>_/GEO AUDIT/wikipedia.org
GEO VULNERABILITY AUDIT // WIKIPEDIA.ORG
REPORT — 2026-03-26

Wikipedia

EncyclopediaRISK: MEDIUM

Free encyclopedia. The most-cited source in AI search. Evaluating Wikipedia's outsized influence on AI knowledge.

52
OVERALL GEO READINESS SCORE
VULNERABLEPROTECTED
52
TECHNICAL
📄
47
CONTENT
🔒
57
DEFENSE
DETAILED CHECK RESULTS // 12 VECTORS
TECHHTTPS / SSL Certificate
70
TECHrobots.txt Configuration
44
TECHllms.txt Implementation
78
TECHStructured Data (JSON-LD)
29
TECHXML Sitemap
40
CONTENTContent Freshness
58
CONTENTAuthor Attribution (E-E-A-T)
43
CONTENTFAQ / Direct Answer Markup
33
CONTENTCitation-Worthy Content
55
DEFENSEAI Brand Monitoring
72
DEFENSENegative GEO Protection
73
DEFENSECompetitor Manipulation Shield
27
RECOMMENDATIONS // WIKIPEDIA
HIGH: Structured data (JSON-LD) implementation is weak. Add Organization, Article, FAQ, and Breadcrumb schema to improve AI extraction.
HIGH: Author attribution and E-E-A-T signals need strengthening. Add clear author bios, credentials, and publication dates.
MEDIUM: FAQ and direct-answer markup is missing. Adding FAQ schema increases chances of appearing in AI Overviews and answer engines.
COMPETITIVE LANDSCAPE

Potential competitors in the Encyclopedia space that may be running GEO campaigns targeting Wikipedia:

wikibase.comwikily.comwikihub.com

Monitor these domains for potential negative GEO campaigns targeting Wikipedia.

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