The 100 Most-Cited Websites in Google AI Overviews for High-Stakes Consumer Decisions

Research on the 100 most-cited websites in Google AI Overviews for high-stakes consumer decisions, based on 17,729 responses.

Research20 minutesUpdated Oct 3, 2026By Mark Huntley, J.D.

LLM Authority Index Research | Google AI Overviews | High-Stakes Consumer Decisions | July-September 2026

LLM Authority Index analyzed 17,729 deduplicated Google AI Overviews responses across 53 high-stakes consumer source verticals from July through September 2026.

The visible source ecosystem for high-stakes consumer decisions looks very different from broad, all-topic Google AI Overviews studies.

NerdWallet ranked #1 in this high-stakes panel, appearing as a cited domain in 15.4% of Google AI Overviews responses. Reddit ranked #2 at 11.7%, CNBC #3 at 11.4%, YouTube #4 at 9.9%, and Bankrate #5 at 8.3%.

That ranking is not a contradiction of broader studies that place YouTube, Reddit, Facebook and other platforms at the top of Google AI Overviews. It reflects a different measured population: this study is deliberately concentrated on commercial, high-stakes decisions involving money, insurance, investing, mortgages, health and medical services.

For publishers and CMOs, that distinction is the point. The source ecosystem around a credit card, mortgage, insurance policy, online pharmacy or medical alert decision can look very different from the source ecosystem around the average Google query.

This platform study is part of the 2026 AI Citation Authority Study.

Answer Capsule

Which websites are most frequently cited by Google AI Overviews for high-stakes consumer decisions? In the LLM Authority Index July-September 2026 panel, NerdWallet ranked #1, followed by Reddit, CNBC, YouTube and Bankrate by response-level citation coverage. The study analyzes 17,729 deduplicated Google AI Overviews responses, 78,783 visible citation events after public infrastructure exclusions, and 6,743 registrable cited domains. The Top 100 account for 51.9% of all domain-response appearances. The source mix differs substantially by commercial category, so a single all-topic Google AI Overviews ranking should not be treated as the definitive publisher map for high-stakes buying decisions.

Key Findings

  • The raw archive contains 19,294 July-September Google AI Overviews observations across the keyword and non-keyword collection lanes.
  • 253 observations were explicitly marked as extraction failures and excluded from valid-response analysis.
  • After the same exact-repeat handling used in the flagship study, the Google AI Overviews analysis contains 17,729 deduplicated responses.
  • Those responses contain 78,783 public-facing citation events after the published infrastructure exclusions.
  • The dataset contains 6,743 registrable cited domains and 66,213 response-level domain appearances.
  • NerdWallet ranked #1, followed by Reddit, CNBC, YouTube and Bankrate.
  • The Top 25 domains accounted for 33.1% of domain-response appearances; the Top 100 accounted for 51.9%.
  • 84 domains appeared in the Google AI Overviews Top 100 in July, August and September.
  • July and September shared 88 of 100 leading domains, producing 78.6% Jaccard similarity.
  • Source leadership differed by high-stakes family. Broad financial publishers dominated credit and lending, while YouTube and specialist health sources were much stronger in health and medical decisions.
  • The results should not be compared directly with all-topic AIO percentages from Ahrefs or other providers because the prompt populations, denominators, time windows and metrics differ.

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Questions This Study Answers

  • Which publishers are most frequently cited by Google AI Overviews when consumers make high-stakes buying decisions?
  • Which third-party websites should CMOs investigate for Google AI Overviews visibility in finance, insurance and health?
  • Which publishers can demonstrate independent Google AI Overviews citation visibility to advertisers?
  • Does the all-topic Google AI Overviews publisher leaderboard look the same when the analysis is limited to commercial high-stakes decisions?
  • Which sources are visible across the broadest range of high-value consumer verticals?
  • Which publishers remain in the Google AI Overviews Top 100 month after month?
  • How different are Google AI Overviews source leaders in credit, insurance, investing and health?
  • Should a brand use the same publisher outreach list for Google AI Overviews as it uses for ChatGPT or Google AI Mode?

Why This Research Belongs in Daily AI Search Marketing Decisions

This study is research-based, but its purpose is commercial decision support.

Google AI Overviews sits inside the search journey, which makes source selection commercially important even when an AI Overview does not generate a click. A publisher that repeatedly appears as a visible source can document that presence. A brand or CMO can use the same data to identify which third-party sources, first-party sites, communities, nonprofits, institutions and specialist publishers are already present around commercially valuable questions.

The key operating mistake would be to treat one broad Google AI Overviews leaderboard as a universal outreach list.

In this high-stakes panel:

  • the Top 100 accounted for 51.9% of domain-response appearances;
  • the Top 25 accounted for 33.1%;
  • 84 domains remained in the Google AI Overviews Top 100 in July, August and September; and
  • the median of the three monthly Top 100 Jaccard comparisons was 83.5%.

That is a strong persistence signal at the platform-wide publisher-portfolio level.

At the same time, Article 03 shows that Google AI Overviews does not transfer equally to other AI platforms. In the final cross-platform Top 100 comparison, Google AI Overviews shared 82 domains with Google AI Mode, 63 with Perplexity, 62 with Gemini, 54 with ChatGPT and 35 with Microsoft Copilot.

This is exactly why the Persistence-Portability Gap framework matters. Article 09 measures a highly persistent source portfolio inside one platform. Article 03 shows that portability from that source portfolio to other platforms varies substantially.

A platform-specific Persistence-Portability Gap should not be calculated by simply subtracting Article 03 pairwise overlap from Article 09's monthly persistence because those comparisons answer different questions and use different pooling structures. The commercially useful conclusion is narrower and stronger:

Google AI Overviews has a durable source core, but a durable Google source is not automatically a universal AI source.

Commercial Action Matrix: What Publishers and CMOs Can Do With the Findings

Research findingWhat publishers can responsibly sayWhat brands and CMOs can reasonably do
NerdWallet, Reddit, CNBC, YouTube and Bankrate lead the measured high-stakes Google AI Overviews source map"Our domain is measurably visible in Google AI Overviews for this defined commercial decision population."Use the platform-wide leaders as a strategic research tier, then evaluate category and vertical fit before outreach or investment.
The Top 100 account for 51.9% of domain-response appearances"Google AI Overviews has a meaningful recurring source layer without being dominated by only a few domains."Maintain both a core source list and a wider specialist list rather than focusing only on the top handful of publishers.
84 domains remained in the Top 100 in all three months"Multi-month Top 100 presence is stronger evidence of persistent visibility than a one-time citation screenshot."Use recurring sources as the durable planning layer for PR, partnerships, content distribution and competitive research.
Median monthly Top 100 persistence is 83.5%"The leading Google AI Overviews source portfolio was highly persistent during the study window."Avoid rebuilding the entire Google AI Overviews source strategy every month. Monitor movement around a stable core.
Source leadership changes materially by high-stakes family"Our strongest Google AI Overviews authority may be category-specific rather than universal."Use the Credit, Insurance, Financial and Health child studies before deciding which publishers matter for a particular product.
Google AI Overviews and Google AI Mode share 82 of their Top 100 domains"The two Google AI surfaces have substantial source overlap, but they are not identical."Coordinate Google-focused source strategy while continuing to measure AI Overviews and AI Mode separately.
Google AI Overviews shares only 35 Top 100 domains with Microsoft Copilot"Strong Google AI Overviews visibility does not establish equivalent visibility on every AI engine."Maintain platform-specific source maps rather than extending Google outreach assumptions to Copilot, ChatGPT, Gemini or Perplexity.
Ahrefs' broad all-topic AIO leaderboard is dominated by YouTube, Reddit and other large platforms"Citation leadership depends on the query population and measurement contract."Do not import an all-topic publisher list directly into a finance, insurance or healthcare campaign. Match source research to the buyer-intent population.
Ahrefs found that about 38% of AIO-cited pages also appeared in Google's top 10 for the same query"Traditional organic visibility and AI Overview citation visibility overlap, but they are not the same outcome."Track AIO citations separately from organic rank. A page-one SEO position should not be treated as proof of AI Overview citation visibility.
Category specialists can outperform broad publishers inside narrow buyer journeys"Our commercial value may be strongest inside a particular vertical even if our overall platform rank is lower."Add specialist publishers, providers, marketplaces and institutions to the exact vertical source map.
Citation visibility does not establish recommendation causality"Our content is measurably present in the visible source layer."Use citation visibility to prioritize research and outreach, then separately measure brand mentions, recommendation rate, ranking, sentiment and citation-recommendation coupling before claiming business impact.

The daily operating model is therefore three-layered:

  1. Platform core: maintain the Google AI Overviews sources that repeatedly matter across months.
  2. Category and vertical layer: identify which sources matter for the brand's exact high-stakes buyer journey.
  3. Cross-platform check: determine whether those same sources are also important in Google AI Mode, ChatGPT, Gemini, Perplexity and Copilot.

This research should influence where teams investigate, pitch, partner, publish and monitor. It does not establish that buying advertising, earning coverage or publishing on a cited domain will cause Google to cite or recommend a brand.

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How This Study Fits the High-Stakes Consumer Decisions Research Corpus

The surrounding studies answer different operating questions:

What We Studied

The public platform family combines two preserved raw source surfaces:

  • google_ai_overviews
  • google_ai_overviews_keywords

They remain separate in the archive and are grouped only for public Google AI Overviews reporting.

Study size

MeasureCount
Raw Google AI Overviews observations19,294
Explicit extraction failures253
Raw citation-array entries86,370
Deduplicated Google AI Overviews responses17,729
Citation events after infrastructure exclusions78,783
Registrable cited domains6,743
Domain-response appearances66,213
Source vertical labels53
High-stakes decision families4
Months3

The 25 Most Frequently Cited Domains in Google AI Overviews

RankDomainResponses citing domainResponse coverageCitation eventsVerticalsFamilies
1nerdwallet.com2,73115.40%3,596353
2reddit.com2,07211.69%2,456504
3cnbc.com2,02611.43%2,650344
4youtube.com1,7599.92%2,665504
5bankrate.com1,4668.27%2,008303
6forbes.com1,4147.98%1,540424
7investopedia.com1,3767.76%1,772363
8usnews.com1,2336.96%1,470414
9money.com1,2156.85%1,272384
10yahoo.com9075.12%1,009434
11experian.com6273.54%791263
12wsj.com5863.31%623304
13lendingtree.com4752.68%554213
14goodrx.com4622.61%997192
15sofi.com4412.49%483254
16fidelity.com3642.05%397193
17creditkarma.com3461.95%390163
18marketwatch.com3311.87%396193
19bankofamerica.com3241.83%357152
20businessinsider.com3191.80%336344
21credible.com2941.66%369112
22chase.com2901.64%333193
23ncoa.org2861.61%54263
24seniorliving.org2841.60%352184
25navyfederal.org2811.58%299152

This is a source-visibility ranking, not a quality score and not a recommendation score.

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The Full Top 100 Google AI Overviews Citation Sources

RankDomainResponses citing domainResponse coverageCitation eventsVerticalsFamiliesJulAugSep
1nerdwallet.com2,73115.40%3,596353111
2reddit.com2,07211.69%2,456504234
3cnbc.com2,02611.43%2,650344322
4youtube.com1,7599.92%2,665504443
5bankrate.com1,4668.27%2,008303557
6forbes.com1,4147.98%1,540424765
7investopedia.com1,3767.76%1,772363686
8usnews.com1,2336.96%1,470414978
9money.com1,2156.85%1,272384899
10yahoo.com9075.12%1,009434101010
11experian.com6273.54%791263111112
12wsj.com5863.31%623304121211
13lendingtree.com4752.68%554213171313
14goodrx.com4622.61%997192131514
15sofi.com4412.49%483254151415
16fidelity.com3642.05%397193141817
17creditkarma.com3461.95%390163161922
18marketwatch.com3311.87%396193201720
19bankofamerica.com3241.83%357152241618
20businessinsider.com3191.80%336344192325
21credible.com2941.66%369112222227
22chase.com2901.64%333193182444
23ncoa.org2861.61%54263502019
24seniorliving.org2841.60%352184402121
25navyfederal.org2811.58%299152272524
26amazon.com2791.57%316133212828
27google.com2661.50%1,305394364516
28capitalone.com2621.48%288153303123
29squaremouth.com2621.48%49511282730
30healthline.com2591.46%276142313226
31wallethub.com2561.44%360143263529
32policygenius.com2501.41%41172293035
33usbank.com2481.40%294203322637
34cbsnews.com2351.33%269234234145
35facebook.com2331.31%249404432933
36aspendental.com2321.31%28911354231
37thepointsguy.com2291.29%23532333642
38jmbullion.com2271.28%29521384034
39firstcard.app2261.27%304163253955
40schwab.com2231.26%24393393340
41progressive.com2181.23%240103533436
42insuremytrip.com2171.22%25611344350
43insurify.com2111.19%27382573832
44humana.com2091.18%25182523743
45apmex.com2091.18%31011454738
46wellsfargo.com2061.16%221152374452
47deltadental.com1991.12%25222425146
48doctorondemand.com1931.09%23831445448
49pawlicy.com1911.08%29811594649
50sesamecare.com1891.07%27651565539
51aflac.com1871.05%210103554851
52consumerreports.org1851.04%200224494959
53guardianlife.com1771.00%21083475763
54affordabledentures.com1771.00%23411485960
55hearingtracker.com1700.96%29522605661
56upstart.com1680.95%18031675353
57uhc.com1680.95%18092705254
58moneylion.com1660.94%177153466769
59lemonade.com1650.93%18641905047
60ally.com1630.92%169102836141
61spiritdental.com1610.91%21411696056
62fool.com1600.90%168173516873
63ethos.com1580.89%22242616566
64talkspace.com1580.89%18131646662
65coinbase.com1570.89%19921419864
66plushcare.com1570.89%18141666265
67finder.com1460.82%158202876457
68smartasset.com1460.82%168163586982
69kiplinger.com1430.81%151194715877
70cigna.com1410.80%16772687171
71kraken.com1350.76%152415412672
72allianztravelinsurance.com1350.76%14011787468
73carecredit.com1340.76%14482658076
74walgreens.com1330.75%14751817667
75discover.com1290.73%13691638288
76ledger.com1280.72%16621927570
77safehome.org1220.69%151222466358
78kaiserpermanente.org1210.68%12493848375
79betterhelp.com1210.68%15121758681
80cnet.com1180.67%1201746281132
81salliemae.com1180.67%163317470136
82healthcareinsider.com1160.65%14652949074
83aura.com1150.65%15221857989
84redentklinik.com1150.65%16852778997
85stockbrokers.com1140.64%14342957791
86robinhood.com1140.64%11751739996
87earnest.com1110.63%12941888494
88ehealthinsurance.com1090.61%120721098579
89security.org1090.61%14633919783
90singlecare.com1090.61%171628093106
91rocketmortgage.com1080.61%120531147890
92vanguard.com1070.60%130528296107
93fortune.com1070.60%11113410573108
94cvs.com1060.60%113519891103
95aarp.org1050.59%1121641757278
96penfed.org1050.59%106921078786
97consumerfinance.gov1050.59%1131127694127
98chime.com1040.59%1381028910193
99pnc.com1020.57%1141421269280
100thecreditpeople.com1010.57%1167110010887

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Citation Concentration

Ranking depthShare of domain-response appearancesShare of citation events
Top 1024.46%25.94%
Top 2533.09%35.11%
Top 5041.74%45.57%
Top 10051.87%55.61%

The Top 100 therefore capture a meaningful portion of visible source activity, but the remaining long tail still includes thousands of domains.

The Leading Google AI Overviews Sources Differ by High-Stakes Category

High-stakes familyGoogle AI Overviews responsesFive leading cited domains
Credit, Debt, Banking and Lending5,208nerdwallet.com 24.4%; bankrate.com 22.5%; cnbc.com 21.7%; reddit.com 13.2%; experian.com 9.8%
Insurance4,262nerdwallet.com 17.4%; usnews.com 15.6%; forbes.com 12.0%; reddit.com 11.2%; money.com 9.9%
Investing, Retirement, Mortgage and Financial Decisions4,099nerdwallet.com 17.6%; youtube.com 17.3%; reddit.com 16.3%; investopedia.com 15.4%; cnbc.com 14.4%
Health and Medical4,160youtube.com 11.3%; goodrx.com 10.1%; ncoa.org 6.7%; amazon.com 6.5%; reddit.com 5.8%

This is one reason the platform-wide Top 100 should be treated as a strategic map rather than a substitute for category research.

For category-specific Google AI Overviews studies, see the reserved research paths:

Verticals Covered

Credit, Debt, Banking and Lending

Auto Refinance Loans; Bad Credit Loans; Best Banks; Certificates of Deposits; Credit Cards; Credit Cards for Building Credit; Credit Monitoring; Credit Repair; Debt Relief & Consolidation; Home Equity Loans; Money Market Accounts; Personal Loans and Online Lenders; Savings Account; Student Loan Refinance; Student Loans; Tax Relief.

Insurance

Car Insurance; Dental insurance; Disability Insurance; Health Insurance; Life Insurance Companies; Long-Term Care Insurance; Medicare Supplement Insurance; Pet Insurance; Renters Insurance; Short Term Health Insurance; Travel Insurance; Vision Insurance.

Investing, Retirement, Mortgage and Financial Decisions

Annuities; Crypto Exchanges; Crypto Wallets; Gold IRAs and Precious Metals Dealers; Mortgage; Mortgage Refinance Lenders; Online Financial Advisors; Online Stock Brokers; Reverse Mortgage; Robo-Advisors; Structured Settlements.

Health and Medical

Addiction Treatment Centers; Assisted Living Facilities; Dental Implants; Fertility Clinics; Hearing Aids; Home Health Care; IVF Clinics; Medical Alert Systems; Mental Health Treatment Centers; Online Doctors; Online Pharmacies; Online Therapy; STD Tests; Weight Loss and Metabolic Health.

The vertical list is included so individual markets are represented in the research without requiring one thin article per vertical.

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Month-to-Month Persistence in Google AI Overviews

Month comparisonShared Top 100 domainsJaccard similarity
July vs. August9183.49%
July vs. September8878.57%
August vs. September9183.49%

Across all three months, 84 domains remained in the Google AI Overviews Top 100.

That persistence makes a multi-month publisher signal more defensible than a single screenshot, while the separate citation drift study shows why individual repeated prompts can still change source sets substantially.

How This Study Relates to Other Google AI Overviews Research

Ahrefs: more than 3 million broad U.S. queries

Ahrefs' September 2026 Google AI Overviews study analyzed citations across more than 3 million U.S. queries spanning all topics. Its ranking placed YouTube first, followed by Reddit, Facebook, Google, Instagram and Quora. Ahrefs Google AI Overviews study

That is useful prior art, but it is measuring a much broader population than this LLMAI study. Social platforms can dominate an all-topic query universe while financial and commercial publishers become much more prominent when the population is restricted to high-stakes consumer decisions.

Conductor: publishing benchmarks and organic-overlap analysis

Conductor's 2026 Publishing AI Search benchmarks analyzed large-scale AI and Google AI Overviews datasets and reported that no single publisher owned the citation field. In its Consumer Lifestyle AIO segment, NerdWallet, Healthline, Bankrate, Investopedia and GoodRx were the leading domains. Conductor Publishing AI Search Benchmarks

That result is directionally closer to the LLMAI high-stakes panel because Conductor's Consumer Lifestyle segment includes money and health publishers, but the classification system, query population, denominator and dates remain different.

Ahrefs: relationship between organic rankings and AIO citations

Ahrefs separately studied how often AI Overview citations come from traditional organic top results and reported that 38% of AIO citations pulled from the organic top 10 in its March 2026 update. Ahrefs organic ranking and AIO citation study

That addresses a different question from this article. It is about the relationship between organic ranking and citation selection, while the present study asks which domains appear most often within a high-stakes commercial prompt universe.

Tinuiti and Profound: Source Mix Changes by Platform and Category

Tinuiti's Q3 2026 AI Citation Trends Report tracks ChatGPT, Perplexity, Google AI Mode, Google AI Overviews, Gemini and Microsoft Copilot across commercial prompt categories. Its source-type analysis reports that most tracked platforms were at or near Q3 highs in social citation share, with Perplexity as a notable exception, while Google-owned surfaces increased their citation share particularly in AI Mode. Tinuiti Q3 2026 AI Citation Trends Report

Tinuiti does not use the same category mix or ranking denominator as this study, so the percentages should not be compared directly. Its relevance is structural: source mix changes by platform, category and time, which supports maintaining a Google AI Overviews-specific source map rather than assuming one blended AI citation market.

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How the LLM Authority Index Google AI Overviews Study Is Different

This study does not claim to be the largest Google AI Overviews citation dataset. Its differentiator is the measured population and the way the results are structured.

  1. High-stakes consumer decisions. The panel is restricted to consequential commercial questions involving finance, insurance, investing, mortgages, health and medical products or services.
  2. Fifty-three source vertical labels. The research spans a wide range of buyer journeys rather than a general all-topic sample.
  3. Three-month panel. July, August and September are retained separately so persistence can be measured.
  4. Response-level presence as the primary ranking. A domain counts once per response for the primary coverage metric even when multiple URLs from that domain are cited.
  5. Explicit infrastructure filtering. Obvious technical assets are excluded from public source tables under a documented rule.
  6. Direct category cuts. The platform-wide study can be decomposed into credit/debt/banking/lending, insurance, investing/retirement/mortgage/financial and health/medical decisions.
  7. Cross-platform companion studies. The Google AI Overviews results can be compared under the same broader framework with Google AI Mode, ChatGPT, Perplexity, Gemini and Microsoft Copilot.

Why Google AI Overviews Citation Studies Can Disagree

Two studies can both be accurate and still produce very different source rankings.

Differences can come from:

  • all-topic versus commercial-query populations;
  • real-user search-backed queries versus synthetic or curated prompts;
  • country and language;
  • collection dates;
  • the exact Google AI Overview surface and parser;
  • whether repeated citations from one domain count once or many times;
  • URL, hostname or registrable-domain normalization;
  • treatment of YouTube, Google-owned surfaces and social platforms;
  • failed or zero-citation response handling; and
  • whether the metric is citation share, mention share, response presence or unique pages cited.

For that reason, the percentages in this article should be compared with external research at the level of methodology and pattern rather than treated as directly interchangeable numbers.

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What the Results Mean for Publishers

A publisher can use Google AI Overviews citation data to document measurable visibility in a specific commercial source ecosystem.

Useful evidence includes:

  • response citation coverage;
  • vertical breadth;
  • high-stakes family breadth;
  • month-to-month persistence;
  • category-specific strength; and
  • comparison with the publisher's visibility on other AI platforms.

The defensible claim is that the publisher was visibly cited in measured Google AI Overviews responses. The study does not establish that publishing with a site will cause Google to cite or recommend a brand.

What the Results Mean for CMOs and Brands

For CMOs, the Top 100 is a starting point for publisher and source research, not a ready-made buying list.

A practical workflow is to identify:

  1. the broad Google AI Overviews leaders in the brand's high-stakes family;
  2. the specialist sources inside the exact vertical;
  3. which of those sources are independent publishers versus first-party brands, nonprofits, government sources or community platforms;
  4. which sources also appear in ChatGPT and Google AI Mode; and
  5. whether the source relationship persists over time.

That is more informative than assuming the all-topic AIO leaderboard applies equally to every high-value commercial decision.

Methodology

Research source

The study uses the frozen LLM Authority Index July-September 2026 archive described in the flagship methodology.

Platform scope

The public Google AI Overviews family combines the raw google_ai_overviews and google_ai_overviews_keywords collection lanes for editorial reporting. Raw surfaces remain preserved separately in the archive.

Explicit extraction failures

Observations explicitly marked as extraction failures are excluded from valid-response analysis rather than treated as ordinary zero-citation results.

Exact-repeat handling

One analytical instance is retained when month, exact raw source surface, normalized prompt and exact original citation URL set all match.

Domain normalization

Citation URLs are normalized to registrable domains using Public Suffix List logic. Original URLs remain preserved.

Infrastructure exclusions

Obvious technical or navigational artifacts, including selected Bing image/map/ad assets, OpenAI image hosts and Google account-activity pages, are excluded from public ranking tables. A platform-owned domain is not automatically excluded if the cited surface is substantive.

Primary ranking metric

response citation coverage = eligible Google AI Overviews responses citing domain / all eligible Google AI Overviews responses

A domain counts at most once per response for this metric.

Missing months

Some verticals were not produced in July. Missing months are treated as unavailable, not zero-filled. The monthly Top 100 therefore describes each month's available panel rather than a perfectly balanced set of all 53 vertical labels.

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Limitations

  1. The study does not represent all Google AI Overviews queries. It is intentionally focused on high-stakes consumer decisions.
  2. The 53 source labels are not 53 statistically independent industries. Some prompts overlap across closely related verticals.
  3. Google's AI surfaces can change quickly. Rankings describe July through September 2026.
  4. Some verticals lack July files. No missing month is imputed.
  5. Visible citations are not hidden retrieval data.
  6. Citation does not prove endorsement, influence or recommendation causation.
  7. The broad ranking mixes independent publishers, first-party companies, nonprofits, government sources, social/community platforms and platform-owned surfaces. Source-type studies should separate those classes.

Commercial Relationship Disclosure

LLM Authority Index is part of a business ecosystem that provides AI visibility, research and marketing services. Affiliated businesses may have current or historical commercial relationships with companies or publishers appearing in the dataset.

Commercial relationships are not inputs to the ranking methodology. No ranking position should be interpreted as an endorsement, and no commercial relationship should be interpreted as evidence that it caused citation visibility.

References

  1. LLM Authority Index. The 2026 AI Citation Authority Study.
  2. LLM Authority Index. The Persistence-Portability Gap.
  3. LLM Authority Index. Do AI Platforms Cite the Same Websites?.
  4. LLM Authority Index. How Stable Are AI Citations?.
  5. LLM Authority Index. Reddit's Decline in AI Citations.
  6. Ahrefs. The 50 Most-Cited Websites in Google AI Overviews, September 2026.
  7. Ahrefs. Update: 38% of AI Overview Citations Pull From the Top 10.
  8. Conductor. 2026 AI Search and AI Overview Benchmarks: Publishing.
  9. Tinuiti. AI Citation Trends Report Q3 2026.

Related LLM Authority Index Research

Foundation and measurement framework

Google AI Overviews category source studies

Google AI Overviews Reddit trend studies

Decision-family hubs

Sibling platform studies

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