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

Research on the 100 most-cited websites in Google AI Mode for high-stakes consumer decisions, based on 16,777 responses across 53 verticals.

Research21 minutesUpdated Oct 4, 2026By Mark Huntley, J.D.

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

LLM Authority Index analyzed 16,777 deduplicated Google AI Mode responses across 53 high-stakes consumer source verticals from July through September 2026.

NerdWallet ranked #1 in this high-stakes panel, appearing as a cited domain in 19.2% of Google AI Mode responses. CNBC ranked #2 at 15.6%, Reddit #3 at 14.2%, Forbes #4 at 13.3%, and YouTube #5 at 11.9%.

The ranking differs sharply from broad, all-topic Google AI Mode studies. Ahrefs' September 2026 all-topic U.S. analysis ranks Reddit #1, YouTube #2, Google #3, Facebook #4, and Instagram #5. That is not inherently a contradiction. The two studies measure different populations and use different denominators. The LLM Authority Index panel is deliberately concentrated on high-stakes commercial decisions involving credit, debt, banking, insurance, investing, retirement, mortgages, health and medical services. Ahrefs Google AI Mode study

For publishers and CMOs, the useful question is therefore not, "What does Google AI Mode cite across the whole web?" It is, "What does Google AI Mode cite when consumers are making consequential commercial decisions in my market?"

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

Answer Capsule

Which websites are most frequently cited by Google AI Mode for high-stakes consumer decisions? In the LLM Authority Index July-September 2026 panel, NerdWallet ranked #1, followed by CNBC, Reddit, Forbes and YouTube by response-level citation coverage. The study analyzes 16,777 deduplicated Google AI Mode responses, 122,989 visible citation events, and 10,659 registrable cited domains. The Top 100 account for 46.6% of all domain-response appearances. AI Mode and Google AI Overviews share 82 of their Top 100 domains, but their ranking order and citation depth differ materially, so publishers should not treat the two Google AI surfaces as one source ecosystem.

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Key Findings

  • The raw archive contains 18,827 July-September Google AI Mode observations across the preserved AI Mode collection lanes.
  • 415 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 Mode analysis contains 16,777 deduplicated responses.
  • Those responses contain 122,989 visible citation events.
  • The dataset contains 10,659 registrable cited domains and 97,029 response-level domain appearances.
  • NerdWallet ranked #1 at 19.2% response coverage, followed by CNBC at 15.6%, Reddit at 14.2%, Forbes at 13.3%, and YouTube at 11.9%.
  • The Top 25 domains accounted for 30.1% of domain-response appearances; the Top 100 accounted for 46.6%.
  • 83 domains appeared in the Google AI Mode Top 100 in July, August and September.
  • July and September shared 89 of 100 leading domains, producing 80.2% Jaccard similarity.
  • Google AI Mode produced substantially more citation events per response than Google AI Overviews in this panel. This describes the observed output format and collection surface, not market share or product quality.
  • Google AI Mode and Google AI Overviews shared 82 of their Top 100 domains, or 69.5% Jaccard similarity.
  • The category source mix varied considerably. In Credit, Debt, Banking and Lending, NerdWallet appeared in 31.2% of AI Mode responses, while GoodRx and YouTube led the Health and Medical family.

Questions This Study Answers

  • Which publishers are cited most often by Google AI Mode during high-stakes consumer research?
  • Which third-party websites should CMOs investigate for Google AI Mode visibility in finance, insurance and health?
  • Which publishers can demonstrate measurable Google AI Mode citation visibility to advertisers?
  • Does Google AI Mode cite the same websites as Google AI Overviews?
  • Which sources remain in the Google AI Mode Top 100 month after month?
  • Which websites have citation visibility across the broadest number of high-value consumer verticals?
  • Does a broad all-topic AI Mode leaderboard accurately describe high-stakes commercial questions?
  • Should brands use one Google publisher-outreach list for both AI Mode and AI Overviews?

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Why This Research Belongs in Daily AI Search Marketing Decisions

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

Google AI Mode is not simply a longer version of a traditional search result. In this panel it produced far more visible citation events per response than Google AI Overviews, while drawing from a source ecosystem that is related to, but not identical with, the other major AI platforms.

For publishers, that creates a measurable commercial asset: AI Mode citation visibility can be documented by platform, category, vertical and time rather than reduced to organic rank or one blended AI visibility score.

For brands and CMOs, the operating question is different:

Which sources are already present around the consequential commercial questions our customers ask in Google AI Mode, and which of those sources deserve attention for PR, partnerships, content distribution, competitive research and AI search optimization?

Three findings matter for daily planning:

  • the Top 100 account for 46.6% of domain-response appearances;
  • 83 domains remained in the Google AI Mode Top 100 in July, August and September; and
  • the median of the three monthly Top 100 Jaccard comparisons was 80.2%.

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

At the same time, the final cross-platform study shows that Google AI Mode shared 82 Top 100 domains with Google AI Overviews, 68 with Perplexity, 60 with Gemini, 53 with ChatGPT and 42 with Microsoft Copilot.

This is why the Persistence-Portability Gap framework matters. Article 10 shows a highly persistent source portfolio inside Google AI Mode. Article 03 shows that portability from that portfolio to other AI platforms varies materially.

A platform-specific gap should not be created by subtracting one pairwise platform-overlap statistic from Article 10's monthly persistence. Those measurements use different comparison structures. The defensible commercial conclusion is:

Google AI Mode has a durable source core, but a durable Google AI Mode 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, CNBC, Reddit, Forbes and YouTube lead the measured high-stakes AI Mode source map"Our domain is measurably visible in Google AI Mode for this defined commercial decision population."Use the platform-wide leaders as a strategic research tier, then evaluate category, vertical and prompt fit before outreach or investment.
The Top 100 account for 46.6% of domain-response appearances"AI Mode has a recurring high-frequency source layer, but the market remains broader than the top few domains."Maintain both a core source list and a specialist long-tail list.
83 domains remained in the Top 100 across all three months"Multi-month Top 100 presence is stronger evidence of persistent AI Mode visibility than a one-time screenshot."Use recurring sources as the durable planning layer for PR, partnerships, earned media and competitive research.
Median monthly Top 100 persistence is 80.2%"The leading AI Mode source portfolio was highly persistent during the study window."Avoid rebuilding the entire AI Mode source strategy every month. Monitor movement around a stable core.
Google AI Mode and Google AI Overviews share 82 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 Mode and AI Overviews separately.
Google AI Mode shares only 53 Top 100 domains with ChatGPT and 42 with Microsoft Copilot"Strong AI Mode visibility does not establish equivalent visibility on other AI platforms."Maintain platform-specific publisher and source maps rather than extending Google assumptions to every engine.
Source leadership changes materially by decision family"Our strongest AI Mode 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-owned source visibility is rising in external AI Mode research"Platform-owned sources can be part of the visible competitive source environment."Track substantive Google-owned surfaces separately from third-party publishers so source strategy reflects the actual AI Mode ecosystem.
Broad all-topic studies rank Reddit and YouTube far above many financial publishers"Citation leadership depends on the query population and measurement contract."Do not import an all-topic source leaderboard directly into a finance, insurance or healthcare campaign.
Buyer-intent research finds high source fragmentation across engines"AI source authority is engine-specific enough that one publisher list creates blind spots."Pair the AI Mode source map with the cross-platform study before assuming a source strategy transfers.
Citation visibility does not establish recommendation causality"Our content is measurably present in the visible AI Mode 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 Mode 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 also matter in Google AI Overviews, ChatGPT, Gemini, Perplexity and Microsoft 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 AI Mode to cite or recommend a brand.

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

Article 10 is the Google AI Mode platform hub in the LLM Authority Index High-Stakes Consumer Decisions series.

The surrounding studies answer different operating questions:

  • The 2026 AI Citation Authority Study establishes the full source ecosystem and four decision-family structure.
  • The Persistence-Portability Gap separates temporal source persistence from cross-platform source portability.
  • Do AI Platforms Cite the Same Websites? shows how the Google AI Mode Top 100 overlaps with the other five platform source lists.
  • How Stable Are AI Citations? explains why a persistent platform-wide publisher portfolio can coexist with high same-prompt source turnover.
  • Reddit's Decline in AI Citations provides the overall longitudinal Reddit context.
  • Articles 16, 19, 22 and 25 break Google AI Mode source authority into the four decision families.
  • Articles 44, 47, 50 and 53 measure how Reddit citation visibility changed specifically inside Google AI Mode for those same four families.
  • Articles 09, 11, 12, 13 and 14 provide the comparable overall source maps for Google AI Overviews, ChatGPT, Gemini, Perplexity and Microsoft Copilot.

Article 10 should therefore be used as the platform-wide starting point. The category child studies answer which Google AI Mode sources matter for a specific commercial decision family. The Reddit studies answer how one important source changed over time inside Google AI Mode. The sibling platform studies answer whether the same source strategy transfers to another AI engine.

What We Studied

The public Google AI Mode family consolidates the preserved source surfaces used for AI Mode collection while retaining those raw lanes in the underlying archive.

Study size

MeasureCount
Raw Google AI Mode observations18,827
Explicit extraction failures415
Raw citation-array entries138,166
Deduplicated Google AI Mode responses16,777
Visible citation events122,989
Registrable cited domains10,659
Domain-response appearances97,029
Source vertical labels53
High-stakes decision families4
Months3

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The 25 Most Frequently Cited Domains in Google AI Mode

RankDomainResponses citing domainResponse coverageCitation eventsVerticalsFamiliesJulAugSep
1nerdwallet.com3,22519.22%5,493363111
2cnbc.com2,62015.62%4,122374322
3reddit.com2,39014.25%3,577504235
4forbes.com2,22613.27%2,611444444
5youtube.com1,99111.87%3,482524853
6investopedia.com1,88011.21%2,748374576
7bankrate.com1,76110.50%2,871263669
8money.com1,73410.34%1,879394787
9usnews.com1,5899.47%2,294424998
10yahoo.com1,3417.99%1,659484101010
11wsj.com9735.80%1,153264111111
12experian.com7664.57%1,004293121312
13lendingtree.com7444.43%988203131214
14sofi.com6143.66%708273191415
15creditkarma.com5803.46%687213151516
16google.com5713.40%2,500504182213
17marketwatch.com5603.34%775223141620
18businessinsider.com5343.18%618364162117
19goodrx.com5163.08%1,125202201919
20firstcard.app4962.96%745183171822
21credible.com4852.89%726143232018
22fidelity.com4432.64%543183212323
23bankofamerica.com4362.60%500182221735
24navyfederal.org3712.21%416142262925
25usbank.com3712.21%454213282430

This is a source-visibility ranking, not a quality score, endorsement, recommendation score or claim of causal influence.

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The Full Top 100 Google AI Mode Citation Sources

RankDomainResponses citing domainResponse coverageCitation eventsVerticalsFamiliesJulAugSep
1nerdwallet.com3,22519.22%5,493363111
2cnbc.com2,62015.62%4,122374322
3reddit.com2,39014.25%3,577504235
4forbes.com2,22613.27%2,611444444
5youtube.com1,99111.87%3,482524853
6investopedia.com1,88011.21%2,748374576
7bankrate.com1,76110.50%2,871263669
8money.com1,73410.34%1,879394787
9usnews.com1,5899.47%2,294424998
10yahoo.com1,3417.99%1,659484101010
11wsj.com9735.80%1,153264111111
12experian.com7664.57%1,004293121312
13lendingtree.com7444.43%988203131214
14sofi.com6143.66%708273191415
15creditkarma.com5803.46%687213151516
16google.com5713.40%2,500504182213
17marketwatch.com5603.34%775223141620
18businessinsider.com5343.18%618364162117
19goodrx.com5163.08%1,125202201919
20firstcard.app4962.96%745183171822
21credible.com4852.89%726143232018
22fidelity.com4432.64%543183212323
23bankofamerica.com4362.60%500182221735
24navyfederal.org3712.21%416142262925
25usbank.com3712.21%454213282430
26wallethub.com3712.21%610193243129
27chase.com3702.21%435233272531
28facebook.com3642.17%402454432821
29cbsnews.com3532.10%412284293024
30amazon.com3382.01%444133253832
31fool.com3291.96%390174343228
32ncoa.org3291.96%63382542626
33seniorliving.org3271.95%470184322738
34healthline.com3131.87%382152303734
35insurify.com3011.79%445133363537
36finder.com2971.77%326202513927
37moneylion.com2971.77%375173384033
38humana.com2891.72%37682443636
39schwab.com2811.67%330113354140
40wellsfargo.com2791.66%306182403345
41capitalone.com2721.62%318143414339
42squaremouth.com2711.62%80821334243
43upstart.com2631.57%31151374442
44aspendental.com2451.46%33722643450
45discover.com2441.45%300132315552
46thepointsguy.com2441.45%27552494544
47pawlicy.com2311.38%42111455348
48deltadental.com2291.36%32822484756
49fortune.com2271.35%252203695241
50lendedu.com2271.35%259162524954
51smartasset.com2241.34%241182426449
52consumerreports.org2131.27%265224585851
53themortgagereports.com2131.27%27582744858
54progressive.com2091.25%246113565079
55cardrates.com2081.24%35991575171
56guardianlife.com2081.24%25373655753
57everydayhealth.com2061.23%239102505967
58uhc.com2051.22%247102755455
59insuremytrip.com2031.21%25021536268
60kiplinger.com2021.20%206244556959
61healthcareinsider.com2011.20%29692606165
62doctorondemand.com2001.19%26541397682
63kaiserpermanente.org1981.18%218102626366
64affordabledentures.com1961.17%28811884674
65ally.com1961.17%201123816747
66cigna.com1941.16%239102685672
67jmbullion.com1931.15%29111596873
68robinhood.com1861.11%19751619260
69redentklinik.com1831.09%34872478389
70valuepenguin.com1821.08%237164906564
71anthem.com1791.07%21361777562
72sesamecare.com1771.06%28451808263
73apmex.com1751.04%26711637983
74chime.com1751.04%221132677084
75walgreens.com1721.03%204516610670
76hearingtracker.com1701.01%37611737191
77stockbrokers.com1701.01%24341847880
78allianztravelinsurance.com1630.97%20311768090
79petsbest.com1630.97%17611797396
80safehome.org1620.97%273221926061
81lemonade.com1580.94%186411247769
82thecreditpeople.com1580.94%221112939677
83theseniorlist.com1570.94%185932019146
84internationalinsurance.com1560.93%19831838798
85kraken.com1560.93%196514645457
86talkspace.com1560.93%230417093110
87aspcapetinsurance.com1540.92%19811917299
88deltadentalins.com1520.91%17911948195
89instagram.com1520.91%1773141008685
90cnet.com1510.90%1631647210897
91moneygeek.com1470.88%16412378104102
92medicalnewstoday.com1460.87%1511221169086
93plushcare.com1430.85%192418795108
94pnc.com1430.85%15314213866105
95carecredit.com1420.85%158721149488
96insurancebusinessmag.com1410.84%164929589113
97insure.com1410.84%163721139892
98americanexpress.com1400.83%1551029988106
99consumeraffairs.com1400.83%15429410211781
100rocketmortgage.com1370.82%1578213074115

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Citation Concentration

Ranking depthShare of domain-response appearancesShare of citation events
Top 1021.39%24.99%
Top 2530.11%35.51%
Top 5037.63%43.60%
Top 10046.59%52.68%

The head of the distribution is meaningful, but the long tail remains large. More than ten thousand registrable domains appeared somewhere in the AI Mode corpus.

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

High-stakes familyResponsesFive leading cited domains
Credit, Debt, Banking and Lending4,972nerdwallet.com 31.2%, cnbc.com 29.0%, bankrate.com 27.8%, reddit.com 17.1%, forbes.com 14.2%
Insurance3,960usnews.com 20.8%, nerdwallet.com 20.7%, forbes.com 19.6%, money.com 14.9%, reddit.com 14.3%
Investing, Retirement, Mortgage and Financial Decisions3,689nerdwallet.com 23.1%, investopedia.com 20.3%, reddit.com 20.2%, cnbc.com 19.6%, money.com 14.3%
Health and Medical4,156goodrx.com 11.0%, youtube.com 10.9%, amazon.com 7.9%, ncoa.org 7.3%, healthline.com 6.7%

The category differences are commercially important. A publisher can be a major AI Mode source in one family without ranking near the top of another. This is why the platform-wide Top 100 should be used as a strategic map, not as a replacement for category-level analysis.

Google AI Mode and Google AI Overviews Are Related, Not Identical

The two Google surfaces were the most similar platform pair in the broader LLMAI study, but they were not interchangeable.

  • 82 domains appeared in both Top 100 lists.
  • The resulting Top 100 Jaccard similarity was 69.5%.
  • AI Mode's Top 5 in this panel was NerdWallet, CNBC, Reddit, Forbes and YouTube.
  • Google AI Overviews' Top 5 was NerdWallet, Reddit, CNBC, YouTube and Bankrate.
  • AI Mode generated 122,989 visible citation events across 16,777 responses, while the corresponding AI Overviews study recorded 78,783 public-facing citation events across 17,729 responses under its published exclusions.

The difference in citation depth does not prove that one surface performs more research or uses more sources internally. It describes the visible citations surfaced by the two products under this collection framework.

For the companion study, see The 100 Most-Cited Websites in Google AI Overviews for High-Stakes Consumer Decisions.

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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.

Month-to-Month Persistence in Google AI Mode

Month comparisonShared Top 100 domainsJaccard similarity
July vs. August8777.0%
July vs. September8980.2%
August vs. September9081.8%

Across all three months, 83 domains remained in the Google AI Mode Top 100.

That is strong portfolio-level persistence. It does not mean the exact sources attached to an individual repeated question were equally stable. The companion citation-drift study separately measures same-prompt source turnover.

How This Study Relates to Other Google AI Mode Research

Ahrefs: broad U.S. queries

Ahrefs' September 2026 Google AI Mode leaderboard uses a broad set of U.S. queries spanning all topics and ranks domains by mention share among the leading sources. Reddit, YouTube, Google, Facebook and Instagram occupy its first five positions. Ahrefs Google AI Mode study

The LLMAI high-stakes panel produces a different first five because its prompt population is heavily concentrated in financial, insurance and health decisions. NerdWallet and CNBC therefore become much more prominent, while Facebook and Instagram are far less central.

Tinuiti: commercial product and prompt categories

Tinuiti's Q3 2026 AI Citation Trends work tracks six major AI platforms across commercial categories and reports a strong increase in Google-owned source visibility in AI Mode, including Google Business Profiles, product cards and other Google.com surfaces. Tinuiti Q3 AI Citation Trends

That research is useful context for interpreting the presence of Google-owned citations. The LLMAI ranking does not automatically remove a substantive source merely because Google owns the domain, although obvious technical or non-substantive infrastructure is treated separately.

Foglift: Frozen Buyer-Intent Prompts Still Produce Different Source Markets by Engine

Foglift's September 2026 research retained the same 75 brand-neutral buyer-intent prompts across 25 verticals for its Q3 benchmark. Across 375 responses from five engine lanes, Foglift reported 1,510 distinct cited domains. Among the 92 domains appearing in the combined engine Top 25 lists, 75% appeared in only one engine, and none appeared in all five. Foglift Research

Foglift's engine set and Google implementation are not identical to this study, so the percentages should not be treated as directly comparable with the LLM Authority Index Top 100 overlap values.

The relevant agreement is structural: buyer-intent source markets remain highly engine-specific even when the same commercial questions are held constant. That supports publishing Google AI Mode separately from Google AI Overviews instead of collapsing both surfaces into one "Google AI" source ranking.

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How the LLM Authority Index Google AI Mode Study Is Different

This study is differentiated by the combination of:

  • high-stakes commercial intent, rather than an all-topic query population;
  • 53 source vertical labels across four consequential consumer decision families;
  • three monthly collection periods rather than one snapshot;
  • response-level domain presence as the primary ranking metric;
  • raw citation-event counts reported separately from response presence;
  • registrable-domain normalization;
  • explicit extraction-failure accounting;
  • cross-vertical exact-repeat handling; and
  • direct comparability with the companion Google AI Overviews, ChatGPT, Gemini, Perplexity and Copilot studies built from the same research program.

Why Google AI Mode Citation Studies Can Disagree

Different studies can produce different rankings because they measure different populations and sometimes different versions of the product.

Important variables include:

  • prompt intent and category mix;
  • geography;
  • collection date;
  • whether the study captures AI Mode from a consumer search surface, another interface or an API-backed monitoring lane;
  • whether citations are counted once per response or once per URL;
  • whether Google-owned sources, product cards, maps and other surfaces are included;
  • domain normalization;
  • treatment of zero-citation responses and extraction failures; and
  • whether rankings are based on all citations, only leading sources, or response-level presence.

A broad all-topic study and a high-stakes commercial-decision study should not be expected to produce the same leading publishers.

What the Results Mean for Publishers

For publishers, this study provides several defensible commercial measurements:

  • response-level Google AI Mode citation coverage;
  • vertical breadth;
  • high-stakes family breadth;
  • monthly persistence;
  • citation-event volume; and
  • overlap with other AI platforms.

A publisher can use those measurements in an advertiser or partner conversation without claiming that publishing on its site will cause Google AI Mode to recommend a brand.

A safer claim is:

Our domain is measurably present among the sources Google AI Mode cites when answering high-stakes consumer questions in this market.

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What the Results Mean for CMOs and Brands

For CMOs, the Top 100 should be a starting map rather than a media-buy list.

A stronger workflow is to identify:

  1. publishers with strong overall AI Mode visibility;
  2. publishers that are strong in the brand's exact category;
  3. publishers that remain visible across several months;
  4. sources that also appear in Google AI Overviews and ChatGPT; and
  5. independent third-party publishers versus company-owned, government, nonprofit, community and platform-owned sources.

The category studies provide the next layer:

Methodology

Research source

This analysis uses the same frozen archive and cleaning framework as the 2026 AI Citation Authority Study.

Unit of observation

The unit is one AI Mode response observation associated with a prompt, month and raw source surface.

Explicit extraction failures

Observations explicitly marked as extraction failures are excluded rather than treated as ordinary zero-citation answers.

Exact-repeat handling

For corpus-level analysis, records with the same month, exact raw source surface, normalized prompt and exact citation URL set are counted once. This is an anti-double-counting rule for overlapping exports and does not assert that the upstream system executed the prompt only once.

Prompt normalization

Prompt matching uses Unicode NFKC normalization, case folding, whitespace collapse and trimming.

Domain normalization

Citation URLs are parsed to hostnames and consolidated to registrable domains using public-suffix logic. Raw URLs remain preserved in the research archive.

Response citation coverage

A domain counts no more than once within a response for the primary ranking.

response citation coverage = eligible AI Mode responses citing domain / all eligible AI Mode responses

Citation-event count

Citation events are reported separately. Multiple URLs from the same domain can create multiple citation events in one response.

Platform-owned sources

Substantive platform-owned pages are not automatically deleted solely because Google owns the domain. Obvious technical, image, navigation and tracking artifacts are handled separately under the public ranking rules.

No causal interpretation

Visible citation is an observed source relationship. It does not establish that the source caused a brand to be mentioned, recommended or ranked.

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Limitations

  1. The study measures visible citations, not hidden retrieval or training data.
  2. The prompt universe is intentionally commercial and high stakes, not representative of all AI Mode use.
  3. Google can change AI Mode interfaces, source presentation and retrieval behavior quickly.
  4. The source archive is not a perfectly balanced panel of verticals across all three months because some July datasets were never produced.
  5. Domain-level analysis can hide page-level turnover.
  6. Citation does not equal endorsement, recommendation or causation.
  7. Google-owned substantive source surfaces are not equivalent to independent editorial publishers and should be interpreted separately.
  8. Absolute percentages from other providers should not be compared directly unless the prompt population, denominator and collection contract are equivalent.

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. The 100 Most-Cited Websites in Google AI Overviews for High-Stakes Consumer Decisions.
  4. LLM Authority Index. Do AI Platforms Cite the Same Websites?.
  5. LLM Authority Index. How Stable Are AI Citations?.
  6. LLM Authority Index. Reddit's Decline in AI Citations.
  7. Ahrefs. The 50 Most-Cited Websites in Google AI Mode, September 2026.
  8. Tinuiti. Q3 2026 AI Citation Trends Report.
  9. Foglift Research. Most-Cited Domains in AI Search: Q3 2026.

Related LLM Authority Index Research

Foundation and measurement framework

Google AI Mode category source studies

Google AI Mode Reddit trend studies

Decision-family hubs

Sibling platform studies

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