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  3. YouTube
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ServiceMixed

YouTube

Global video-sharing platform owned by Google, transforming content consumption with billions of users worldwide

San Bruno, California, United States www.youtube.comvideo-platform Updated 2026-04-22
Updated 15m ago

Milo Visibility Score

AI narrative presence 0–100

81/100
Strong
weak
developing
established
strong
leading

Recommendation Presence

Sometimes Recommended

In AI recommendation outputs

Entity Profile

Entity Identity

Partial match
Canonical slugyoutube
Disambiguation55%
Verified viaWikidata
Linked Identities
Q866 · YouTube

American video-sharing platform owned by Alphabet Inc.

237 sitelinks · 172 statements

Provenance

Wikipedia:YouTube is an American online video sharing platform owned by Google. YouTube was founded on February 14, 2005, by Chad Hurley, Jawed Karim, and Steve Chen who were all former employees of PayPal. Headquartered in San Br…

Data Completeness

Collection Sources64%
Intelligence Depth37%

Visibility Signals

Momentum

78

Trending

Emerging
Viral: 0.3331 platform

Entity Health

46
developing
Provenance30%
33
Perception40%
54
Authority20%
45
Authenticity10%
53
E = P×0.3 + S×0.4 + A×0.2 + V×0.1 · computed 4/22/2026

Competitive Position

Competitive Landscape

YouTubeYou
81
TikTok
NeutralSoV 20%
75
Instagram
NeutralSoV 15%
70

Peer Benchmark

Ranked #4 of 7

in service

Top 50% — Above average

Top peers

netflixspotifysubstack

Derived Insights

· Milo derivation layer
Source Concordance0

100 − 2 × mean|score − median| across normalised sentiment scores

LLM Platforms
conf 17%missing 5
Trust Stack0

mean(domain_age_pct, moz_da, link_health, dnssec_bonus)

conf 0%missing 3
Narrative Coverage60

mean(surface_breadth_pct, log10(articles)/3 × 100)

GNewsLLM Citations
conf 40%missing 4
Geographic Footprint33

sources_present / 3 × 100

Wikidata
conf 33%missing 2
Entity Maturity90

mean(weighted_age_signals)

Wikipedia
conf 25%missing 3
Inter-Platform Consistency99

100 − sentimentVariance × 100

chatgptgeminiclaude
conf 100%

Sentiment Signal

Tone
Mixed

AI outputs show a blend of positive and negative framing, often context-dependent.

Net lean
+5
Balanced
Distribution across AI responses
30%
20%
50%
Positive30%
Neutral20%
Mixed50%
Negative0%
By platform3 mentioned
GPTChatGPT
Mixed

“YouTube is generally considered reputable, given its significant influence on media and communication. However, the platform has faced criticism and controversy over issues like content moderation, copyright infringement, and the spread of misinformation.”

GEMGemini
Neutral

“YouTube is a global online video sharing and social media platform owned by Google.”

CLAClaude
Mixed

“YouTube is essential for video content consumption and creation, but users should be discerning about information quality and aware of how algorithms shape their experience.”

Perception Grid

Concordance
0
Missing: Google NLP, MeaningCloud, Python NLP, World News, Reddit

Narrative Themes

global video platformgoogle ownershipcontent creation ecosystemcontent moderation challengesmassive user reachcreator monetizationmisinformation concernsalgorithmic recommendation

Platform Breakdown

3/3 platforms
ChatGPT
Mentioned
MixedSometimes Recommended

“YouTube is generally considered reputable, given its significant influence on media and communication. However, the platform has faced criticism and controversy over issues like content moderation, copyright infringement, and the spread of misinformation.”

Gemini
Mentioned
NeutralNot Clearly Present

“YouTube is a global online video sharing and social media platform owned by Google.”

Claude
Mentioned
MixedSometimes Recommended

“YouTube is essential for video content consumption and creation, but users should be discerning about information quality and aware of how algorithms shape their experience.”

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