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AI Visibility Scorecard
Robolink
robolink.com · Education
Somewhat visible. AI bots can read Robolink, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#39,356 of 861,558 in Education for AI visibility
6.5
/10
AEO Score
About Robolink
from our crawl and measurement
Robolink, based in San Diego, CA, describes itself simply: "We make robotics kits for students to learn about the wonders of engineering, coding, and STEM. Our kits can be coded in Blockly, Python, and Arduino." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
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 6.5/10, Robolink has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Robolink
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Robolink.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robolink
Cite this score: Engagemii (2026). "AEO Score for Robolink." Retrieved from https://engagemii.com/aeo/brands/robolink
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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