50
OVERALL GEO READINESS SCORE
VULNERABLEPROTECTED
⚙
56
TECHNICAL
📄
40
CONTENT
🔒
51
DEFENSE
DETAILED CHECK RESULTS // 12 VECTORS
TECHHTTPS / SSL Certificate
45
TECHrobots.txt Configuration
68
TECHllms.txt Implementation
68
TECHStructured Data (JSON-LD)
53
TECHXML Sitemap
48
CONTENTContent Freshness
57
CONTENTAuthor Attribution (E-E-A-T)
38
CONTENTFAQ / Direct Answer Markup
31
CONTENTCitation-Worthy Content
34
DEFENSEAI Brand Monitoring
20
DEFENSENegative GEO Protection
82
DEFENSECompetitor Manipulation Shield
51
RECOMMENDATIONS // COURSERA
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.
MEDIUM: No AI brand monitoring detected for Coursera. Set up regular monitoring across ChatGPT, Perplexity, Claude, and Gemini.
INFO: robots.txt is properly configured for AI crawlers. Continue monitoring for new bot user agents.
COMPETITIVE LANDSCAPE
Potential competitors in the Online Education space that may be running GEO campaigns targeting Coursera:
Monitor these domains for potential negative GEO campaigns targeting Coursera.