— Ranking Top 10 · AI Overview —
Who controls Google's AI Overview for Premium Education US Northeast, Boston / New York?
niche.com holds the strongest AI opening share on this market across the 7-run window from August 3–9, 2026, at 16.05%.
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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
- 105 queries per run
- Search engine
- Device
- Desktop
- Source location
- United States
- Reading
- Ranking Top 10 · AI Overview
“On premium education queries in the US Northeast, no single domain controls where AI answers begin.”
Quick answer
reddit.com sits 0.31 percentage points behind at 15.74%, making the top-10 panel's lead position effectively a contest between two actors.
Key reading
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
niche.com holds the rank-1 position on the AI Overview opening-control rail for Premium Education US Northeast in the observation period of August 3–9, 2026, with 16.05% of all AI answer openings observed across 7 comparable scheduled runs. reddit.com records 15.74%, sitting just 0.31 percentage points behind — a gap narrow enough that the two actors are virtually level on cumulative opening volume. youtube.com occupies the third position at 13.58%, and the top 3 actors together hold more than the remaining 7 combined. Below the top tier, the 9 sources behind niche.com range from 15.74% down to 2.16%, a spread that reveals a panel where opening share thins sharply past the first few positions. The non-obvious read: four general-purpose platforms — reddit.com, youtube.com, facebook.com, and quora.com — appear alongside niche and focused domains, meaning AI reaches for user-generated and discussion content as often as it reaches for specialist education sources when opening answers on this market.
Core metric
AIO opening control — top 10 · Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
Observed metric
AIO opening control — top 10
| Actor | Rank | AIO opening share | Presence |
|---|---|---|---|
| niche.com | #1 | 16.05% AI opening share | opening in 7/7 runs |
| reddit.com | #2 | 15.74% AI opening share | opening in 7/7 runs |
| youtube.com | #3 | 13.58% AI opening share | opening in 7/7 runs |
| boardingschoolreview.com | #4 | 11.42% AI opening share | opening in 7/7 runs |
| usnews.com | #5 | 9.88% AI opening share | opening in 7/7 runs |
| orieladmissions.com | #6 | 6.79% AI opening share | opening in 7/7 runs |
| facebook.com | #7 | 4.32% AI opening share | opening in 7/7 runs |
| quora.com | #8 | 4.32% AI opening share | opening in 6/7 runs |
| eduavenues.com | #9 | 2.78% AI opening share | opening in 5/7 runs |
| ivycoach.com | #10 | 2.16% AI opening share | opening in 4/7 runs |
How the actors read on the surface
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
niche.com holds the strongest AI opening share on this market in the period-wide ranking, at 16.05%. It opened AI answers on 7 of 7 comparable runs, placing it among the actors with full presence across the window.
reddit.com records 15.74% AI opening share on this market and sits 0.31 percentage points behind niche.com. As a discussion platform, it opened AI answers on 7 of 7 comparable runs — matching the rank-1 actor on presence while nearly matching it on cumulative opening volume.
youtube.com records 13.58% AI opening share on this market, sitting 2.47 percentage points behind niche.com. A social platform rather than a specialist education source, it opened AI answers on 7 of 7 comparable runs.
boardingschoolreview.com records 11.42% AI opening share on this market, a niche domain that sits 4.63 percentage points behind niche.com. It opened AI answers on 7 of 7 comparable runs, anchoring the mid-panel with a focused-source profile.
usnews.com records 9.88% AI opening share on this market and sits 6.17 percentage points behind niche.com. It opened AI answers on 7 of 7 comparable runs, rounding out the group of actors with full presence across the window.
orieladmissions.com records 6.79% AI opening share on this market, sitting 9.26 percentage points behind niche.com. A niche domain, it opened AI answers on 7 of 7 comparable runs despite holding a share well below the top tier.
facebook.com records 4.32% AI opening share on this market, a social platform that sits 11.73 percentage points behind niche.com. It opened AI answers on 7 of 7 comparable runs, one of the full-presence actors on the panel.
quora.com records 4.32% AI opening share on this market — the same displayed value as facebook.com — and sits 11.73 percentage points behind niche.com. It opened AI answers on 6 of 7 comparable runs, one of the actors with fewer-than-full presence in the window.
eduavenues.com records 2.78% AI opening share on this market and sits 13.27 percentage points behind niche.com. It opened AI answers on 5 of 7 comparable runs, placing it among the lower-presence actors on this panel.
ivycoach.com records 2.16% AI opening share on this market, the lowest on the governed top-10 panel, and sits 13.89 percentage points behind niche.com. It opened AI answers on 4 of 7 comparable runs.
Pattern on the observed surface
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
The panel splits into three structural tiers
The panel splits into three structural tiers. The top tier — niche.com, reddit.com, and youtube.com — concentrates the largest cumulative opening volume; the top 3 actors together hold more than the remaining 7 combined. A middle band of niche domains (boardingschoolreview.com, usnews.com, orieladmissions.com) fills positions four through six. The lower tier mixes general-purpose platforms (facebook.com, quora.com) with smaller niche domains (eduavenues.com, ivycoach.com). The spread across the panel is 13.89 percentage points from top to bottom. Presence frequency also separates the panel: 7 of the 10 actors on the panel opened AI answers in all 7 comparable runs, while 3 opened AI answers in fewer runs. The surface is neither dominated by a single source nor evenly distributed — it is top-heavy but contested at the top.
Why this reading matters
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
niche.com holds the rank-1 position on this AI opening-control rail, yet four of the governed top-10 actors are general-purpose platforms — reddit.com, youtube.com, facebook.com, and quora.com. On a market defined by premium education in the US Northeast, the AI Overview opening surface draws as heavily on user-generated and discussion content as on specialist education domains. That composition is the structural story of this panel.
Market implication
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 2026
The observed opening-control surface for Premium Education US Northeast signals a fragmented AI primacy landscape across the 7-run window. The top 3 actors together hold more than the remaining 7 combined, yet no single actor commands a decisive share — niche.com's 16.05% lead is separated from reddit.com by only 0.31 percentage points. For any operator monitoring AI opening visibility on this market, the observation reframes the question: the contest is not which specialist domain AI reaches for first, but whether AI treats specialist and platform sources as interchangeable opening references.
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Observatory Reading — Citable Proof Capsule
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- Scope:
- Premium Education US Northeast · Boston / New York
- Surface:
- AI Overview · Google · Desktop
- Observed:
- August 3–9, 2026
- Published:
- August 11, 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 00abf5f7ab5b6f61
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-august-3-9-2026 Scope: Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop Family: Ranking Top 10 Observed: August 3–9, 2026 (2026-08-03/2026-08-09) Published: August 11, 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-august-3-9-2026/data.csv Citation text: https://theobservatory.io/articles/premium-education-boston-new-york-ai-overview-control-august-3-9-2026/citation.txt Reuse terms: https://theobservatory.io/terms niche.com holds the strongest AI opening share on this market across the 7-run window from August 3–9, 2026, at 16.05%. Key facts: • niche.com: 16% AI opening share · opening in 7/7 runs • reddit.com: 16% AI opening share · opening in 7/7 runs • youtube.com: 14% AI opening share · opening in 7/7 runs Published table — AIO opening control — top 10 (August 3–9, 2026 · 105 queries per run · 7 comparable runs): Rank · Actor · AIO opening control 1. niche.com — 16.05% AI opening share · opening in 7/7 runs — #1 2. reddit.com — 15.74% AI opening share · opening in 7/7 runs — #2 3. youtube.com — 13.58% AI opening share · opening in 7/7 runs — #3 4. boardingschoolreview.com — 11.42% AI opening share · opening in 7/7 runs — #4 5. usnews.com — 9.88% AI opening share · opening in 7/7 runs — #5 6. orieladmissions.com — 6.79% AI opening share · opening in 7/7 runs — #6 7. facebook.com — 4.32% AI opening share · opening in 7/7 runs — #7 8. quora.com — 4.32% AI opening share · opening in 6/7 runs — #8 9. eduavenues.com — 2.78% AI opening share · opening in 5/7 runs — #9 10. ivycoach.com — 2.16% AI opening share · opening in 4/7 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 across 7 comparable scheduled runs in the observation period of August 3–9, 2026. The panel ranks the top-10 actors by cumulative AI opening share on this market, derived from 105 observed queries. Per-actor values represent 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 in the window. 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, August 2026; not generalisable beyond this market and window. — The Observatory · Premium Education US Northeast · Boston / New York · AI Overview · Google · Desktop · August 3–9, 2026 Based on governed AAI Kernel evidence. Capture identifier: pr_1787902655341_xgfcpa. 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 11, 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-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: 00abf5f7ab5b6f61
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 · August 3–9, 2026
Based on governed AAI Kernel evidence. Capture identifier pr_1787902655341_xgfcpa. 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 across the market's observed query set. It captures the primacy slot — which source AI reaches for first — not general citation frequency or 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 August 3–9, 2026. It does not establish a longer-term trend. AI Overview opening behavior is volatile across queries, models, and dates; future windows may produce different results.
- Why do facebook.com and quora.com show the same AI opening share?
- Both record 4.32% AI opening share on this market across the period. They hold the same displayed metric value but occupy distinct governed ranks — facebook.com at position 7 and quora.com at position 8 — based on the governed tie-break ordering.
Scope and limitations
Premium Education US Northeast · Boston / New York · AI Overview · August 3–9, 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, August 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 across 7 comparable scheduled runs in the observation period of August 3–9, 2026. The panel ranks the top-10 actors by cumulative AI opening share on this market, derived from 105 observed queries. Per-actor values represent 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 in the 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 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 2026-08-11 · Governed capture ID · pr_1787902655341_xgfcpa
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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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, August 3–9, 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 August 3–9, 2026; compare the stated reading bases before drawing a cross-market conclusion.







