>_/GEO AUDIT/linear.app
GEO VULNERABILITY AUDIT // LINEAR.APP
REPORT — 2026-03-26

Linear

Project ManagementRISK: HIGH

Modern project management tool. How does Linear's developer-focused brand perform in AI search?

45
OVERALL GEO READINESS SCORE
VULNERABLEPROTECTED
50
TECHNICAL
📄
42
CONTENT
🔒
41
DEFENSE
DETAILED CHECK RESULTS // 12 VECTORS
TECHHTTPS / SSL Certificate
48
TECHrobots.txt Configuration
81
TECHllms.txt Implementation
57
TECHStructured Data (JSON-LD)
31
TECHXML Sitemap
34
CONTENTContent Freshness
36
CONTENTAuthor Attribution (E-E-A-T)
27
CONTENTFAQ / Direct Answer Markup
69
CONTENTCitation-Worthy Content
35
DEFENSEAI Brand Monitoring
39
DEFENSENegative GEO Protection
50
DEFENSECompetitor Manipulation Shield
33
RECOMMENDATIONS // LINEAR
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: No AI brand monitoring detected for Linear. 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 Project Management space that may be running GEO campaigns targeting Linear:

linepro.comlinebase.comlinely.com

Monitor these domains for potential negative GEO campaigns targeting Linear.

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