>_/GEO AUDIT/neillabs.com
GEO VULNERABILITY AUDIT // NEILLABS.COM
REPORT — 2026-03-26

Neillabs

GeneralRISK: MEDIUM

GEO vulnerability audit for neillabs.com. Analyzing AI search readiness, structured data, and defense posture.

53
OVERALL GEO READINESS SCORE
VULNERABLEPROTECTED
64
TECHNICAL
📄
45
CONTENT
🔒
46
DEFENSE
DETAILED CHECK RESULTS // 12 VECTORS
TECHHTTPS / SSL Certificate
63
TECHrobots.txt Configuration
83
TECHllms.txt Implementation
69
TECHStructured Data (JSON-LD)
33
TECHXML Sitemap
72
CONTENTContent Freshness
75
CONTENTAuthor Attribution (E-E-A-T)
39
CONTENTFAQ / Direct Answer Markup
31
CONTENTCitation-Worthy Content
35
DEFENSEAI Brand Monitoring
61
DEFENSENegative GEO Protection
41
DEFENSECompetitor Manipulation Shield
35
RECOMMENDATIONS // NEILLABS
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.
HIGH: Neillabs is vulnerable to negative GEO attacks. Implement proactive brand monitoring and content diversification.
INFO: Content freshness is good. Continue publishing regularly to maintain AI search relevance.
INFO: robots.txt is properly configured for AI crawlers. Continue monitoring for new bot user agents.
COMPETITIVE LANDSCAPE

Potential competitors in the General space that may be running GEO campaigns targeting Neillabs:

neilbase.comneilly.comneilhub.com

Monitor these domains for potential negative GEO campaigns targeting Neillabs.

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User IP: 192.168.x.x | Encryption: AES-256