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AI Visibility Scorecard
Liner
liner.com · Education
Somewhat visible. AI bots can read Liner, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#47,666 of 863,600 in Education for AI visibility
6.4
/10
AEO Score
About Liner
from our crawl and measurement
Liner is a business whose own site puts it this way: "Discover AI agents for professionals. Search with sources, research academic papers, and write clearly in one workflow with Liner." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
1
Reddit mentions and discussion.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.4/10, Liner has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Liner
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liner
Cite this score: Engagemii (2026). "AEO Score for Liner." Retrieved from https://engagemii.com/aeo/brands/liner
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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