AI Visibility Scorecard
Home — Marc Akbar
ensha.com · Technology
Borderline visible. AI bots can crawl Home — Marc Akbar, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#2,198,259 of 2,705,965 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Home — Marc Akbar
from our crawl and measurement
Home Marc Akbar is a business whose own site puts it this way: "Marc Akbar writings gists projects readings about Marc Akbar 40+ years building in enterprise tech, AI, and cybersecurity, founder, CTO, and startup mentor in Toronto." When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.3/10, Home — Marc Akbar is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Home — Marc Akbar
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ensha
Cite this score: Engagemii (2026). "AEO Score for Home — Marc Akbar." Retrieved from https://engagemii.com/aeo/brands/ensha
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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