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AI Visibility Scorecard
After the Demo — AI engineering for people who have to ship it
lmguidebook.com · Technology
At 1.9/10, After the Demo — AI engineering for people who have to ship it 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
#2,645,221 of 2,706,966 in Technology for AI visibility
1.9
/10
AEO Score
About After the Demo — AI engineering for people who have to ship it
from our crawl and measurement
"After the Demo, a newsletter about building AI products that survive production. Architectural patterns and honest takes for engineers who ship." That is how After the Demo — AI engineering for people who have to ship it introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.9 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
7
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
3
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 1.9/10, After the Demo — AI engineering for people who have to ship it is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for After the Demo — AI engineering for people who have to ship it
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lmguidebook
Cite this score: Engagemii (2026). "AEO Score for After the Demo — AI engineering for people who have to ship it." Retrieved from https://engagemii.com/aeo/brands/lmguidebook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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