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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 at 16.48%, observed across 7 comparable scheduled runs in the observation period July 20–26, 2026.

By The Observatory DeskPublished Observed   TheObservatory.io
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AI-generated illustration · The Observatory
Governed readingMeasured by AAI Kernel · published by The ObservatoryCapture pr_1791427638453_9upqju
Market
Premium Education US Northeast
Location
Boston / New York
Observed period
July 20–26, 2026
Run type
Period run · 7 comparable runs
Queries
105 queries per run
Search engine
Google
Device
Desktop
Source location
United States
Reading
Ranking Top 10 · AI Overview
“On Premium Education US Northeast, platforms — not institutions — open the AI answers.”

Quick answer

reddit.com follows at 15.64%, sitting 0.84 percentage points behind.

Key reading

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

youtube.com holds the rank-1 position on the AI Overview opening-control rail for Premium Education US Northeast across the 7-run window July 20–26, 2026, at 16.48%. The top 3 actors together hold more than the remaining 7 combined, yet the gap between the rank-1 and rank-3 positions is narrow: niche.com sits 1.12 percentage points behind youtube.com at 15.36%, and reddit.com sits 0.84 percentage points behind at 15.64%. The non-obvious read is the composition of that top tier: two of the three leading actors are general-purpose platforms, while the third — niche.com — is a focused source. Below this contested cluster, the 9 sources behind youtube.com range from 15.64% down to 3.07%, with a sharp drop after the top three into single-digit shares.

Core metric

AIO opening control — top 10 · Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

Observed metric

AIO opening control — top 10

July 20–26, 2026105 queries per run7 comparable runs
AIO opening control — top 10 · Premium Education US Northeast · Boston / New York · July 20–26, 2026 · 7 comparable runs · AI Overview · 10 ranked rows
ActorRankAIO opening sharePresence
youtube.com#116.48% AI opening shareopening in 7/7 runs
reddit.com#215.64% AI opening shareopening in 7/7 runs
niche.com#315.36% AI opening shareopening in 7/7 runs
boardingschoolreview.com#49.22% AI opening shareopening in 7/7 runs
usnews.com#57.82% AI opening shareopening in 7/7 runs
quora.com#65.31% AI opening shareopening in 7/7 runs
en.wikipedia.org#73.63% AI opening shareopening in 7/7 runs
orieladmissions.com#83.63% AI opening shareopening in 5/7 runs
eduavenues.com#93.35% AI opening shareopening in 6/7 runs
executiveeducation.wharton.upenn.edu#103.07% AI opening shareopening in 5/7 runs
How to read this tableThese three measures describe how prominently actors appear at the beginning of Google's AI Overview answers. Each should be read separately.Rank — The actor's position based on its total number of recorded opening appearances during the period.AIO opening share — The actor's percentage of recorded openings among the sources included in the measurement.Presence — The number of comparable daily observations in which the actor appeared at least once in an AI Overview opening.For a full explanation of how these rankings are calculated, see Method & Standards.Reading basis. This card observes the AI Overview opening-control rail for Premium Education US Northeast in the United States on Google desktop, aggregated from 105 observed queries across 7 comparable scheduled runs in the observation period July 20–26, 2026. The governed panel ranks the top-10 actors by cumulative AI opening volume over the period, using one single period-wide denominator. AI Overview opening-control evidence was available on 7 of 7 runs. The primary metric is AI opening share on this market.Read with how readings are scoped and run metadata · what this card does not claim.Produced using AI and automated checks. See methodology.

How the actors read on the surface

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

youtube.com

youtube.com holds the strongest AI opening share on this market at 16.48% across the 7-run window. As a general-purpose platform, it opened AI answers on 7 of 7 comparable runs — one of 7 actors on the panel to do so.

reddit.com

reddit.com records 15.64% AI opening share on this market, sitting 0.84 percentage points behind youtube.com. A user-generated discussion platform, it opened AI answers on 7 of 7 comparable runs, keeping the gap to the rank-1 position razor-thin across the window.

niche.com

niche.com records 15.36% AI opening share on this market, sitting 1.12 percentage points behind youtube.com. It is the highest-ranked focused source on this panel and opened AI answers on 7 of 7 comparable runs.

boardingschoolreview.com

boardingschoolreview.com records 9.22% AI opening share on this market, sitting 7.26 percentage points behind youtube.com. A niche domain, it opened AI answers on 7 of 7 comparable runs — present across the full window despite its single-digit share.

usnews.com

usnews.com records 7.82% AI opening share on this market, sitting 8.66 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs, occupying a mid-panel position on the opening-control rail.

quora.com

quora.com records 5.31% AI opening share on this market, sitting 11.17 percentage points behind youtube.com. Another general-purpose platform, it opened AI answers on 7 of 7 comparable runs but accumulated a markedly smaller share than the top-three cluster.

en.wikipedia.org

en.wikipedia.org records 3.63% AI opening share on this market, sitting 12.85 percentage points behind youtube.com. It opened AI answers on 7 of 7 comparable runs, yet its cumulative opening volume places it in the lower portion of the panel.

orieladmissions.com

orieladmissions.com records 3.63% AI opening share on this market, matching en.wikipedia.org on the metric but opening AI answers on 5 of 7 comparable runs — one of the three actors on the panel that did not appear in every run.

eduavenues.com

eduavenues.com records 3.35% AI opening share on this market, sitting 13.13 percentage points behind youtube.com. It opened AI answers on 6 of 7 comparable runs, placing it among the lower-frequency actors on the panel.

executiveeducation.wharton.upenn.edu

executiveeducation.wharton.upenn.edu records 3.07% AI opening share on this market, sitting 13.41 percentage points behind youtube.com. It opened AI answers on 5 of 7 comparable runs and holds the rank-10 position on this opening-control rail across the window.

Pattern on the observed surface

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

The panel splits into a tight top-three cluster and a long,

The panel splits into a tight top-three cluster and a long, dispersed tail. The top 3 actors together hold more than the remaining 7 combined, yet within that cluster the spread is only 1.12 percentage points — making the contest for the rank-1 position genuinely open. Below the cluster, a clear structural break separates the top three from the rest: boardingschoolreview.com at rank 4 already sits 7.26 percentage points behind youtube.com. The surface is platform-heavy: four of the governed top-10 actors are general-purpose or discussion platforms, while the remaining six are focused or niche domains. Presence across the window is high — 7 of the 10 actors on the panel opened AI answers in all 7 comparable runs, with 3 opening AI answers in fewer runs.

Why this reading matters

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

youtube.com's rank-1 position on this AI Overview opening-control rail is notable because it is a general-purpose video platform, not a domain specializing in premium education. The opening-control surface for this market is shaped more by platform reach than by subject-matter focus — a structural feature that distinguishes the AI-answer layer from what a reader might expect of a specialist education market.

Market implication

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 2026

The observed opening-control rail signals that AI Overviews on Premium Education US Northeast queries reach for platforms first. The contested, narrow gap at the top of the panel — 0.84 percentage points between youtube.com and reddit.com, 1.12 between youtube.com and niche.com — suggests that no single source has locked in the primacy slot on this surface across the 7-run window. For any institution or specialist domain monitoring AI visibility on this market, the observation reframes the question: the opening-control rail is not yet shaped by education-specific authority on this observed surface.

Read within the scope and limitations of this card.

Observatory Reading — Citable Proof Capsule

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Scope:
Premium Education US Northeast · Boston / New York
Surface:
AI Overview · Google · Desktop
Observed:
July 20–26, 2026
Published:
July 28, 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 fcd53a62a872de02
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-20-26-2026
Scope: Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop
Family: Ranking Top 10
Observed: July 20–26, 2026 (2026-07-20/2026-07-26)
Published: July 28, 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-20-26-2026/data.csv
Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-july-20-26-2026/citation.txt
Reuse terms: https://theobservatory.io/terms

youtube.com holds the strongest AI opening share on the Premium Education US Northeast market at 16.48%, observed across 7 comparable scheduled runs in the observation period July 20–26, 2026.

Key facts:
• youtube.com: 16% AI opening share · opening in 7/7 runs
• reddit.com: 16% AI opening share · opening in 7/7 runs
• niche.com: 15% AI opening share · opening in 7/7 runs

Published table — AIO opening control — top 10 (July 20–26, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · AIO opening control
1. youtube.com — 16.48% AI opening share · opening in 7/7 runs — #1
2. reddit.com — 15.64% AI opening share · opening in 7/7 runs — #2
3. niche.com — 15.36% AI opening share · opening in 7/7 runs — #3
4. boardingschoolreview.com — 9.22% AI opening share · opening in 7/7 runs — #4
5. usnews.com — 7.82% AI opening share · opening in 7/7 runs — #5
6. quora.com — 5.31% AI opening share · opening in 7/7 runs — #6
7. en.wikipedia.org — 3.63% AI opening share · opening in 7/7 runs — #7
8. orieladmissions.com — 3.63% AI opening share · opening in 5/7 runs — #8
9. eduavenues.com — 3.35% AI opening share · opening in 6/7 runs — #9
10. executiveeducation.wharton.upenn.edu — 3.07% 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, aggregated from 105 observed queries across 7 comparable scheduled runs in the observation period July 20–26, 2026. The governed panel ranks the top-10 actors by cumulative AI opening volume over the period, using one single period-wide denominator. AI Overview opening-control evidence was available on 7 of 7 runs. The primary metric is AI opening share on this market.

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 20–26, 2026
Based on governed AAI Kernel evidence. Capture identifier: pr_1791427638453_9upqju. 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 28, 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-20-26-2026

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: fcd53a62a872de02

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 — attested

— The Observatory · Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop · July 20–26, 2026

Based on governed AAI Kernel evidence. Capture identifier pr_1791427638453_9upqju. Cite freely with attribution. Published by The Observatory.

FAQ

What does 'AI opening share' measure?
AI opening share captures which source AI Overviews reach for first when constructing an answer. It measures the primacy slot — who opens the AI answer — not general citation share and not organic search ranking.
Does this card prove a longer-term trend?
This observation does not establish a longer-term trend. It aggregates 105 queries across 7 comparable scheduled runs in the window July 20–26, 2026. AI Overview opening behavior is volatile across queries, models, and dates; future windows may produce different results.
Why are platforms ranked above education-specific domains?
The card observes what AI Overviews actually cite at the opening of their answers on this market's queries. It does not measure institutional quality, reputation, or business-market standing. The surface reflects AI-engine sourcing behavior, not an editorial judgment.

Scope and limitations

Premium Education US Northeast · Boston / New York · AI Overview · July 20–26, 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, aggregated from 105 observed queries across 7 comparable scheduled runs in the observation period July 20–26, 2026. The governed panel ranks the top-10 actors by cumulative AI opening volume over the period, using one single period-wide denominator. AI Overview opening-control evidence was available on 7 of 7 runs. The primary metric is AI opening share on this market.

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, July 20–26, 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 2026-07-28 · Governed capture ID · pr_1791427638453_9upqju

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.io

How 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 & Source

Continue 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 20–26, 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 Geneva / Lausanne / Zurich reading and London reading examine the same AI Overview Ranking — Top 10 for July 20–26, 2026; compare the stated reading bases before drawing a cross-market conclusion.

Same market · Premium Education US Northeast

Same market · Premium Education US Northeast

Same market · Premium Education US Northeast

Same market · Premium Education US Northeast

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