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AI Visibility Scorecard
Leah Hirst
hirst.dev · Technology
At 2/10, Leah Hirst is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,742,946 of 2,828,978 in Technology for AI visibility
2
/10
AEO Score
About Leah Hirst
from our crawl and measurement
"Leah Hirst founding eng @ ≡ @LeahHirst [email protected] Edinburgh My Projects GitHub repositories that I've built." That is how Leah Hirst introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2/10, Leah Hirst is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Leah Hirst
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hirst-dev
Cite this score: Engagemii (2026). "AEO Score for Leah Hirst." Retrieved from https://engagemii.com/aeo/brands/hirst-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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