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AI Visibility Scorecard
MaRS Startup Toolkit
learn.marsdd.com · Technology
Somewhat visible. AI bots can read MaRS Startup Toolkit, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#87,909 of 2,641,820 in Technology for AI visibility
6.5
/10
AEO Score
About MaRS Startup Toolkit
from our crawl and measurement
"Startup Toolkit Explore advice, lessons and tips from our community of entrepreneurs and operators." That is how MaRS Startup Toolkit introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
1
Press and news coverage.
Community
6
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
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, MaRS Startup Toolkit has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MaRS Startup Toolkit
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learn-marsdd
Cite this score: Engagemii (2026). "AEO Score for MaRS Startup Toolkit." Retrieved from https://engagemii.com/aeo/brands/learn-marsdd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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