AI Visibility Scorecard
Blog · Allan MacGregor
allanmacgregor.com · Technology
Borderline visible. AI bots can crawl Blog · Allan MacGregor, 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 10 times
Claude · Meta AI · Amazon Alexa · Perplexity
#549,479 of 2,706,138 in Technology for AI visibility
4
AI Naming Predictability
iRarely named · 4/100
More likely to be named than 89% of Technology companies
5
AEO Visibility
iBorderline · 4.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
14
AI Adoption
iBasic · 14/100
About Blog · Allan MacGregor
from our crawl and measurement
Blog · Allan MacGregor is a business whose own site puts it this way: "Elixir engineering, fintech architecture, and technical leadership insights from a CTO building regulated systems." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
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
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
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 4.7/10, Blog · Allan MacGregor is crawlable but under-signaled - fixable, and the signals above are where to start.
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Is this your brand?
The exact fixes for Blog · Allan MacGregor
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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/allanmacgregor
Cite this score: Engagemii (2026). "AEO Score for Blog · Allan MacGregor." Retrieved from https://engagemii.com/aeo/brands/allanmacgregor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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