How AI search cites Linear

Linear scores 34/100 for AI search visibility. See how ChatGPT, Perplexity, Gemini and Claude cite Linear when asked buying questions in its category — and what's holding it back.

34
Mostly invisible

Product development system for teams · linear.app

Dimension breakdown

AI Citation Presence 0/35
Technical AI Readiness 10/20
Content Extractability 10.5/20
Authority & Trust 9/15
Freshness & Maintenance 4/10

Top issues

high
Zero citations across 3 category prompts
high
No Organization schema detected
medium
Homepage HTML is 2316KB

Live citation test

"What is the best product development system for remote teams?"
Linear: not cited JiraFigmaSlackTrelloAsana

What this means for Linear

Linear scored 34/100 on GeoBench's 5-dimension AI visibility benchmark — placing it in the "Mostly invisible" band. The score reflects live queries against real LLMs (ChatGPT, Perplexity, Gemini, Claude), not traditional search rankings.

Linear is mostly invisible to AI search today. Strong brand with humans does not equal citation share with LLMs. The gap is closable — the work is mostly content architecture and schema, not engineering.

This audit runs 3 buying-intent prompts. The full $49 report runs 25 prompts across 5 LLMs, auto-detects competitors, ranks every finding by impact, and ships a copy-paste schema kit tailored to linear.app.

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Audit snapshot generated 2026-05-15. AI citation behavior changes constantly — re-run anytime via the free audit.