>_/GEO AUDIT/ducklabs.com
GEO VULNERABILITY AUDIT // DUCKLABS.COM
REPORT — 2026-03-26

Ducklabs

GeneralRISK: MEDIUM

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

57
OVERALL GEO READINESS SCORE
VULNERABLEPROTECTED
61
TECHNICAL
📄
61
CONTENT
🔒
45
DEFENSE
DETAILED CHECK RESULTS // 12 VECTORS
TECHHTTPS / SSL Certificate
67
TECHrobots.txt Configuration
81
TECHllms.txt Implementation
68
TECHStructured Data (JSON-LD)
31
TECHXML Sitemap
59
CONTENTContent Freshness
79
CONTENTAuthor Attribution (E-E-A-T)
33
CONTENTFAQ / Direct Answer Markup
53
CONTENTCitation-Worthy Content
79
DEFENSEAI Brand Monitoring
79
DEFENSENegative GEO Protection
22
DEFENSECompetitor Manipulation Shield
33
RECOMMENDATIONS // DUCKLABS
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.
HIGH: Ducklabs 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 Ducklabs:

duckcloud.comduckify.comduckpro.com

Monitor these domains for potential negative GEO campaigns targeting Ducklabs.

RUN LIVE SCANNER
Get real-time analysis with deeper checks
CHECK PROMPT POISONING
Scan ducklabs.com for hidden AI manipulation
← ALL AUDITS
User IP: 192.168.x.x | Encryption: AES-256