method

AI Overview citations: how often is a Google top-10 site also cited? 30.7% in the US

TIN read the Google results and AI Overview for 438 buyer searches in seven markets. In the US, 30.7% of top-10 organic domains are also cited in the AI Overview (152 of 495, across 69 searches), positions 1 and 2 most often, and 63.0% of cited domains are not in the top 10. The six European markets are shown one by one with their n.

edition 2026-10-02 n = 1760 pre-registered ac309177d4c1

Key findings

When a page ranks in Google’s top 10, how often is the same site also cited in that search’s AI Overview? We wrote 240 buyer intents across 12 industries and four kinds of query (choosing, comparing, pricing, doing), found the phrase people actually search for each one in seven markets, and read the Google results and AI Overview for every phrase on 2026-10-01 and 2026-10-02 source. The method was committed before any result was read.

The US is the headline: 69 searches carried an AI Overview, with 495 top-10 organic domains between them source. The six European markets (France, Spain, Italy, Germany, Portugal, the Netherlands) had 4 to 10 such searches each, too few to support a headline, so each one is shown on its own with its n, and none is pooled with another or compared source.

01

In the US, 30.7% of top-10 organic domains are also cited in the AI Overview

Across the 69 US searches with an AI Overview, 152 of the 495 top-10 organic domains (30.7%) are also cited in that search’s AI Overview source. It varies a lot from search to search: the median search shares 29%, the range runs from 0 to 86%, and 12 searches share no domain at all source.

Top-10 domains also cited30.7%US, 69 searches with an AI Overview
Median search29%US, 69 searches with an AI Overview
Searches sharing no domain12US, 69 searches with an AI Overview
As a table
MeasureUS, 69 searches with an AI Overview
Top-10 domains also cited30.7%
Median search29%
Searches sharing no domain12
02

The first two organic results are the ones most often cited (US)

Of the 69 US searches, the domain in position 1 is also cited in the AI Overview in 44.9% and position 2 in 46.4% source. From position 3 the share falls, to 21.1% at position 7 (57 searches reach a 7th result) source.

The chart stops at position 7, the last with at least 30 searches behind it; position 8 (26 searches, 19.2%) is left out of the chart source. No US search returned a 9th or 10th organic result: SERP features take those slots, so “top 10” here means the organic results the page actually showed, up to 8 source.

US organic positions 1 and 2 are also cited in 44.9% and 46.4% of searches; position 7 in 21.1% n = 69

US organic positions 1 and 2 are also cited in 44.9% and 46.4% of searches; position 7 in 21.1% US organic positions 1 and 2 are also cited in 44.9% and 46.4% of searches; position 7 in 21.1%. Column chart of 7 points, n = 69, in %: 1 44.9%; 2 46.4%; 3 34.8%; 4 26.1%; 5 24.6%; 6 19.4%; 7 21.1%. Organic position 1: 44.9% (31 of 69 searches) 44.9% 1 Organic position 2: 46.4% (32 of 69 searches) 46.4% 2 Organic position 3: 34.8% (24 of 69 searches) 34.8% 3 Organic position 4: 26.1% (18 of 69 searches) 26.1% 4 Organic position 5: 24.6% (17 of 69 searches) 24.6% 5 Organic position 6: 19.4% (13 of 67 searches) 19.4% 6 Organic position 7: 21.1% (12 of 57 searches) 21.1% 7
All 7 values as a table
The share is of the searches at each organic position; the last column is that n. n = 69. Every value is a cell in the downloadable dataset: column cited_domain.
organic position Also cited CitedSearches
1 44.9% 3169
2 46.4% 3269
3 34.8% 2469
4 26.1% 1869
5 24.6% 1769
6 19.4% 1367
7 21.1% 1257
03

Most AI Overview citations come from outside the top 10 (US)

Turned the other way: of the 411 distinct domains the US AI Overviews cite, 63.0% are not among that search’s top-10 organic domains source. That includes 35 opaque Google redirect links, which cannot be matched to any page and so count as outside. Ranking in the top 10 and being cited overlap, but most of what an AI Overview cites sits outside the first page of results.

63.0% of the domains US AI Overviews cite are not among that search's top-10 organic domains (259 of 411) n = 69

63.0% of the domains US AI Overviews cite are not among that search's top-10 organic domains (259 of 411) 63.0% of the domains US AI Overviews cite are not among that search's top-10 organic domains (259 of 411). Column chart of 2 points, n = 69, in %: Outside top 10 63.0%; In top 10 37.0%. Cited domain Outside top 10: 63.0% (259 of 411 cited domains) 63.0% Outside top 10 Cited domain In top 10: 37.0% (152 of 411 cited domains) 37.0% In top 10
All 2 values as a table
Each cited domain counted once; the share is of all 411 cited domains. n = 69. Every value is a cell in the downloadable dataset: column in_top10.
cited domain Share DomainsOf all cited
Outside top 10 63.0% 259411
In top 10 37.0% 152411
04

Matching exact pages, not domains: at least 25.7% (US)

The headline matches by domain. Matching by exact URL instead, at least 25.7% of US top-10 organic pages (118 of 460) are the very page the AI Overview cites source. It is a lower bound: by a fixed rule, 35 of the 495 organic URLs are flagged as cut short to a section or a home page and left out of this share, and the rule cannot catch every cut URL source.

05

The overlap is about the same for every query type (US)

The overlap barely moves with the kind of query, from 28.8% for doing queries (9 searches) to 31.5% for pricing (13) source. Business queries share 30.2% (62 searches); consumer queries 35.4%, on only 7 source. Each industry has 4 to 8 searches, too few for a finding, so industries are listed for reference only.

By query type

Query typeSearchesAlso cited
Choosing3331.0%
Comparing1430.6%
Pricing1331.5%
Doing928.8%
Business (B2B)6230.2%
Consumer735.4%

By industry

IndustrySearchesAlso cited
Banking637.8%
Education829.3%
Energy utilities426.7%
Healthcare730.8%
Hospitality travel450.0%
Insurance625.6%
Logistics630.8%
Manufacturing733.3%
Professional services626.2%
Real estate438.7%
Retail ecommerce617.9%
SaaS525.7%
06

The six European markets, each on its own

Each market below stands alone, with its own n. The markets are not pooled into an “EU” figure, and none is compared with the US or with another market: with 4 to 10 searches each, a gap between two markets would say more about the few searches drawn than about the market source. Every per-market measure, including position, is in the downloadable data.

MarketSearches with an AI OverviewTop-10 domains also cited
France1037.2%
Spain944.3%
Italy833.3%
Germany943.5%
Portugal410.0%
Netherlands440.6%
07

How often the crawler recorded an AI Overview

The share of each market’s usable searches where the crawler recorded an AI Overview source. It is not a ranking of markets. Some European rollouts first showed AI Overviews only to signed-in adults, and the crawler sees a logged-out page, so a lower figure means “recorded by the crawler”, not “Google does not show AI Overviews here”.

MarketUsable searchesAI Overview recorded
United States9175.8%
France1376.9%
Spain1181.8%
Italy8100.0%
Germany1369.2%
Portugal4100.0%
Netherlands1136.4%

What this suggests if you want to be cited in AI Overviews

These are associations in one snapshot, not causes.

  1. A first-page ranking and an AI Overview citation overlap, but only partly: 30.7% of US top-10 domains are also cited (152 of 495), and 63.0% of cited domains are not on the first page (259 of 411) source. Track both, because one is not a stand-in for the other.
  2. The top two organic positions are the ones most often cited in the US: 44.9% and 46.4% of searches (31 and 32 of 69) source.
  3. The pattern holds across choosing, comparing, pricing and doing queries, so it is not specific to one stage of a buyer’s search.

Related on TIN: which sites AI engines cite, by engine and country and what the retrieval record shows about AI search optimization.

The data

All 1760 rows, as downloaded: the same bytes as the CSV. To see one domain against the median, use the lookup.

1760 rows
n = 1760. Every row, every column.
entityrow_kindmarketidphraseindustrytypeaudiencehas_aioordinalraw_positionurldomaincited_domaincited_urlflaggedin_top10update_datepull_datesnapshot
de/S4-041/1organicdeS4-041marketing für ärztehealthcarechoosingb2b112https://virchowbund.de/praxis-knowhow/praxis-gruenden-und-ausbauen/marketingvirchowbund.de1102026-09-02T02:03:32Z2026-10-01
de/S4-041/2organicdeS4-041marketing für ärztehealthcarechoosingb2b124https://whitevision.de/marketing-arztpraxis.htmlwhitevision.de1102026-09-02T02:03:32Z2026-10-01
de/S4-041/3organicdeS4-041marketing für ärztehealthcarechoosingb2b135https://aerzteblatt.de/archiv/marketing-fuer-niedergelassene-aerzte-patienten-identifizieren-gewinnen-und-binden-bb1b9a12-b044-4b98-8c5e-9b5f8404e77baerzteblatt.de0002026-09-02T02:03:32Z2026-10-01
de/S4-041/4organicdeS4-041marketing für ärztehealthcarechoosingb2b146https://sermo.com/de/resources/8-tipps-fuer-das-digitale-marketing-fuer-arztpraxensermo.com1102026-09-02T02:03:32Z2026-10-01
de/S4-041/5organicdeS4-041marketing für ärztehealthcarechoosingb2b157https://m-2c.de/consulting/praxismarketing-aerztem-2c.de0002026-09-02T02:03:32Z2026-10-01
de/S4-041/6organicdeS4-041marketing für ärztehealthcarechoosingb2b168https://stilhaus-praxismarketing.destilhaus-praxismarketing.de012026-09-02T02:03:32Z2026-10-01
de/S4-041/7organicdeS4-041marketing für ärztehealthcarechoosingb2b179https://zoda-media.de/magazin/marketing-fuer-aerztezoda-media.de1102026-09-02T02:03:32Z2026-10-01
de/S4-041/8organicdeS4-041marketing für ärztehealthcarechoosingb2b1810https://digitalpraxis.at/blog/praxismarketing-fuer-aerztedigitalpraxis.at0002026-09-02T02:03:32Z2026-10-01
de/S4-041/c1citationdeS4-041marketing für ärztehealthcarechoosingb2b1getnelly.de02026-10-01
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de/S4-041/c3citationdeS4-041marketing für ärztehealthcarechoosingb2b1sermo.com12026-10-01
de/S4-041/c4citationdeS4-041marketing für ärztehealthcarechoosingb2b1virchowbund.de12026-10-01
de/S4-041/c5citationdeS4-041marketing für ärztehealthcarechoosingb2b1whitevision.de12026-10-01
de/S4-041/c6citationdeS4-041marketing für ärztehealthcarechoosingb2b1zoda-media.de12026-10-01
de/S4-043/1organicdeS4-043software für arztpraxenhealthcarechoosingb2b112https://medizinio.de/software/praxismedizinio.de1102026-09-02T21:15:27Z2026-10-01
de/S4-043/2organicdeS4-043software für arztpraxenhealthcarechoosingb2b124https://medatixx.de/praxissoftware/medatixxmedatixx.de1102026-09-02T21:15:27Z2026-10-01
de/S4-043/3organicdeS4-043software für arztpraxenhealthcarechoosingb2b135https://kbv.de/praxis/digitalisierung/praxisverwaltungssystemkbv.de1102026-09-02T21:15:27Z2026-10-01
de/S4-043/4organicdeS4-043software für arztpraxenhealthcarechoosingb2b146https://cgm.com/deu_de/landing/praxissoftwarecgm.com0002026-09-02T21:15:27Z2026-10-01
de/S4-043/5organicdeS4-043software für arztpraxenhealthcarechoosingb2b157https://virchowbund.de/praxisaerzte-blog/praxissoftware-vergleich-das-sind-die-besten-anbieter-2024virchowbund.de0002026-09-02T21:15:27Z2026-10-01
de/S4-043/6organicdeS4-043software für arztpraxenhealthcarechoosingb2b168https://getnelly.de/blog/praxissoftwares-im-vergleichgetnelly.de0002026-09-02T21:15:27Z2026-10-01
de/S4-043/7organicdeS4-043software für arztpraxenhealthcarechoosingb2b179https://tomedo.detomedo.de112026-09-02T21:15:27Z2026-10-01
de/S4-043/8organicdeS4-043software für arztpraxenhealthcarechoosingb2b1810https://praxisconcierge.de/arztpraxis-softwarepraxisconcierge.de0002026-09-02T21:15:27Z2026-10-01
de/S4-043/c1citationdeS4-043software für arztpraxenhealthcarechoosingb2b1abasoft.de02026-10-01
de/S4-043/c2citationdeS4-043software für arztpraxenhealthcarechoosingb2b1eterno.cloud02026-10-01
de/S4-043/c3citationdeS4-043software für arztpraxenhealthcarechoosingb2b1https://facebook.com/medatixx/videos/medatixx-copilot-praxisbeispiel/196316150116538602026-10-01
de/S4-043/c4citationdeS4-043software für arztpraxenhealthcarechoosingb2b1https://youtube.com/watch?v=MrIewiTuFII02026-10-01
de/S4-043/c5citationdeS4-043software für arztpraxenhealthcarechoosingb2b1https://youtube.com/watch?v=nOZkvA49omM&t=502026-10-01
de/S4-043/c6citationdeS4-043software für arztpraxenhealthcarechoosingb2b1https://youtube.com/watch?v=v_uvUvnMcyo02026-10-01
de/S4-043/c7citationdeS4-043software für arztpraxenhealthcarechoosingb2b1kbv.de12026-10-01
de/S4-043/c8citationdeS4-043software für arztpraxenhealthcarechoosingb2b1medatixx.de12026-10-01
de/S4-043/c9citationdeS4-043software für arztpraxenhealthcarechoosingb2b1medizinio.de12026-10-01
de/S4-043/c10citationdeS4-043software für arztpraxenhealthcarechoosingb2b1praxissoftwarevergleich.de02026-10-01
de/S4-043/c11citationdeS4-043software für arztpraxenhealthcarechoosingb2b1tomedo.de12026-10-01
de/S4-050/1organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer112https://docmorris.dedocmorris.de112026-09-24T06:23:45Z2026-10-01
de/S4-050/2organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer125https://swr.de/leben/verbraucher/ard-marktcheck/online-apotheken-im-check-100.htmlswr.de1102026-09-24T06:23:45Z2026-10-01
de/S4-050/3organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer136https://test.de/Online-Apotheke-Versandapotheke-Test-4695736-0test.de0002026-09-24T06:23:45Z2026-10-01
de/S4-050/4organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer148https://facebook.com/ndrinfo/videos/klassische-online-apotheken-wie-docmorris-oder-shop-apotheke-sind-rechtlich-eige/25638537042470919https://facebook.com/ndrinfo/videos/klassische-online-apotheken-wie-docmorris-oder-shop-apotheke-sind-rechtlich-eige/256385370424709190002026-09-24T06:23:45Z2026-10-01
de/S4-050/5organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer159https://chip.de/news/gesundheit-fitness/online-apotheken-bei-stiftung-warentest-doc-morris-ist-testsieger-zwei-enttaeuschen-allerdings_9fd6e903-0eb7-471e-8c35-01f0e1ffddff.htmlchip.de0002026-09-24T06:23:45Z2026-10-01
de/S4-050/6organicdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer1610https://netzsieger.de/p/shop-apothekenetzsieger.de0002026-09-24T06:23:45Z2026-10-01
de/S4-050/c1citationdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer1docmorris.de12026-10-01
de/S4-050/c2citationdeS4-050docmorris oder shop apothekehealthcarecomparingconsumer1swr.de12026-10-01
de/S4-061/1organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b011https://omr.com/de/reviews/contenthub/beste-newsletter-toolsomr.com02026-09-24T19:40:10Z2026-10-01
de/S4-061/2organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b022https://fuer-gruender.de/wissen/unternehmen-fuehren/marketing/newsletter-tool-vergleichfuer-gruender.de02026-09-24T19:40:10Z2026-10-01
de/S4-061/3organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b033https://rapidmail.derapidmail.de12026-09-24T19:40:10Z2026-10-01
de/S4-061/4organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b045https://cleverreach.com/de-decleverreach.com02026-09-24T19:40:10Z2026-10-01
de/S4-061/5organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b056https://latori.com/blogpost/newsletter-tools-vergleichlatori.com02026-09-24T19:40:10Z2026-10-01
de/S4-061/6organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b067https://emailtooltester.com/de/newsletter-toolsemailtooltester.com02026-09-24T19:40:10Z2026-10-01
de/S4-061/7organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b078https://strato.de/online-marketing/newsletter-tool-kostenlosstrato.de02026-09-24T19:40:10Z2026-10-01
de/S4-061/8organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b089https://youtube.com/watch?v=HraGZjCMfKkhttps://youtube.com/watch?v=HraGZjCMfKk02026-09-24T19:40:10Z2026-10-01
de/S4-061/9organicdeS4-061beste newsletter toolsretail-ecommercechoosingb2b0910https://tooltester.com/de/blog/newsletter-toolstooltester.com02026-09-24T19:40:10Z2026-10-01
de/S4-083/1organicdeS4-083erp für kmumanufacturingchoosingb2b111https://sage.com/de-de/erp-software/kleinunternehmensage.com0002026-09-04T18:02:03Z2026-10-02
de/S4-083/2organicdeS4-083erp für kmumanufacturingchoosingb2b122https://omr.com/de/reviews/contenthub/beste-erp-systeme-kleine-unternehmenomr.com1102026-09-04T18:02:03Z2026-10-02
de/S4-083/3organicdeS4-083erp für kmumanufacturingchoosingb2b134https://weclapp.com/de/unternehmensgroesse/kmuweclapp.com1102026-09-04T18:02:03Z2026-10-02
de/S4-083/4organicdeS4-083erp für kmumanufacturingchoosingb2b146https://xentral.com/de/pages/erp-fuer-kmuxentral.com1102026-09-04T18:02:03Z2026-10-02
de/S4-083/5organicdeS4-083erp für kmumanufacturingchoosingb2b157https://myfactory.com/de/blog/bedeutung-von-erp-systemen-fuer-kmumyfactory.com1102026-09-04T18:02:03Z2026-10-02
de/S4-083/6organicdeS4-083erp für kmumanufacturingchoosingb2b168https://erp-system.onlineerp-system.online112026-09-04T18:02:03Z2026-10-02
de/S4-083/7organicdeS4-083erp für kmumanufacturingchoosingb2b179https://selectline.de/erp-softwareselectline.de0002026-09-04T18:02:03Z2026-10-02
de/S4-083/8organicdeS4-083erp für kmumanufacturingchoosingb2b1810https://canias.com/de/was-sind-die-besten-erp-loesungen-fuer-kmucanias.com0002026-09-04T18:02:03Z2026-10-02
de/S4-083/c1citationdeS4-083erp für kmumanufacturingchoosingb2b1erp-system.online12026-10-02
de/S4-083/c2citationdeS4-083erp für kmumanufacturingchoosingb2b1gruenderkueche.de02026-10-02
de/S4-083/c3citationdeS4-083erp für kmumanufacturingchoosingb2b1https://youtube.com/watch?v=XteJHxXlvII&t=21602026-10-02
de/S4-083/c4citationdeS4-083erp für kmumanufacturingchoosingb2b1https://youtube.com/watch?v=kL09sHRbTjs02026-10-02
de/S4-083/c5citationdeS4-083erp für kmumanufacturingchoosingb2b1myfactory.com12026-10-02
de/S4-083/c6citationdeS4-083erp für kmumanufacturingchoosingb2b1omr.com12026-10-02
de/S4-083/c7citationdeS4-083erp für kmumanufacturingchoosingb2b1weclapp.com12026-10-02
de/S4-083/c8citationdeS4-083erp für kmumanufacturingchoosingb2b1xentral.com12026-10-02
de/S4-127/1organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b112https://paperless.io/de/blog/docusign-vs-adobe-sign-welche-esignature-losung-solltest-du-nutzenpaperless.io1102026-09-03T02:33:26Z2026-10-02
de/S4-127/2organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b124https://reddit.com/r/LawFirm/comments/149fy8k/is_adobe_esign_sufficient_adobe_esign_vs_docusignhttps://reddit.com/r/LawFirm/comments/149fy8k/is_adobe_esign_sufficient_adobe_esign_vs_docusign0002026-09-03T02:33:26Z2026-10-02
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de/S4-127/4organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b146https://docusign.com/vs/docusign-vs-adobe-signdocusign.com0002026-09-03T02:33:26Z2026-10-02
de/S4-127/5organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b157https://pandadoc.com/blog/docusign-vs-adobe-sign-vs-hellosignpandadoc.com1102026-09-03T02:33:26Z2026-10-02
de/S4-127/6organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b168https://jotform.com/products/sign/adobe-sign-vs-docusignjotform.com0002026-09-03T02:33:26Z2026-10-02
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de/S4-127/8organicdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b1810https://signaturely.com/docusign-vs-adobesignsignaturely.com0002026-09-03T02:33:26Z2026-10-02
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de/S4-127/c2citationdeS4-127adobe sign vs docusignprofessional-servicescomparingb2b1pandadoc.com12026-10-02
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de/S4-130/1organicdeS4-130lexware alternativeprofessional-servicescomparingb2b112https://sevdesk.de/lexware-office-alternativesevdesk.de1002026-09-24T21:00:24Z2026-10-02
de/S4-130/2organicdeS4-130lexware alternativeprofessional-servicescomparingb2b123https://buchhaltungsbutler.de/alternative-zu-lexware-buchhaltungbuchhaltungsbutler.de1102026-09-24T21:00:24Z2026-10-02
de/S4-130/3organicdeS4-130lexware alternativeprofessional-servicescomparingb2b135https://fuer-gruender.de/wissen/unternehmen-fuehren/buchhaltung/buchhaltungsprogramm/buchhaltungssoftware-vergleichfuer-gruender.de1102026-09-24T21:00:24Z2026-10-02
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us/S4-141/7organicusS4-141best product analytics toolssaaschoosingb2b179https://pendo.io/pendo-blog/top-10-product-analytics-toolspendo.io0002026-09-02T13:49:51Z2026-10-02
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us/S4-227/5organicusS4-227honorlock vs proctorioeducationcomparingb2b157https://reddit.com/r/cheatonlineproctor/comments/1paw93l/cheat_any_online_exam_proctoru_pearsonvuehttps://reddit.com/r/cheatonlineproctor/comments/1paw93l/cheat_any_online_exam_proctoru_pearsonvue0002026-09-28T12:20:47Z2026-10-02
us/S4-227/6organicusS4-227honorlock vs proctorioeducationcomparingb2b168https://news.ycombinator.com/item?id=26250800ycombinator.com0002026-09-28T12:20:47Z2026-10-02
us/S4-227/7organicusS4-227honorlock vs proctorioeducationcomparingb2b179https://g2.com/compare/honorlock-vs-meazure-learningg2.com0002026-09-28T12:20:47Z2026-10-02
us/S4-227/8organicusS4-227honorlock vs proctorioeducationcomparingb2b1810https://getapp.za.com/compare/2045143/2047552/honorlock/vs/proctoriogetapp.za.com0002026-09-28T12:20:47Z2026-10-02
us/S4-227/c1citationusS4-227honorlock vs proctorioeducationcomparingb2b1edtick.com02026-10-02
us/S4-227/c2citationusS4-227honorlock vs proctorioeducationcomparingb2b1ldbypass.com02026-10-02
us/S4-227/c3citationusS4-227honorlock vs proctorioeducationcomparingb2b1saasworthy.com12026-10-02
us/S4-232/1organicusS4-232school management software priceeducationpricingb2b011https://eskooly.comeskooly.com12026-09-16T21:02:29Z2026-10-02
us/S4-232/2organicusS4-232school management software priceeducationpricingb2b023https://schoolerpindia.com/pricing.phpschoolerpindia.com02026-09-16T21:02:29Z2026-10-02
us/S4-232/3organicusS4-232school management software priceeducationpricingb2b034https://openeducat.org/articles/school-management-software-buyers-guideopeneducat.org02026-09-16T21:02:29Z2026-10-02
us/S4-232/4organicusS4-232school management software priceeducationpricingb2b045https://nextos.in/school-erp-software.htmlnextos.in02026-09-16T21:02:29Z2026-10-02
us/S4-232/5organicusS4-232school management software priceeducationpricingb2b056https://classreach.com/discover-the-best-school-management-softwareclassreach.com02026-09-16T21:02:29Z2026-10-02
us/S4-232/6organicusS4-232school management software priceeducationpricingb2b067https://campus365.io/plans-and-pricingcampus365.io02026-09-16T21:02:29Z2026-10-02
us/S4-232/7organicusS4-232school management software priceeducationpricingb2b078https://classter.com/blog/general/compare-the-top-school-erp-software-features-benefits-and-costsclasster.com02026-09-16T21:02:29Z2026-10-02
us/S4-232/8organicusS4-232school management software priceeducationpricingb2b0810https://scribd.com/document/979832640/Price-List-Ncriptech-5scribd.com02026-09-16T21:02:29Z2026-10-02
us/S4-233/1organicusS4-233lms costeducationpricingb2b012https://schoolmaker.com/blog/lms-pricingschoolmaker.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/2organicusS4-233lms costeducationpricingb2b024https://educate-me.co/blog/affordable-lmseducate-me.co02026-10-01T08:38:24Z2026-10-02
us/S4-233/3organicusS4-233lms costeducationpricingb2b035https://blog.braincert.com/how-much-does-an-lms-cost-in-2025braincert.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/4organicusS4-233lms costeducationpricingb2b046https://abbacustechnologies.com/what-is-the-cost-of-building-a-learning-management-system-lmsabbacustechnologies.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/5organicusS4-233lms costeducationpricingb2b057https://compono.com/articles/talentlms-pricing-true-costscompono.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/6organicusS4-233lms costeducationpricingb2b068https://exlyapp.com/blog/product-insights/understanding-lms-cost-pricing-modelsexlyapp.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/7organicusS4-233lms costeducationpricingb2b079https://keenethics.com/blog/how-much-does-it-cost-to-develop-a-custom-lms-platformkeenethics.com02026-10-01T08:38:24Z2026-10-02
us/S4-233/8organicusS4-233lms costeducationpricingb2b0810https://gearbrain.com/learning-management-system-lms-buying-guide-2677262594.htmlgearbrain.com02026-10-01T08:38:24Z2026-10-02
us/S4-235/1organicusS4-235online mba costeducationpricingconsumer112https://princetonreview.com/business-school-search?rankings=best-online-mba-programs&tuition_max=20000&programs=onlineprincetonreview.com0002026-09-25T11:00:51Z2026-10-02
us/S4-235/2organicusS4-235online mba costeducationpricingconsumer124https://research.com/advice/cheapest-and-shortest-online-management-degree-programs-that-pay-wellresearch.com0002026-09-25T11:00:51Z2026-10-02
us/S4-235/3organicusS4-235online mba costeducationpricingconsumer135https://fortune.com/education/articles/online-mba-programs-at-these-3-universities-are-bucking-a-trend-in-lower-enrollment-heres-howfortune.com0002026-09-25T11:00:51Z2026-10-02
us/S4-235/4organicusS4-235online mba costeducationpricingconsumer147https://onlinemba.ucdavis.edu/master-of-management/tuition-and-financial-aiducdavis.edu0002026-09-25T11:00:51Z2026-10-02
us/S4-235/5organicusS4-235online mba costeducationpricingconsumer158https://reddit.com/r/MBA/comments/1lqvige/online_mba_recshttps://reddit.com/r/MBA/comments/1lqvige/online_mba_recs0002026-09-25T11:00:51Z2026-10-02
us/S4-235/6organicusS4-235online mba costeducationpricingconsumer169https://gabble.ai/blog/best-online-mba-programsgabble.ai0002026-09-25T11:00:51Z2026-10-02
us/S4-235/7organicusS4-235online mba costeducationpricingconsumer1710https://collegeconsensus.com/rankings/most-affordable-mba-programscollegeconsensus.com0002026-09-25T11:00:51Z2026-10-02
us/S4-235/c1citationusS4-235online mba costeducationpricingconsumer1arizona.edu02026-10-02
us/S4-235/c2citationusS4-235online mba costeducationpricingconsumer1colostate.edu02026-10-02
us/S4-235/c3citationusS4-235online mba costeducationpricingconsumer1csulb.edu02026-10-02
us/S4-235/c4citationusS4-235online mba costeducationpricingconsumer1gmac.com02026-10-02
us/S4-235/c5citationusS4-235online mba costeducationpricingconsumer1miami.edu02026-10-02
us/S4-235/c6citationusS4-235online mba costeducationpricingconsumer1uopeople.edu02026-10-02
us/S4-235/c7citationusS4-235online mba costeducationpricingconsumer1usnews.com02026-10-02
us/S4-240/1organicusS4-240how to onboard a new employeeeducationdoingb2b113https://reddit.com/r/managers/comments/1poisfv/whats_your_usual_onboarding_process_for_your_newhttps://reddit.com/r/managers/comments/1poisfv/whats_your_usual_onboarding_process_for_your_new1102026-09-17T21:43:59Z2026-10-02
us/S4-240/2organicusS4-240how to onboard a new employeeeducationdoingb2b124https://admin.hr.ufl.edu/hiring/onboarding/staff/six-month-checklist-best-practices-for-onboarding-new-employeesufl.edu0002026-09-17T21:43:59Z2026-10-02
us/S4-240/3organicusS4-240how to onboard a new employeeeducationdoingb2b135https://waybook.com/blog/10-step-employee-onboarding-processwaybook.com1102026-09-17T21:43:59Z2026-10-02
us/S4-240/4organicusS4-240how to onboard a new employeeeducationdoingb2b146https://shrm.org/topics-tools/topics/onboardingshrm.org1102026-09-17T21:43:59Z2026-10-02
us/S4-240/5organicusS4-240how to onboard a new employeeeducationdoingb2b157https://adp.com/resources/articles-and-insights/articles/o/onboarding.aspxadp.com1102026-09-17T21:43:59Z2026-10-02
us/S4-240/6organicusS4-240how to onboard a new employeeeducationdoingb2b168https://hbr.org/2023/07/a-guide-to-onboarding-new-hires-for-first-time-managershbr.org0002026-09-17T21:43:59Z2026-10-02
us/S4-240/7organicusS4-240how to onboard a new employeeeducationdoingb2b179https://indeed.com/hire/c/info/new-hire-onboarding-checklistindeed.com1102026-09-17T21:43:59Z2026-10-02
us/S4-240/8organicusS4-240how to onboard a new employeeeducationdoingb2b1810https://paylocity.com/resources/learn/articles/employee-onboardingpaylocity.com1002026-09-17T21:43:59Z2026-10-02
us/S4-240/c1citationusS4-240how to onboard a new employeeeducationdoingb2b1adp.com12026-10-02
us/S4-240/c2citationusS4-240how to onboard a new employeeeducationdoingb2b1aihr.com02026-10-02
us/S4-240/c3citationusS4-240how to onboard a new employeeeducationdoingb2b1hronboard.me02026-10-02
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us/S4-240/c6citationusS4-240how to onboard a new employeeeducationdoingb2b1https://youtube.com/watch?v=KvamqMCQBc402026-10-02
us/S4-240/c7citationusS4-240how to onboard a new employeeeducationdoingb2b1https://youtube.com/watch?v=KvamqMCQBc4&t=17002026-10-02
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us/S4-240/c9citationusS4-240how to onboard a new employeeeducationdoingb2b1paylocity.com12026-10-02
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us/S4-240/c11citationusS4-240how to onboard a new employeeeducationdoingb2b1waybook.com12026-10-02

How this was measured

  1. 01
    Intents. 240 buyer intents: 12 industries, 4 query types (choosing, comparing, pricing, doing), 5 each. Frozen before any search phrase was chosen.
  2. 02
    Phrases. For each intent and market, the highest-volume real search query that names the intent’s topic and carries its query-type word, from Ahrefs Keywords Explorer, picked by two blind passes that never saw a search result. Kept: US 174 of 240, France 57, Spain 33, Italy 47, Germany 68, Portugal 18, the Netherlands 41 (438 in all). The first rule, one written phrase per intent kept only if Ahrefs held its volume, had kept US 61, France 10, Spain 7, Italy 3, Germany 11, Portugal 2 and the Netherlands 6.
  3. 03
    Freeze. The phrases, rules and data source were hashed in FREEZE.md and committed before any search result was read. The European markets fell under the pre-set floor of 120 phrases, so FREEZE.md recorded before collection that none would be pooled.
  4. 04
    Collection. One Ahrefs SERP overview call per phrase (438), in one window on 2026-10-01 and 2026-10-02: the top organic results, the AI Overview, and the sites it cites. 227 phrases returned no stored search result and 60 results were more than 30 days old; both are counted and left out, never replaced source. 151 usable searches remain, 113 of them with an AI Overview source.
  5. 05
    Matching. A top-10 result counts as cited when its registrable domain matches a cited domain on the same search. On YouTube, Reddit, Wikipedia and other platforms where one domain hosts unrelated authors, only the exact URL counts. Position is the organic order on the page. Duplicate organic rows (18) are removed.
  6. 06
    Data notes. Two US searches (S4-169, S4-233) disagree between Ahrefs’ AI Overview marker and its citation rows; the citation rows decide, as the pilot set. AI Overview presence uses the citation rows. The full SERP-by-row data is in the download.
Technical details
Population
Every organic row and every cited domain on the 151 usable Google results (of 438 frozen buyer phrases in 7 markets) read through Ahrefs SERP overview on 2026-10-01 and 2026-10-02; results more than 30 days old and phrases with no stored result are counted and excluded. (n = 1760, from 438 serp-overview calls (recon/google-top10-vs-ai-overviews-2026/serp/), 151 usable, 113 with an AI Overview; rows built by analysis/build_data.py with the rules of analysis/analyze.py.)
Date window
Observed 2026-10-02; each row carries its own observation date.
Pre-registration
The method file recon/google-top10-vs-ai-overviews-2026/method.md was committed at ac309177d4c1 before collection. That commit's timestamp is the pre-registration.
Amendments
recon/google-top10-vs-ai-overviews-2026/amendment-1.md at d23d033683e1; recon/google-top10-vs-ai-overviews-2026/amendment-2.md at d23d033683e1; recon/google-top10-vs-ai-overviews-2026/amendment-3.md at 1409e30935f1; recon/google-top10-vs-ai-overviews-2026/FREEZE.md at 3c6108e7b7f4; recon/google-top10-vs-ai-overviews-2026/amendment-4.md at f181f214dd9e; recon/google-top10-vs-ai-overviews-2026/amendment-5.md at 789661960cec. Each landed before any outcome data; the build checks each commit against the first observation date.
Ahrefs units
438907 units over 13 logged calls, every call recorded with the units it billed.
Metrics
  • Top-10 domains also cited (%, recon/google-top10-vs-ai-overviews-2026/analysis/analyze.py): Among searches with an AI Overview, organic rows whose registrable domain (Public Suffix List; exact URL on 12 platforms) matches a domain the AI Overview cites, divided by the organic rows returned (amendment-2 B3, B5).
  • Share cited at an organic position (%, analysis/analyze.py): The same match, per organic ordinal (the first organic row is position 1). Positions with fewer than 30 searches are printed, not charted.
  • Cited domains outside the top 10 (%, analysis/analyze.py): Distinct cited domains not among the search's top-10 organic domains, divided by all distinct cited domains; opaque Google redirects count as outside (B5).
  • Exact-URL match (lower bound) (%, analysis/analyze.py): Organic URLs equal to a cited URL after normalisation, over unflagged rows only; URLs cut to a section or home page are flagged and left out (B4).
  • AI Overview recorded (%, analysis/analyze.py): Usable searches with at least one AI Overview citation row, per market; never ranked across markets (amendment-1 A4).
Design
Correlational. The findings report what the measured entities have in common, never that a trait produced an outcome.
Dataset
data.csv, 1760 rows, one per entity, each with its observation date and snapshot reference.
Method as pre-registered recon/google-top10-vs-ai-overviews-2026/method.md, commit ac309177d4c1 · shown with passages removed (marked in the text); the file at that commit is unchanged

Study 4 method: how often is a Google top-10 page also cited in the AI Overview?

Status: PROPOSED. Waiting on Maneesh’s approval of the method (PRD-RECON section 15). Scope is already his: US English plus French, Spanish, Italian, German, Portuguese and Dutch, “go all out” (2026-09-27). The merge commit of this file on main is the pre-registration.

Pillar (D36): growth. Source seed: [removed under amendment 5: the third-party source named here was withdrawn from TIN’s studies; none of its figures are used].

Question

For buyer queries across TIN’s four channels, what share of Google top-10 organic URLs are also cited in that SERP’s AI Overview? How does that share vary by rank position, by market (US against the six EU markets), by industry and by query type?

Freeze order (each step is its own commit on main, with a sha256 in FREEZE.md)

  1. Intents (intents.csv): 240 intents, 12 industries x 4 query types x 5. The four query types are choosing, comparing, pricing and doing (MOFU, per strategy/keyword-sop.md). No definitions. Each row carries an id, industry, type, audience (B2B or consumer) and a one-line English statement of the intent. Hash frozen.
  2. Locale phrases (phrases.csv): one search phrase per intent per market (240 x 7 = 1,680). Each is written natively, as a searcher in that market would type it, not translated word for word. A second, independent pass checks each phrase against its intent and the two passes are reconciled by a fixed rule (the first pass stands unless the second marks it “different intent”). Hash frozen.
  3. Cutoff (FREEZE.md): the SERP data source and its crawl-date window, the country and language codes per market, and the date after which no phrase or rule changes. Hash of the whole freeze set.

No SERP, rank or AI Overview figure is read for any phrase before step 3 is on main.

Data

  • Source: Ahrefs SERP overview with AI Overview citations, per phrase and country, from the paid core. Google rank and AIO presence have no free source, and TIN never scrapes Google. Units go to the D18 ledger. They never shrink the study (Maneesh, 2026-09-27).
  • Markets: US (en), FR (fr), ES (es), IT (it), DE (de), PT (pt), NL (nl).
  • URL match: an organic URL counts as cited when its normalised URL (scheme, www, trailing slash and tracking parameters stripped) equals an AIO citation URL. A domain-level match is reported as a second, looser measure and is never mixed with the first.

Outputs (n on each)

  1. AIO presence rate per market: the share of phrases whose SERP carries an AI Overview.
  2. Among SERPs that have an AIO: the share of top-10 URLs cited, overall and at each position from 1 to 10.
  3. The same broken out by market, US against the EU six pooled, and each EU market alone.
  4. The same broken out by industry, by query type and by B2B against consumer.
  5. The share of AIO citations that come from outside the top 10.

Medians and ranges alongside shares. No causal verbs: “a top-10 page is cited in X% of cases”, never “ranking gets you cited”.

Known measurement risk (stated before the data, repeated on the page)

AI Overviews are live in France, in French, since 22 July 2026, and are live in the other EU markets. Some EU rollouts were first limited to signed-in adult users, so a crawler’s logged-out SERP may under-record AIO presence in some markets. Output 1 is reported per market for that reason, and a low presence rate is described as “recorded by the crawler”, not as “Google does not show AIO here”.

Limitations (these go on the page)

  • One crawl window. AIO answers vary between runs, and this is a snapshot.
  • The intents are TIN’s buyer queries in its four channels. They are not a random sample of all searches.
  • The source is a crawler’s view of the SERP, not a real user’s personalised result.
Amendment recon/google-top10-vs-ai-overviews-2026/amendment-1.md, commit d23d033683e1

Study 4, amendment 1: volume rule, SERP cutoff, field pilot, headline rule, caveats

Status: PROPOSED, filed 2026-09-28. method.md is frozen on main, so these rules land as a new amendment. They were agreed with the repo-side PM on 2026-09-27 and belong to the pre-registration. This file merges BEFORE intents.csv is frozen, and no SERP, rank or AI Overview figure for any study phrase is read before the full freeze set (method, this amendment, intents, phrases, FREEZE.md) is on main.

Where this amendment and method.md differ, this amendment wins.

A1. Every locale phrase needs Ahrefs volume in its own country

  • Each phrase in phrases.csv is checked for Ahrefs search volume in its own market’s country database (US, FR, ES, IT, DE, PT, NL).
  • A phrase with no volume in its country is dropped for that market and counted. It is never swapped for a different phrase, reworded until it shows volume, or replaced with another intent.
  • FREEZE.md reports, per market, how many of the 240 intents survive and how many are dropped for no volume. Every output carries its n after this drop.
  • The volume check happens during step 2 (phrases). It reads keyword volume only, never any SERP, rank or AIO field, so it does not break the blind order.

A2. SERP freshness cutoff: 30 days

  • At pull time, a SERP whose Ahrefs update_date is more than 30 days before the pull date is dropped and counted.
  • It is not re-requested to force a fresher crawl, and it is not replaced by another phrase.
  • The pull date, the cutoff date and the count dropped per market go in the data notes and on the page.

A3. Field pilot before the study pull

Ahrefs does not document what its AI Overview fields mean. Before any study phrase is pulled, a pilot runs on keywords that are not in the study set (not an intent’s phrase in any market) to establish, empirically, what these fields mean:

  • ai_overview
  • ai_overview_sitelink
  • ai_overview_found

The pilot records, for each field: what values it takes, whether it marks the presence of an AIO on the SERP, an individual cited URL, or something else, and how it relates to the others. Pilot keywords are listed with their market and pull date. Pilot results are never pooled into the study data.

The study’s URL match (method, “URL match”) uses whichever field the pilot shows carries the AIO citation URLs. If the pilot cannot establish that, the study does not pull, and Maneesh is told.

Pilot result

RUN 2026-09-28 on 14 off-set keywords (US, FR, DE) by the repo-side PM session; full result in pilot.md, rows in pilot/pilot-rows.csv. By the decision rule fixed before the run: the citation field is ai_overview_sitelink; ai_overview_found never appeared, so presence is at least one ai_overview_sitelink row; the study may pull. The match rules the pilot made necessary (domain-primary matching, normalisation, returned-rows denominator) are in amendment-2.md.

A4. AIO presence is never ranked across markets

  • Output 1 (AIO presence rate per market) is reported per market with its n and the crawler caveat, and is never ranked, ordered as a league table, or compared as “market X shows more AIO than market Y”. The known logged-out and signed-in rollout differences make cross-market presence a crawler artefact risk, not a market fact.
  • The US-versus-EU headline uses only the overlap share: among SERPs that carry an AI Overview, the share of top-10 organic URLs also cited in it. Presence rates never enter the headline.

A5. Methods-note caveats (these go on the page)

  • Ahrefs does not publicly document the meaning of its AI Overview fields, nor the device (desktop or mobile) its SERP crawler uses. The page says so, and says the field meanings come from TIN’s own pilot (A3).
  • The ZAK study (14 July 2026) is cited as context only. Its figures are not compared with, pooled into, or used to validate this study’s results.

What does not change

Question, markets, intent design, freeze order, URL match rule, outputs 2 to 5, no causal verbs, and the limitations in method.md all stand.

Amendment recon/google-top10-vs-ai-overviews-2026/amendment-2.md, commit d23d033683e1

Study 4, amendment 2: match rules from the pilot, and the freeze order

Status: PROPOSED, filed 2026-09-28. It lands with amendment-1 and BEFORE step 1 of the freeze. Every rule below comes from the field pilot (pilot.md, Result; pilot/pilot-rows.csv), which ran on keywords outside the study set. No SERP, rank or AI Overview figure for any study phrase has been read.

Where this amendment differs from method.md or amendment-1, this amendment wins. In particular, it replaces the “URL match” paragraph of method.md.

B1. Fields

  • Citation rows: every row whose type includes ai_overview_sitelink, including joined types (ai_overview_sitelink|image_th, ai_overview_sitelink|video_th).
  • AIO presence (output 1): at least one citation row on the SERP. The ai_overview row (position 1, empty url) is recorded as a cross-check; any SERP where the two disagree is counted and listed in the data notes. ai_overview_found is not used: it never appeared in the pilot.
  • Organic rows: every row whose type includes organic, with top_positions=10.

B2. Normalisation (applied to every URL before any match)

In this order:

  1. Decode escaped characters (JSON unicode escapes such as backslash-u-003d for =, as seen in the pilot’s goto rows, then percent-encoding for comparison only).
  2. Redirect wrappers. A google.com/goto (or google.<tld>/url) row whose target is present as a readable url= or q= parameter is replaced by that target. A wrapper whose parameter is an opaque token (as in pilot row P-11) has no recoverable target: it stays in the citation count, counts as unmatched at every level, and is counted per market. TIN never fetches a Google redirect to resolve it.
  3. Lower-case the scheme and host; drop www.; drop the fragment; drop tracking parameters (utm_*, gclid, fbclid, srsltid, ved, vl); drop the trailing slash.

B3. Primary match: registrable domain, with a platform exception

  • Primary measure, all markets: an organic row counts as cited when its registrable domain (Public Suffix List, the version hashed in FREEZE.md; so famigros.migros.ch is migros.ch) equals the registrable domain of a citation row on the same SERP.
  • Platform exception. On these domains one domain hosts many unrelated authors, so a domain match would count one video or thread as citing another: youtube.com, facebook.com, instagram.com, reddit.com, pinterest.com, quora.com, tiktok.com, linkedin.com, x.com, twitter.com, wikipedia.org, medium.com. For these, the match is on the normalised URL only. The list is fixed here and does not grow after the data is read.
  • This replaces method.md’s URL-first rule. The reason is the pilot: FR and DE organic url values often come back cut to a breadcrumb or the root (/Nos, /Ratgeber, /Tutos/Autres, /Magazine/Santé, bare https://www.msdmanuals.com/), so an exact URL match undercounts overlap in those markets and not in the US. A domain match is the only measure comparable across markets.

B4. URL-level measure: per market, flagged rows out, labelled a lower bound

  • An organic URL is flagged as truncated when, after B2, its path is empty, or every path segment has no ., -, _ or digit AND the first segment starts with an upper-case letter. The rule is fixed now and applied by script; nobody hand-marks rows.
  • The URL-level share is reported per market on unflagged rows only, with the flagged share printed next to it. Because the flag cannot catch every cut URL, it is described as a lower bound (“at least X%”). It never enters the US-versus-EU headline, which uses B3 only.

B5. Denominator and position

  • Per SERP, the denominator is the organic rows actually returned, deduplicated on the match key (B3 for the primary measure, the normalised URL for B4). Never a fixed 10. The pilot returned 5 to 9 organic rows per SERP because SERP features take positions, and one SERP (P-08) returned the same URL twice. Duplicates removed are counted.
  • A SERP with an AI Overview and zero organic rows is excluded from outputs 2 to 5 and counted.
  • Position (output 2) is the organic ordinal: the first organic row is 1, the second 2, and so on, whatever Ahrefs’ position says. Ahrefs’ raw position is kept in the data. Positions with fewer than 30 SERPs behind them are printed with their n and not charted.
  • Output 5 (citations from outside the top 10) uses citation rows after B2 dedupe; opaque wrappers count as outside.

B6. Collection window

  • One window, starting on or after the 2026-10-14 Ahrefs unit reset. All 1,680 phrases (less the A1 volume drops) go in that one window, so every market’s SERPs share dates as closely as the crawler allows. Amendment-1’s 30-day update_date cutoff still applies at pull time.
  • Order: interleaved. Pulls run intent by intent across all seven markets, never market by market, so that if the pull stops early every market is partly collected rather than some full and some empty. A stop is recorded with the last intent id reached.
  • Units. The pilot spent about 755 units on 14 calls, about 54 a call. At that rate the full set is about 91k; A1 drops reduce it. Units never shrink or delay the study (Maneesh, 2026-09-27). If the post-reset allowance cannot cover the set, Maneesh is told the number needed, and the pull continues on what the allowance does cover, in the interleaved order.
  • Raw responses are saved unedited, one JSON per call, before any processing. (The pilot did not do this; the study does.)

B7. Methods note additions (on the page)

  • The citation field, the presence rule and the match rules above came from TIN’s own pilot, because Ahrefs does not document its AI Overview fields.
  • The FR and DE URL truncation, with the flagged share per market, and why the headline uses domains.
  • The count of opaque redirect citations per market.

Freeze order (replaces nothing in method.md; it fixes what each step contains)

Each step is its own commit on main, recorded with its sha256 in FREEZE.md. Nothing moves to the next step until the previous commit is on main.

Step 0: rules. method.md (already on main), amendment-1.md (with its A3 pilot result filled) and this amendment-2.md merge to main. Method approval by Maneesh is recorded in the merge (PRD-RECON section 15).

Step 1: intents. intents.csv as it stands on this branch: 240 rows, 240 unique ids (S4-001 to S4-240), 60 per query type, sha256 593dd720ddaf172d6b99b7b21dbeda25b74e05d9c58799a3a11b5ddb7ce321cb. It merges byte for byte; any change to a row is a new hash and a new commit.

Step 2: phrases. phrases.csv: one native phrase per intent per market (240 x 7 = 1,680), first pass, independent second pass, reconciled by the fixed rule in method.md. Then the A1 volume check in each market’s own country database, which reads keyword volume only. The file records, per row, the volume and whether the phrase is kept or dropped for no volume. No pilot keyword may appear in it. Hash frozen.

Step 3: cutoff. FREEZE.md, holding:

  • the sha256 of method.md, amendment-1.md, amendment-2.md, intents.csv, phrases.csv;
  • the Public Suffix List version and its sha256;
  • the data source (Ahrefs serp-overview, top_positions=10, the type and select lists from pilot.md), the country code per market (us, fr, es, it, de, pt, nl);
  • per market, intents kept and dropped by A1;
  • the collection window start (on or after 2026-10-14) and the 30-day update_date cutoff rule;
  • the date after which no phrase or rule changes.

Collection starts only once step 3 is on main.

Amendment recon/google-top10-vs-ai-overviews-2026/amendment-3.md, commit 1409e30935f1

Study 4, amendment 3: phrases come from searched queries, not from our wording

Status: APPROVED 2026-09-30 by Maneesh (“okay go”). Proposed the same day by the repo-side PM, working under Maneesh’s delegation to settle Recon methods with MAV, and revised after MAV’s review and the PM’s in-call filter change (#425, commit 6fcad4bf). It lands BEFORE freeze step 2 (phrases) and before a5-seeds.csv. No SERP, rank or AI Overview field for any study phrase has been read. The A1 check read keyword volume only. Volume is not an outcome of this study, so changing how phrases are sourced after reading it does not see the result.

Where this amendment differs from method.md, amendment-1 or amendment-2, this amendment wins.

Why: the A1 volume check (run 2026-09-30)

The check read Ahrefs volume for all 1,680 phrases, 240 per market, in each market’s own country database. It cost 1,562 units (ledger row 14). Raw responses are in a1-volume/, and results are in phrases.csv (volume, volume_status), both landing with the step 2 commit.

MarketKept (volume > 0)Zero volumeNot in Ahrefs database
us6111168
fr104226
es73230
it37230
de119220
pt27231
nl61233

Under A1 as frozen, the EU markets keep 2 to 11 intents each. Most survivors are English brand comparisons (github copilot vs cursor, shopify vs woocommerce, hubspot vs marketo), so they are not native-language buyer queries. The US-versus-EU headline cannot be computed on that. The cause is ours: we wrote long-tail phrasings that people do not type. Ahrefs holds SERPs only for queries it tracks, so a phrase with no volume also has no SERP to collect.

This table is printed on the page, as the result of the rule as first registered, with the reason it was amended.

A5. Phrase sourcing (replaces the “one native phrase per intent” step in method.md)

The intents (intents.csv, frozen at step 1) do not change. The phrase for each intent and market is chosen from queries people actually search, by a rule fixed here, applied identically to all seven markets, including the US rows that already pass.

  1. Seeds, two per row.
    • (a) The intent’s current phrase for that market, as it stands in phrases.csv.
    • (b) A category seed: the shortest phrase, in the market’s language, that names the product, service or task the intent is about, with no query-type wording (for S4-003 in the US, loan origination system). It is written by a pass that sees intents.csv and phrases.csv only, and it is committed in a5-seeds.csv BEFORE any candidate call.
    • Why (b): matching-terms returns terms containing every seed word, so seeding only with the long phrases that were “not in database” would return nothing for most of those rows.
  2. Candidates. From Ahrefs Keywords Explorer in that market’s country database, for each seed: matching-terms and related-terms. Every call is made with select=keyword,volume and nothing else, so no SERP-feature or AI Overview field is ever returned; order_by=volume:desc; where = volume >= 10 AND the keyword contains one of the step 3 query-type words for the intent’s type and language as a whole word (a word-boundary or phrase match, never a substring match: as substrings, o, of, ou and come would pass nearly every keyword, income included, and the top 25 by volume would be head terms that step 3 then rejects); limit=25. Seed (a) itself joins the candidate pool, outside the volume filter, when A1 kept it, since its volume is already measured. Filtering in the call, not after it, caps the cost at 1,680 rows x 2 seeds x 2 endpoints x 25, about 1.8M units at the extreme; in practice most calls return far fewer rows. If the running total passes 250k units, the pull stops, the count reached is recorded, and Maneesh is told the figure before it continues. Raw responses are saved unedited, one JSON per call, in a5-candidates/<market>/.
  3. What counts as a match. A candidate matches when it names the intent’s topic AND carries the intent’s query type in its own wording, as a whole word:
    • choosing: a selection word (best, top, which, for [audience]; meilleur, mejor, migliore, beste, melhor, beste/welke, or the market’s equivalent);
    • comparing: two named options or a comparison word (vs, versus, or, alternative; ou, o, oder, of, alternativa, alternatief);
    • pricing: a price or cost word (price, cost, pricing; prix, tarif, precio, prezzo, preis, kosten, preço);
    • doing: a task or how-to form (how to, automate, set up; comment, cómo, come, wie, como, hoe). A bare category term with no query-type wording (crm, logiciel crm) never matches. This keeps the four query types intact in every market, so a US-versus-EU difference cannot come from the EU set drifting to head terms.
  4. Selection, two independent passes. Each pass is blind to the other and to any SERP. It picks the highest-volume candidate that matches, in the market’s language. English terms count for a non-US market only when they are brand or product names that people there search in English. The two passes are reconciled by the rule in method.md. If no candidate matches, the intent is dropped for that market and counted.
  5. One term, one intent. Within a market a term is used by at most one intent. If two intents select the same term, the lower id keeps it and the other takes its next matching candidate, or is dropped and counted.
  6. Record. For every row: both seeds, the candidate count, the chosen term, its volume, lang_en (1 when a non-US row’s chosen term is English), and each pass’s verdict.
  7. Order. One market per commit, US first, each commit with its raw candidates. No pilot keyword may be chosen.

This is not the rewording A1 forbids. The rule picks from the searched-query pool by a fixed, pre-registered procedure. It is not free rewording until a phrase shows volume.

A6. Headline threshold

  • A market enters the US-versus-EU headline only if at least 120 of its 240 intents have a phrase after A5. This applies to the US as well: if the US is below 120, there is no US-versus-EU headline.
  • A market below 120 is reported on its own with its n, and never pooled into “EU”.
  • The list of EU markets in the pool is written in FREEZE.md before collection and does not change after.
  • FREEZE.md reports kept intents per market per query type.
  • Pre-registered sensitivity: the headline is also computed with lang_en rows removed from the EU pool. Both figures go on the page; if the direction of the US-versus-EU difference changes between them, the page says so in the headline’s own paragraph.

A7. Collection window (replaces B6’s start date)

On 2026-09-30 Maneesh upgraded Ahrefs to 800,000 units a month, and more than 600,000 units are available now. The single collection window starts once FREEZE.md (step 3) is on main, rather than on or after 2026-10-14. The single-window rule, the interleaved order, and the 30-day update_date cutoff all stand.

Limitations added to the page

  • Choosing the highest-volume matching query tilts the sample toward the most-searched phrasing of each intent. The study describes what is searched most for each intent, not the long tail.
  • Phrases were re-sourced after the first rule left the EU markets too small to compare. The first rule’s result is printed alongside.
Amendment recon/google-top10-vs-ai-overviews-2026/FREEZE.md, commit 3c6108e7b7f4

Study 4 FREEZE (amendment-2 step 3, amendment-3 A6 and A7)

Cutoff. From the merge of this file to main, no phrase, rule, list or file named below changes. Collection starts only after that merge (A7). Any later change is a numbered amendment, never an edit here, and the page reports it.

1. Frozen files (sha256)

filesha256
method.md5403f756c58fa25f39f93a1f44e7d4fb15a5c2f055dd2168615732a00afafc5e
amendment-1.md8f0afcef73951c1db9807860f63df17b830c22084f691623528022959247a340
amendment-2.mde5efabadf8f11797623468b6babe13573534241715dd8762fed3f0f21a96c5ae
amendment-3.md4e7957982517bf8c4aec8de03aa573f0e981b7dcc38e941cc2657aadca321ee8
intents.csv593dd720ddaf172d6b99b7b21dbeda25b74e05d9c58799a3a11b5ddb7ce321cb (as frozen at step 1)
phrases.csv825a069896cfec4a035f5b06094cde79a1a016307c362775aeaea97645b95271
a5-seeds.csv22d9ee2805c9d03318c6048795611cd796e9fadb976a443a83021709bd0302bd
a5-select.mjs814abc97b4d3a64a9a3baa036932d87fccd5b6f1c4c9225d17ea46890e52e9b2
a5-selection/protocol.md8be8c026714dac25a91e04c111e2ec9762ebcfdaf955b11f88df03240d9d5d38
a5-selection/us.csv9fb18027bf532232104a3985af2ffc1d5fcb089972c2aae426a699ae15cb5417
a5-selection/fr.csvd1fa71c4092094bea4cb59ae8a7a98e88ddbfad83ebfd7ee9c98c3db1924d207
a5-selection/es.csvb293e328cf9e21eea4742bfc9a5764c18b8778ca19c6fc86999bbcc2f270b2c0
a5-selection/it.csv8eb1843f11b25131863f6a29e9494e5e5ce76b7b3be72fbb35f910d68e3141a3
a5-selection/de.csve549d38259d2a3eed4157a1a0f52eb30b6b599fadf6c31d5b0c5e1628800b20b
a5-selection/pt.csv7ff70ae7b0522451dcb41011fc7b3c9d4437396f6450063c161c5a6b09d9e55d
a5-selection/nl.csve9e013aa1f0410232fd6363daf28356c9b81d4be36f7573848bb19e726238ac9

The phrase for each intent and market is the chosen column of a5-selection/<market>.csv (rows with status = kept), which replaces the one-phrase-per-intent step of phrases.csv (amendment-3 A5). phrases.csv is hashed because A1’s record lives there.

Public Suffix List (amendment-2 B3, registrable-domain match): public_suffix_list.dat in this folder, fetched 2026-10-01 from https://publicsuffix.org/list/public_suffix_list.dat, VERSION: 2026-09-30_20-56-07_UTC, COMMIT: 714ac1bf5f2d038161c7419478cc3207431d706d, sha256 73c95828f5f62a3fce06d3fa9b2efd3f0a45a8c8dc2a65411545fab898a576f7.

2. Kept intents per market per query type (A6)

Of 60 intents per query type and 240 per market, after A5 steps 3 to 6 (#450, #458).

marketchoosingcomparingpricingdoingkeptdropped: no candidate with the query-type worddropped: no candidate both passes matchedlang_en = 1 among kept
us574040371744620n/a
fr2614143571483510
es1886133179286
it241265471662710
de3217145681512112
pt1024218197252
nl141212341175249
all181105965643849

For the record, the first rule (A1, one written phrase per intent, kept if Ahrefs held volume) kept us 61, fr 10, es 7, it 3, de 11, pt 2, nl 6 (phrases.csv; amendment-3 explains why it was replaced).

3. The headline pool (A6)

  • US: 174 of 240, at or above the floor of 120. The US is reported.
  • EU headline pool: EMPTY. All six EU markets are under the floor of 120 (fr 57, es 33, it 47, de 68, pt 18, nl 41). There is therefore no US-versus-EU headline.
  • Each EU market is reported on its own, with its n, and is never pooled into “EU”, in any table, chart or sentence. No figure on the page is computed over two or more EU markets.
  • This list does not change after this file is merged.

4. lang_en sensitivity (A6, as stated there)

“The headline is also computed with lang_en rows removed from the EU pool. Both figures go on the page; if the direction of the US-versus-EU difference changes between them, the page says so in the headline’s own paragraph.”

With the EU pool empty there is no US-versus-EU headline for this rule to apply to. The rule is recorded unchanged, and it is not repurposed: no per-market sensitivity figure is pre-registered here. lang_en (49 kept rows) is published in the data as recorded, so a reader can apply it.

5. Data source

  • Ahrefs serp-overview, one call per kept phrase: keyword = the chosen phrase, country = the market code (us, fr, es, it, de, pt, nl), top_positions=10, type=organic,ai_overview,ai_overview_sitelink,ai_overview_found (the pilot.md list), no date (latest stored SERP).
  • select = every field the endpoint offers, as in pilot.md: position,url,title,type, update_date,ahrefs_rank,backlinks,domain_rating,keywords,page_type,refdomains,top_keyword, top_keyword_volume,traffic,url_rating,value.
  • Citation field ai_overview_sitelink; presence = at least one ai_overview_sitelink row (pilot.md, decision fixed before its result).

6. Collection plan (A7, B6)

  • Calls: one serp-overview call per kept phrase, 438 in all, each made once. A call that errors or returns no rows is recorded as “no SERP” with its response text, not retried, and not replaced by another phrase.
  • Window: a single window, starting once this file is on main (A7). No call before that.
  • Order: interleaved. Intent by intent, S4-001 to S4-240, and within each intent the markets in the order us, fr, es, it, de, pt, nl, skipping markets where the intent was not kept. If the pull stops early, the last intent id reached is recorded.
  • Freshness: amendment-1 A2. At pull time, a SERP whose update_date is more than 30 days before the pull date is dropped from the analysis and counted. It is not re-requested and not replaced. Its raw file is kept. The pull date, cutoff date and count dropped per market go in the data notes and on the page.
  • Units: cap 40,000. The pilot ran about 54 units a call (755 over 14), so about 23,700 is expected. Before each intent’s calls, the collector checks that the running total, plus that intent’s calls at the dearest call so far, stays within 40,000. If it would not, the pull stops there, records the intent reached, and Maneesh is told the figure before anything continues.
  • Raw: every response is saved unedited, one JSON per call, in serp/<market>/<id>.json, before any processing, with every call (params, units, error) in serp/calls.jsonl and a units log serp/units-log.csv. The spend also goes to the D18 ledger (mav.ahrefs_usage, lane recon), measured from two workspace readings.
Amendment recon/google-top10-vs-ai-overviews-2026/amendment-4.md, commit f181f214dd9e

Amendment 4: narrow serp-overview select (written 2026-10-01, before any of S4-063 to S4-240 is pulled)

Amends FREEZE.md section 5 (select) and section 6 (unit cap) only. Every other frozen rule, file and hash stands.

What changes

  1. select for every serp-overview call not yet made becomes position,url,type,update_date, replacing the full list (position,url,title,type,update_date, ahrefs_rank,backlinks,domain_rating,keywords,page_type,refdomains,top_keyword, top_keyword_volume,traffic,url_rating,value). These four are every field the pre-registered analysis reads:
    • position: Ahrefs’ raw position, kept in the data (amendment-2 B5; output 2 uses the organic ordinal, which is derived from row order and type);
    • url: the normalised-URL match (method, amendment-2 B4) and the registrable domain (B3);
    • type: organic rows, the ai_overview presence cross-check, and the citation field ai_overview_sitelink (pilot.md, amendment-2);
    • update_date: the 30-day cutoff (amendment-1 A2). No pre-registered measure reads title or any of the backlink, traffic or rank metrics.
  2. Unit cap for the remaining calls: 30,000, applied the same way as FREEZE section 6: before each batch of whole intents, the running total of these calls plus the batch at the dearest call so far must stay within 30,000, or the pull stops, records the intent reached, and Maneesh is told before anything continues.

Why

The first collection run stopped at the 40,000 cap after 101 of 438 calls (serp/COLLECTION.md): 35,476 units, about 351 a call. With the full select a returned SERP costs about 47 units per row, AI Overview citation rows included. The pilot’s ~54 a call did not hold. Nearly all of that cost is fields the analysis never reads.

Measured with the narrow select (2026-10-01): one call on pilot keyword P-01 (“how long to boil an egg”, us), with the frozen type list and top_positions=10: 15 rows, 4 units a row, 60 units (apiUsageCosts; D18 row 19). It returned every field the analysis needs: the ai_overview presence row, 9 ai_overview_sitelink citation URLs, organic rows with position and URL, and update_date. P-01 is a pilot keyword, outside the study set by construction, so no study phrase was called outside the plan.

Expected cost of the rest: the 101 calls so far returned a SERP 57 times, at about 12.4 rows each, and no SERP 44 times (a flat 50 units). At 4 units a row, the 337 remaining calls should cost roughly 17,000 to 20,000 units, inside the 30,000 cap.

What does not change

Same 438 phrases (the kept rows of a5-selection/<market>.csv), same interleaved order (continuing at S4-063, markets us, fr, es, it, de, pt, nl within each intent), same country, top_positions=10, type list and no date, same single collection (A7), same 30-day update_date cutoff (drop and count, never re-request), same treatment of empty SERPs (recorded as “no SERP”, never retried, never replaced). No call already made is made again.

Disclosure (data notes and page)

The 101 calls already made (S4-001 to S4-062, collected 2026-10-01 16:10 to 16:13Z) used the full select. The remaining calls use the narrow one. The analysis reads only the four fields above, and both sets contain them, so no measure is computed differently. The extra fields in the first 101 raw files are kept unedited and are not used.

Amendment recon/google-top10-vs-ai-overviews-2026/amendment-5.md, commit 789661960cec · shown with passages removed (marked in the text); the file at that commit is unchanged

Study 4, amendment 5: no third-party seed on the page

Status: written 2026-10-02 by the repo-side PM, after the SERP data was merged (#468) and the analysis was run. It changes no number, rule, phrase or output. Where it and method.md differ, this amendment wins.

E1. The [the third-party source] seed is removed

method.md names [the third-party source] as the source seed and says the page links it. On 2026-10-01 Maneesh ordered that TIN’s studies take nothing from [the third-party source] and do not lean on its research. From this amendment:

  • The page does not name, link or quote [the third-party source] or any figure from it.
  • The study stands on its own question (method.md, “Question”), which never depended on the seed.
  • The “Source seed” line in method.md is void. It stays in that file, because the pre-registration is never edited, and this amendment is listed on the page with the others.

The ZAK study stays as amendment-1 A5 sets it: context only, one sentence, no figures compared.

E2. Why this is not a results-driven change

The seed was a framing line, not an input. No phrase, intent, rule or output was drawn from it, and removing it changes no computed figure. It is disclosed so a reader comparing method.md with the page sees why the link is missing.

What this study cannot say

  • One crawl window (2026-10-01 and 2026-10-02). AI Overview answers vary between runs; this is a snapshot.
  • The intents are TIN's buyer queries in its four channels. They are not a random sample of all searches.
  • The source is a crawler's view of the results page, not a real user's personalised result.
  • Ahrefs does not publicly document what its AI Overview fields mean, nor the device (desktop or mobile) its crawler uses. The field meanings here come from TIN's own pilot on off-study keywords.
  • Picking the highest-volume matching query tilts the sample toward the most-searched phrasing of each intent. The study describes what is searched most for each intent, not the long tail. Phrases were re-sourced after the first rule left the European markets too small; the first rule's counts are printed in the method.
  • The US headline rests on 69 searches with an AI Overview. The European markets have 4 to 10 each, so their figures are shown alone, with n, and are not compared.
  • In the US, no search returned more than 8 organic results; "top 10" means the organic results the page showed.
  • The 101 searches collected first (S4-001 to S4-062) were read with every field Ahrefs offers and the rest with the four fields the analysis uses (amendment 4). No measure is computed differently.
  • A ZAK study published on 14 July 2026 looked at a related question. It is mentioned for context only; none of its figures are compared with these.

Questions this study answers

How often are Google top-10 sites in AI Overview citations?

In TIN's study, 30.7% of the time in the US: 152 of 495 top-10 organic domains, across 69 searches with an AI Overview, were also cited in that AI Overview. The share per search ranged from 0 to 86%, with a median of 29%.

Does ranking first on Google mean the AI Overview cites you?

Not usually. In the US, the domain at organic position 1 was also cited in 44.9% of searches with an AI Overview (31 of 69), and position 2 in 46.4% (32 of 69). This is an association in one snapshot, not a cause.

Where do the other AI Overview citations come from?

Mostly from outside the top 10. Of 411 distinct domains cited in US AI Overviews, 259 (63.0%) were not among that search's top-10 organic domains.

Does the type of query matter?

Very little in this study. The US overlap was 31.0% for choosing queries, 30.6% for comparing, 31.5% for pricing and 28.8% for doing, on 33, 14, 13 and 9 searches.

What about Europe?

France, Spain, Italy, Germany, Portugal and the Netherlands each had 4 to 10 searches with an AI Overview, too few for a headline. Each is shown on its own with its n, and none is pooled or compared.

How was this measured?

TIN froze 240 buyer intents, picked the most-searched real phrase for each in seven markets with two blind passes, and read each phrase's Google result and AI Overview through Ahrefs on 2026-10-01 and 2026-10-02. The method was committed before any result was read.

record

Editions and errata

This edition: 2026-10-02. A refresh republishes on this same URL, and every prior edition's dataset stays downloadable.

No prior edition.

No erratum. A measurement error is corrected here, dated, and never silently edited away.