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AI Visibility Index

Web Sources Index 2.0: YouTube, Wikipedia and Reddit Lead

Published April 4, 2026

YouTube: 35/254 (13.8%; 95% interval 10.1–18.6%). Wikipedia: 25/254 (9.8%; 95% interval 6.8–14.1%).

AI Visibility Index

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Original research from 5W's strategy and analytics teams.

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Web Sources Index 2.0: YouTube, Wikipedia and Reddit Lead

Measured November 4, 2026 · 5W Public Relations. Measured November 4, 2026.

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Download the evidence pack (ZIP): every answer, citation and count behind this report

YouTube: 35/254 (13.8%; 95% interval 10.1–18.6%). Wikipedia: 25/254 (9.8%; 95% interval 6.8–14.1%). Reddit: 21/254 (8.3%; 95% interval 5.5–12.3%). All three 95% intervals overlap; no sole leader is established. The most-cited untracked site, rtings.com, was cited in 29 answers.

288
AI answers analyzed across ChatGPT, Claude, Gemini and Perplexity
13.8%
of 254 grounded answers cited YouTube (35/254)
3
tracked sources cited at least once (of 4)
94.3%
of Google searches showed an AI Overview (66 of 70)

Version 2. This version replaces the first version of this study, first published May 13, 2026. It uses measured counts, so the two versions are not comparable. Version 2 asks 24 questions three times each on ChatGPT, Claude, Gemini and Perplexity (288 answers) and adds Google AI Overviews. Every rate comes with its count and a 95% interval.

What the data shows

  • 35/254 (13.8%) YouTube, Wikipedia and Reddit lead this measured set. YouTube: 35/254 (13.8%; 95% interval 10.1–18.6%). Wikipedia: 25/254 (9.8%; 95% interval 6.8–14.1%). Reddit: 21/254 (8.3%; 95% interval 5.5–12.3%). All three 95% intervals overlap; no sole leader is established. The ranking covers tracked sources only. Untracked cited domains include rtings.com (29 answers), tomsguide.com (22 answers), fidelity.com (17 answers), mayoclinic.org (16 answers), techradar.com (16 answers), forbes.com (15 answers), kingarthurbaking.com (14 answers), capterra.com (11 answers), cerave.com (11 answers), zdnet.com (11 answers).
  • 18/288 (6.2%) Wikipedia was the first brand named in 18 of 288 answers, more than any other tracked brand. Its average first position was 1. YouTube was named first in 1 of 288.
  • 16/72 (22.2%) ChatGPT named Wikipedia in 16 of 72 answers. The other engines named it in 0 to 2 of 72.
  • 35/254 (13.8%) YouTube's own domains were cited in 35 of 254 grounded answers, more than any other tracked brand. Wikipedia followed at 25 of 254. 1 of 4 tracked brands had 0 of 254.
  • 66/70 (94.3%) Google AI Overviews appeared on 66 of 70 searches (CI 86.2–97.8%). On the other 4, no overview was shown.
  • 62/66 (93.9%) YouTube was the brand named most often in AI Overviews, at 62 of 66, followed by Reddit at 26 of 66 (39.4%). In the four-engine set, YouTube was named in 35 of 288 answers (13.8%).
  • 29/254 (11.4%) rtings.com was cited in 29 of 254 grounded four-engine answers, with 38 of 2,070 citations (1.8%). tomsguide.com came second with 37 citations in 22 answers (8.7%).
  • 0/12 (0.0%) For 'What is the best robot vacuum?', none of the tracked brands was named in any of 12 four-engine answers.

Tracked sources by cited-answer penetration

Ranking of tracked sources by citation penetration across 254 grounded answers; not textual mentions.

YouTube13.8%
Wikipedia9.8%
Reddit8.3%
#NameNamed inAppearance rate95% interval
1YouTube35/25413.8%10.1–18.6%
2Wikipedia25/2549.8%6.8–14.1%
3Reddit21/2548.3%5.5–12.3%

The full list

Tracked platforms only. Text mention and first-mention data remain separate in the evidence.

#Tracked sourceCited answersCitation penetration95% intervalFirst mentionOwn-domain citationCitation share
1YouTube35/25413.8%10.1–18.6%113.8% (35/254)1.7%
2Wikipedia25/2549.8%6.8–14.1%19.8% (25/254)1.6%
3Reddit21/2548.3%5.5–12.3%–8.3% (21/254)1%
4Google.com0/2540%0–1.5%–0% (0/254)0%

Separately ranked: Publishers

Publisher domains by citation penetration across the same 254 grounded answers. Ranked separately from platforms; the title follows the platform table only.

#PublisherCited answersPenetration95% intervalNamed first
1PCMag24/2549.4%6.4–13.7%13
2The New York Times12/2544.7%2.7–8.1%3
3Consumer Reports10/2543.9%2.2–7.1%3
4CNET9/2543.5%1.9–6.6%4
5Wirecutter9/2543.5%1.9–6.6%0
6Bloomberg0/2540.0%0.0–1.5%0
7Reuters0/2540.0%0.0–1.5%0

Top untracked domains beside the tracked ranking

The ranking covers tracked sources only. Untracked cited domains include rtings.com (29 answers), tomsguide.com (22 answers), fidelity.com (17 answers), mayoclinic.org (16 answers), techradar.com (16 answers), forbes.com (15 answers), kingarthurbaking.com (14 answers), capterra.com (11 answers), cerave.com (11 answers), zdnet.com (11 answers).

DomainCited answersPenetrationCitation share
rtings.com29/25411.4%1.8%
tomsguide.com22/2548.7%1.8%
fidelity.com17/2546.7%0.9%
mayoclinic.org16/2546.3%1.0%
techradar.com16/2546.3%1.1%
forbes.com15/2545.9%0.7%
kingarthurbaking.com14/2545.5%0.9%
capterra.com11/2544.3%0.5%
cerave.com11/2544.3%0.7%
zdnet.com11/2544.3%0.5%
health.clevelandclinic.org10/2543.9%0.6%
lonelyplanet.com10/2543.9%0.7%
nbcnews.com10/2543.9%0.6%
aad.org9/2543.5%0.5%
fender.com9/2543.5%0.8%
travel.usnews.com9/2543.5%0.4%
akc.org8/2543.1%0.7%
aspca.org8/2543.1%0.7%
edmunds.com8/2543.1%0.4%
homedepot.com8/2543.1%0.5%

Secondary measure: text mentions

Answers naming each tracked source in text, out of 288 four-engine answers. This is secondary; the main ranking above is citation penetration of grounded answers.

#Tracked sourceNamed answersAppearance rateNamed first
1Wikipedia18/2886.3%18
2YouTube1/2880.3%1
3Google.com0/2880.0%0
4Reddit0/2880.0%0

The top eight, side by side

#NameAppearance rateAnswers and intervalOther measures
1YouTube13.8%Cited in 35/254 grounded answers · 95% interval 10.1–18.6%first-mention position: 1; owned-domain citation (35/254): 13.8%; citation share: 1.7%
2Wikipedia9.8%Cited in 25/254 grounded answers · 95% interval 6.8–14.1%first-mention position: 1; owned-domain citation (25/254): 9.8%; citation share: 1.6%
3Reddit8.3%Cited in 21/254 grounded answers · 95% interval 5.5–12.3%first-mention position: –; owned-domain citation (21/254): 8.3%; citation share: 1%
4Google.com0.0%Cited in 0/254 grounded answers · 95% interval 0.0–1.5%first-mention position: –; owned-domain citation (0/254): 0%; citation share: 0%

Same questions, different answers

Cited-answer penetration for tracked sources, using each engine’s own grounded-answer denominator.

ChatGPT

72 asked · 72 returned · 72 grounded

Wikipedia22.2%
YouTube0.0%
Reddit0.0%
Google.com0.0%

Claude

72 asked · 72 returned · 38 grounded

Wikipedia15.8%
YouTube0.0%
Reddit0.0%
Google.com0.0%

Gemini

72 asked · 72 returned · 72 grounded

YouTube48.6%
Reddit29.2%
Wikipedia0.0%
Google.com0.0%

Perplexity

72 asked · 72 returned · 72 grounded

Wikipedia4.2%
YouTube0.0%
Reddit0.0%
Google.com0.0%

Which platforms each sector cites

Up to three tracked platforms cited in the most grounded answers per sector (three questions each), as cited answers / grounded answers. Platforms with no citations are left out.

SectorFour chat engines: most-cited tracked platformsGoogle AI Overviews
AutomotiveWikipedia (5/21), Reddit (2/21), YouTube (1/21)YouTube (6/6), Reddit (3/6)
B2B softwareWikipedia (2/36), YouTube (1/36)Reddit (6/7), YouTube (6/7)
BeautyYouTube (2/21), Reddit (1/21)YouTube (2/6)
Consumer electronicsYouTube (8/33), Reddit (5/33), Wikipedia (3/33)YouTube (7/7), Reddit (4/7), Wikipedia (2/7)
Food and cookingReddit (3/18), Wikipedia (3/18), YouTube (3/18)YouTube (4/6), Reddit (2/6)
Health informationWikipedia (1/18), YouTube (1/18)YouTube (6/6)
Hobbies and learningYouTube (8/44), Reddit (5/44), Wikipedia (4/44)YouTube (12/12), Reddit (9/12)
Home and DIYYouTube (6/18), Wikipedia (3/18)YouTube (6/6), Reddit (2/6), Wikipedia (2/6)
Personal financeYouTube (3/21), Reddit (2/21), Wikipedia (2/21)YouTube (6/6), Reddit (3/6)
TravelReddit (3/24), Wikipedia (2/24), YouTube (2/24)YouTube (4/4)

The fifth engine

AI Overview rankings below use citations to tracked source domains; they are not pooled with text-mention rankings.

94%
Trigger rate: 66 of 70 searches

66 of 70 successful searches showed an AI Overview. YouTube was cited in 59/66 overviews (89.4%). Reddit was cited in 29/66 overviews (43.9%). Wikipedia was cited in 4/66 overviews (6.1%). Google.com was cited in 0/66 overviews (0.0%).

Five-engine rankNameFive-engine rateFour-engine rank
1YouTube89.4%1
2Reddit43.9%3
3Wikipedia6.1%2
4Google.com0.0%4

Who each question surfaces first

Six questions, ranked by cited-domain penetration within each question’s grounded answers.

QuestionLeaderNextAI Overview
Q01 · 12 grounded answersYouTube 25.0%Reddit 16.7%; Google.com 0.0%AI Overview shown on 1 of 3 successful searches
Q02 · 9 grounded answersYouTube 33.3%Google.com 0.0%; Reddit 0.0%AI Overview shown on 3 of 3 successful searches
Q03 · 12 grounded answersYouTube 25.0%Reddit 8.3%; Google.com 0.0%AI Overview shown on 3 of 3 successful searches
Q04 · 12 grounded answersYouTube 16.7%Google.com 0.0%; Reddit 0.0%AI Overview shown on 3 of 3 successful searches
Q05 · 12 grounded answersGoogle.com 0.0%Reddit 0.0%; Wikipedia 0.0%AI Overview shown on 3 of 3 successful searches
Q06 · 12 grounded answersWikipedia 16.7%YouTube 8.3%; Google.com 0.0%AI Overview shown on 1 of 3 successful searches

Most-cited domains

The four engines produced 2,070 citations in total. rtings.com was cited most often, with 38 citations (1.8%) across 29 answers. Next came tomsguide.com (37), youtube.com (35), en.wikipedia.org (33), pcmag.com (30), techradar.com (22).

Four AI engines · share of 254 grounded answers

youtube.com13.8%
rtings.com11.4%
en.wikipedia.org9.8%
pcmag.com9.4%
tomsguide.com8.7%
reddit.com8.3%
fidelity.com6.7%
techradar.com6.3%
mayoclinic.org6.3%
forbes.com5.9%

Google AI Overviews · share of 66 overviews

youtube.com89.4%
reddit.com43.9%
instagram.com21.2%
facebook.com12.1%
investor.vanguard.com9.1%
pcmag.com9.1%
en.wikipedia.org6.1%
edmunds.com4.5%
bose.com4.5%
salesforce.com4.5%

Citation share by source type

Share of all citations by the type of site cited.

Source typeFour AI engines (of 2,070 citations)Google AI Overviews (of 559 citations)
Other / unclassified1,005 (48.6%)153 (27.4%)
Company / brand sites275 (13.3%)59 (10.6%)
Review / comparison publishers259 (12.5%)21 (3.8%)
General news / business press176 (8.5%)2 (0.4%)
Official / government84 (4.1%)6 (1.1%)
Community / social75 (3.6%)288 (51.5%)
Health publishers62 (3%)9 (1.6%)
Reference60 (2.9%)10 (1.8%)
Directories / rankings26 (1.3%)3 (0.5%)
Trade / specialist press17 (0.8%)1 (0.2%)
Institutions / trade bodies17 (0.8%)7 (1.3%)
Research / data providers12 (0.6%)0 (0%)
General news / sports media2 (0.1%)0 (0%)

How can web platforms improve their AI visibility?

These steps follow from the measured results above. They describe what the engines cited in this study and are not a guarantee of results.

StepWhat this study measured
Put your facts on your own domain.YouTube's own domains were cited in 13.8% of grounded answers, Wikipedia's in 9.8% and Reddit's in 8.3%. YouTube was named in only 0.3% of answers, yet its own domains were cited in 13.8%.
Keep your facts accurate on the sites engines cite.The most-cited sites other than the tracked names' own were rtings.com (in 11.4% of grounded answers), pcmag.com (9.4%), tomsguide.com (8.7%), fidelity.com (6.7%) and techradar.com (6.3%). Review and comparison publishers supplied 12.5% of citations and general news and business press 8.5%.
Check each engine separately.ChatGPT named Wikipedia in 22.2% of answers against 0.0% on Gemini. Claude named YouTube in 1.4% of answers against 0.0% on ChatGPT.
Re-run the same questions every month.Compare counts and intervals, not ranks. The 24 questions are in the appendix.

What AI answers

Which tracked sources are cited most often?

YouTube, Wikipedia and Reddit lead this measured set. YouTube: 35/254 (13.8%; 95% interval 10.1–18.6%). Wikipedia: 25/254 (9.8%; 95% interval 6.8–14.1%). Reddit: 21/254 (8.3%; 95% interval 5.5–12.3%). All three 95% intervals overlap; no sole leader is established. The ranking covers tracked sources only. Untracked cited domains include rtings.com (29 answers), tomsguide.com (22 answers), fidelity.com (17 answers), mayoclinic.org (16 answers), techradar.com (16 answers), forbes.com (15 answers), kingarthurbaking.com (14 answers), capterra.com (11 answers), cerave.com (11 answers), zdnet.com (11 answers).

Which brand is named first most often?

Wikipedia was the first brand named in 18 of 288 answers, with an average first position of 1.

How often do Google AI Overviews appear for these questions?

An overview appeared on 66 of 70 searches (94.3%, CI 86.2–97.8%). Within those 66 overviews, YouTube was named most often, in 62 (93.9%).

Which sources do the engines cite?

Across 2,070 four-engine citations, rtings.com was cited most (38 citations, in 29 of 254 grounded answers), followed by tomsguide.com (37 citations).

Do the four engines agree?

Only in part. ChatGPT named Wikipedia in 16 of 72 answers, against 0 to 2 of 72 on the other engines. Claude named YouTube in 1 of 72 answers, against 0 to 0 of 72 on the other engines.

How this study was measured

24 questions × 3 runs each × 4 AI engines = 288 answers + 70 Google searches · 66 AI Overviews

24 questions asked three times on each of ChatGPT, Claude, Gemini and Perplexity, measured November 4, 2026. United States, English; Google retrieval uses desktop results. Models: gpt-5-mini, claude-sonnet-5-5, gemini-3.6-flash only, sonar-pro. Google AI Overviews come from DataForSEO, not inferred chat answers. Appearance counts returned text, including ungrounded answers; citation rates use grounded answers. Longer overlapping names suppress shorter ones; First mention is the earliest eligible name order. Own-domain rates include declared domains and subdomains; shared parent scopes may count for multiple names and cannot be summed as unique citations.

EngineModel IDs calledAskedReturnedGrounded
ChatGPTgpt-5-mini727272
Claudeclaude-sonnet-5-5727238
Geminigemini-3.6-flash727272
Perplexitysonar-pro727272
Google AI OverviewsDataForSEO Google SERP (live, advanced)7066 shown66

Own-domain citations count a domain plus all its subdomains, with the same rule in every table.

Definitions

  • Citation penetration: grounded answers citing tracked source domains ÷ grounded answers, with Wilson 95% intervals. Text mentions remain separate in the evidence.
  • First mention: average order in which the tracked name first appears (1 = first).
  • Own-domain citation: grounded answers citing the tracked name's domains ÷ grounded answers.
  • Citation share: citations to the tracked name's domains ÷ all citations.

Limits

  • Only 4 tracked platforms are ranked; results are not an exhaustive market ranking.
  • 358 of 360 planned results were returned. 2 AI Overview lookups were excluded after at most three total attempts.
  • 70 successful Google searches: 66 overviews shown; 4 without an overview. Failures are excluded, not scored as zero.
  • 34 chat answers had no search sources and are left out of the citation figures.
  • No Core question names a tracked name.
  • Unverified own domains are not available, never zero or guessed. Source types use Company / brand sites only for verified official organisations; other unresolved sites are Other / unclassified.
  • Wilson 95% intervals are descriptive; overlapping leading intervals do not establish a sole leader. Measurements do not endorse medical, legal, financial or product claims.
  • Common words such as Google, Times, Wire or Consumer were counted only when they clearly referred to a source.
  • Google.com is counted as one source website, not every Google product; Google Shopping and unresolved google.com/goto links are never counted.
  • Citation percentages in the earlier version used a different base, so they are not compared with these figures.
  • The ranking covers tracked sources only. Untracked cited domains include rtings.com (29 answers), tomsguide.com (22 answers), fidelity.com (17 answers), mayoclinic.org (16 answers), techradar.com (16 answers), forbes.com (15 answers), kingarthurbaking.com (14 answers), capterra.com (11 answers), cerave.com (11 answers), zdnet.com (11 answers).
  • Answers were collected through each engine's API using the model IDs listed in the methodology. The consumer ChatGPT, Claude, Gemini and Perplexity apps can answer differently.

The 24 questions

Questions marked "Core question" are the original study questions, asked word for word. The others are added neutral questions.

#QuestionGroupSource
01What is the best robot vacuum?Web Sources Index 2.0Core question
02How do I fix a leaking faucet?Web Sources Index 2.0Core question
03What is the best running shoe for beginners?Web Sources Index 2.0Core question
04How do I start investing with little money?Web Sources Index 2.0Core question
05What is the best CRM for a small business?Web Sources Index 2.0Core question
06What are the best things to do in Lisbon?Web Sources Index 2.0Core question
07How do I learn to play guitar?Web Sources Index 2.0Core question
08What is the best laptop for video editing?Web Sources Index 2.0Core question
09What are the symptoms of iron deficiency?Web Sources Index 2.0Core question
10What is the best project management software?Web Sources Index 2.0Core question
11How do I train a puppy to stop biting?Web Sources Index 2.0Core question
12What is the best skincare routine for oily skin?Web Sources Index 2.0Core question
13Which electric car has the longest range?Web Sources Index 2.0Core question
14How do I make sourdough bread at home?Web Sources Index 2.0Core question
15How do induction cooktops work?Web Sources Index 2.0Added question
16What is the difference between an index fund and an ETF?Web Sources Index 2.0Added question
17How do noise-cancelling headphones work?Web Sources Index 2.0Added question
18What is the difference between a migraine and a tension headache?Web Sources Index 2.0Added question
19How does accounting software connect to a small business bank account?Web Sources Index 2.0Added question
20What is the difference between retinol and retinal?Web Sources Index 2.0Added question
21What is the best season to visit the Grand Canyon?Web Sources Index 2.0Added question
22How do I tell whether a bicycle tire needs replacing?Web Sources Index 2.0Added question
23What is the difference between a hybrid and a plug-in hybrid car?Web Sources Index 2.0Added question
24Why does bread dough need to rest before baking?Web Sources Index 2.0Added question

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