium education.
niche.com records 10.26% AI opening share on this market, the highest share among focused domains on this panel. It sits 8.94 percentage points behind youtube.com and opened AI answers on 7 of 7 comparable runs.
usnews.com records 9.93% AI opening share on this market, sitting 9.27 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs, placing it just behind niche.com among the focused sources on this surface.
boardingschoolreview.com records 6.62% AI opening share on this market and sits 12.58 percentage points behind youtube.com. It opened AI answers on 6 of 7 comparable runs — the first actor on the panel with a gap in period presence.
solomonadmissions.com records 5.96% AI opening share on this market and sits 13.25 percentage points behind youtube.com. Despite its lower share, it opened AI answers on 7 of 7 comparable runs.
en.wikipedia.org records 4.97% AI opening share on this market, sitting 14.24 percentage points behind youtube.com. As a general-purpose platform, it opened AI answers on 6 of 7 comparable runs.
eduavenues.com records 3.97% AI opening share on this market and sits 15.23 percentage points behind youtube.com. It opened AI answers on 6 of 7 comparable runs.
quora.com records 3.97% AI opening share on this market, matching eduavenues.com on the metric. As a user-generated platform, it sits 15.23 percentage points behind youtube.com and opened AI answers on 6 of 7 comparable runs.
executiveeducation.wharton.upenn.edu
executiveeducation.wharton.upenn.edu records 3.64% AI opening share on this market — the lowest on the governed panel — and sits 15.56 percentage points behind youtube.com. It opened AI answers on 5 of 7 comparable runs, the fewest of any actor on this panel.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
The panel is top-heavy but platform-dominated
The panel is top-heavy but platform-dominated. The top 3 actors together hold more than the remaining 7 combined, and the two highest-ranked actors are both general-purpose platforms rather than education-focused domains. The 9 sources behind youtube.com range from 16.89% down to 3.64%. On presence, 5 of the 10 actors on the panel opened AI answers in all 7 comparable runs; 5 opened AI answers in fewer runs. The surface reads as a contest between platforms that aggregate user-generated discussion and focused domains that serve the education vertical directly — with platforms winning the primacy slot on this observed AI Overview opening-control rail across the period.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
youtube.com holds the rank-1 position on this AI Overview opening-control rail by cumulative opening volume over the period, yet it carries no education-specific content mandate. The only institutional subdomain on the governed panel — executiveeducation.wharton.upenn.edu — sits at the bottom with 3.64% and opened AI answers on 5 of 7 comparable runs. The gap between the platform layer and the institutional layer on this surface is the structural story of this window.
Market implication
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 2026
The AI-answer layer across this market is wide open on the observed opening-control surface. No focused education domain has secured a position above 10.26% over the 7-run window, and the primacy slot is held by a general-purpose platform. For any institution monitoring AI Overview visibility on Premium Education US Northeast, this observation signals that the opening-control rail is shaped by platform reach rather than domain specialization — a surface condition worth tracking across future windows.
Read within the scope and limitations of this card.
Observatory Reading — Citable Proof Capsule
Use this observation
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:
- July 6–12, 2026
- Published:
- July 14, 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
Cite this
Copy parts
The complete citation record · revision f46624ce9a88b946
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-july-6-12-2026 Scope: Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop Family: Ranking Top 10 Observed: July 6–12, 2026 (2026-07-06/2026-07-12) Published: July 14, 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-july-6-12-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-july-6-12-2026/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 July 6–12, 2026, recording 19.21% of all AI Overview openings observed over the period. Key facts: • youtube.com: 19% AI opening share · opening in 7/7 runs • reddit.com: 17% AI opening share · opening in 7/7 runs • niche.com: 10% AI opening share · opening in 7/7 runs Published table — AIO opening control — top 10 (July 6–12, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · AIO opening control 1. youtube.com — 19.21% AI opening share · opening in 7/7 runs — #1 2. reddit.com — 16.89% AI opening share · opening in 7/7 runs — #2 3. niche.com — 10.26% AI opening share · opening in 7/7 runs — #3 4. usnews.com — 9.93% AI opening share · opening in 7/7 runs — #4 5. boardingschoolreview.com — 6.62% AI opening share · opening in 6/7 runs — #5 6. solomonadmissions.com — 5.96% AI opening share · opening in 7/7 runs — #6 7. en.wikipedia.org — 4.97% AI opening share · opening in 6/7 runs — #7 8. eduavenues.com — 3.97% AI opening share · opening in 6/7 runs — #8 9. quora.com — 3.97% AI opening share · opening in 6/7 runs — #9 10. executiveeducation.wharton.upenn.edu — 3.64% AI opening share · opening in 5/7 runs — #10 Reading basis: This card observes the AI Overview opening-control rail for Premium Education US Northeast in the United States on Google desktop, across 7 comparable scheduled runs in the observation period of July 6–12, 2026. The panel ranks the top-10 actors by cumulative AI opening volume over the period, aggregated from 105 observed queries. Per-actor AI opening share reflects the sum of each actor's openings across all comparable runs divided by one single period-wide denominator. AI Overview opening-control evidence was available on 7 of 7 runs. AI Overview opening behavior is volatile by nature across queries, models, and dates. 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, July 2026; not generalisable beyond this market and window. — The Observatory · Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop · July 6–12, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1791426518081_ppylq6. 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 (July 14, 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-july-6-12-2026 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: f46624ce9a88b946
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 · July 6–12, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1791426518081_ppylq6. Cite freely with attribution. Published by The Observatory.
FAQ
- What does 'AI opening share on this market' measure?
- It measures how often a given domain is cited at the very opening of an AI Overview answer — the first source AI reaches for when answering a query. It is not the same as general citation share (which counts all citations regardless of position) and is not an organic search ranking.
- Does this card prove a longer-term trend in AI opening behavior?
- No. This observation covers 7 comparable scheduled runs in an observation period from July 6–12, 2026. AI Overview opening behavior is volatile across queries, models, and dates. This observation does not establish a longer-term trend.
- Why do platforms appear at the top of a premium education market panel?
- The AI Overview opening-control rail reflects which sources AI reaches for first when answering queries — not which sources are education specialists. Platforms such as youtube.com and reddit.com carry large volumes of user-generated content that AI models may draw on to open answers, regardless of the domain's subject-matter focus.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI Overview · July 6–12, 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, July 2026; not generalisable beyond this market and window.
Method & source
This card observes the AI Overview opening-control rail for Premium Education US Northeast in the United States on Google desktop, across 7 comparable scheduled runs in the observation period of July 6–12, 2026. The panel ranks the top-10 actors by cumulative AI opening volume over the period, aggregated from 105 observed queries. Per-actor AI opening share reflects the sum of each actor's openings across all comparable runs divided by one single period-wide denominator. AI Overview opening-control evidence was available on 7 of 7 runs. AI Overview opening behavior is volatile by nature across queries, models, and dates.
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 an observation period (July 6–12, 2026). 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 2026-07-14 · Governed capture ID · pr_1791426518081_ppylq6
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.
Right of replyNamed in this reading? Submit a correction or a response.
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 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, July 6–12, 2026, Premium Education US Northeast is also read in the AI Citation Ranking — Top 5 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 Overview Ranking — Top 10 for July 6–12, 2026; compare the stated reading bases before drawing a cross-market conclusion.
